R Notebook

---

library(randomForest)

randomForest 4.7-1.1
Type rfNews() to see new features/changes/bug fixes.

library(class)
library(e1071)
library(naivebayes)

naivebayes 0.9.7 loaded

library(keras)

Attaching package: ‘keras’

The following object is masked _by_ ‘.GlobalEnv’:

    keras

# Load the data from CSV files
mtrain <- read.csv("C:/Users/srika/OneDrive/Documents/xtrain.csv")
mtest <- read.csv("C:/Users/srika/OneDrive/Documents/xtest.csv")
y_train <- read.csv("C:/Users/srika/OneDrive/Documents/ytrain.csv")
y_test <- read.csv("C:/Users/srika/OneDrive/Documents/ytest.csv")

# Extract features and labels
x_train <- as.matrix(mtrain)
x_test <- as.matrix(mtest)
y_train <- y_train$x
y_test <- y_test$x

# Preprocess labels: Classify K, A, C, H as 1 (GD) and HC as 0
y_train_processed <- ifelse(y_train %in% c("K", "A", "C", "H"), 1, 0)
y_test_processed <- ifelse(y_test %in% c("K", "A", "C", "H"), 1, 0)

# Convert string labels to numerical labels
y_train_encoded <- as.numeric(factor(y_train_processed))
y_test_encoded <- as.numeric(factor(y_test_processed))

# Define and train KNN model with different k values
k_values <- c(3, 5, 7, 9)  # You can try different values
best_k <- NULL
best_accuracy <- 0

for (k in k_values) {
  knn_model <- knn(train = x_train, test = x_test, cl = y_train_encoded, k = k, prob = TRUE)
  knn_predictions <- as.numeric(knn_model)  # Convert predictions to numeric
  knn_accuracy <- sum(knn_predictions == y_test_encoded) / length(y_test_encoded)
  
  if (knn_accuracy > best_accuracy) {
    best_accuracy <- knn_accuracy
    best_k <- k
  }
}

cat("Best K for KNN:", best_k, "\n")

Best K for KNN: 9 

cat("Best Accuracy for KNN:", best_accuracy, "\n")

Best Accuracy for KNN: 0.8040852 

# Define and train Random Forest model with different parameters
num_trees <- c(50, 100, 150)  # You can try different numbers of trees
best_num_trees <- NULL
best_accuracy <- 0

for (ntree in num_trees) {
  rf_model <- randomForest(x = x_train, y = as.factor(y_train_encoded), ntree = ntree)
  rf_predictions <- as.numeric(predict(rf_model, x_test, type = "response"))  # Convert predictions to numeric
  rf_accuracy <- sum(rf_predictions == y_test_encoded) / length(y_test_encoded)
  
  if (rf_accuracy > best_accuracy) {
    best_accuracy <- rf_accuracy
    best_num_trees <- ntree
  }
}

cat("Best Number of Trees for Random Forest:", best_num_trees, "\n")

Best Number of Trees for Random Forest: 150 

cat("Best Accuracy for Random Forest:", best_accuracy, "\n")

Best Accuracy for Random Forest: 0.8194764 

# Define and train SVM model with different kernel functions
kernel_functions <- c("linear", "radial", "polynomial")  # You can try different kernel functions
best_kernel <- NULL
best_accuracy <- 0

for (kernel_func in kernel_functions) {
  svm_model <- svm(x = x_train, y = as.factor(y_train_encoded), kernel = kernel_func, probability = TRUE)
  svm_predictions <- as.numeric(predict(svm_model, x_test, probability = TRUE))  # Convert predictions to numeric
  svm_accuracy <- sum(svm_predictions == y_test_encoded) / length(y_test_encoded)
  
  if (svm_accuracy > best_accuracy) {
    best_accuracy <- svm_accuracy
    best_kernel <- kernel_func
  }
}

cat("Best Kernel Function for SVM:", best_kernel, "\n")

Best Kernel Function for SVM: linear 

cat("Best Accuracy for SVM:", best_accuracy, "\n")

Best Accuracy for SVM: 0.8247986 

# Define and train CNN model
num_classes <- length(unique(y_train_encoded))
y_train_onehot <- to_categorical(y_train_encoded - 1, num_classes = num_classes)
x_train_cnn <- array_reshape(x_train, c(dim(x_train), 1))
x_test_cnn <- array_reshape(x_test, c(dim(x_test), 1))

cnn_model <- keras_model_sequential() %>%
  layer_conv_1d(filters = 32, kernel_size = 3, activation = "relu", input_shape = dim(x_train_cnn)[2:3]) %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 64, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 128, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 256, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 512, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_conv_1d(filters = 1024, kernel_size = 3, activation = "relu") %>%
  layer_max_pooling_1d(pool_size = 1) %>%
  layer_flatten() %>%
  layer_dense(units = 512, activation = "relu") %>%
  layer_dense(units = 256, activation = "relu") %>%
  layer_dense(units = 128, activation = "relu") %>%
  layer_dense(units = 64, activation = "relu") %>%
  layer_dense(units = 32, activation = "relu") %>%
  layer_dense(units = num_classes, activation = "softmax")

2024-04-27 18:05:56.326222: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX AVX2
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2024-04-27 18:05:56.456227: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1616] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 13717 MB memory:  -> device: 0, name: NVIDIA GeForce RTX 3080 Laptop GPU, pci bus id: 0000:01:00.0, compute capability: 8.6

cnn_model %>% compile(
  optimizer = optimizer_adam(),
  loss = "binary_crossentropy",
  metrics = c("accuracy")
)

# Early stopping
callback <- callback_early_stopping(monitor = "val_loss", patience = 50)

# Train CNN model
history <- cnn_model %>% fit(
  x_train_cnn, y_train_onehot, 
  epochs = 100, batch_size = 16, 
  validation_split = 0.2, callbacks = list(callback)
)

Epoch 1/100

2024-04-27 18:05:58.608218: I tensorflow/stream_executor/cuda/cuda_dnn.cc:384] Loaded cuDNN version 8500
2024-04-27 18:05:59.881712: I tensorflow/stream_executor/cuda/cuda_blas.cc:1614] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.

  1/316 [..............................] - ETA: 18:50 - loss: 0.6934 - accuracy: 0.3750
  2/316 [..............................] - ETA: 15s - loss: 0.6943 - accuracy: 0.4375  
  3/316 [..............................] - ETA: 15s - loss: 0.6963 - accuracy: 0.5833
  4/316 [..............................] - ETA: 15s - loss: 0.6847 - accuracy: 0.6094
  5/316 [..............................] - ETA: 15s - loss: 0.6328 - accuracy: 0.6625
  6/316 [..............................] - ETA: 15s - loss: 0.7863 - accuracy: 0.6562

WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0121s vs `on_train_batch_end` time: 0.0322s). Check your callbacks.


  7/316 [..............................] - ETA: 15s - loss: 0.7945 - accuracy: 0.6429
  8/316 [..............................] - ETA: 15s - loss: 0.7798 - accuracy: 0.6484
 10/316 [..............................] - ETA: 15s - loss: 0.7631 - accuracy: 0.5562
 11/316 [>.............................] - ETA: 15s - loss: 0.7561 - accuracy: 0.5795
 12/316 [>.............................] - ETA: 15s - loss: 0.7501 - accuracy: 0.5885
 13/316 [>.............................] - ETA: 15s - loss: 0.7440 - accuracy: 0.6106
 14/316 [>.............................] - ETA: 15s - loss: 0.7401 - accuracy: 0.6071
 15/316 [>.............................] - ETA: 15s - loss: 0.7350 - accuracy: 0.6208
 17/316 [>.............................] - ETA: 15s - loss: 0.7260 - accuracy: 0.6324
 18/316 [>.............................] - ETA: 15s - loss: 0.7216 - accuracy: 0.6354
 19/316 [>.............................] - ETA: 15s - loss: 0.7137 - accuracy: 0.6447
 20/316 [>.............................] - ETA: 15s - loss: 0.7071 - accuracy: 0.6500
 22/316 [=>............................] - ETA: 15s - loss: 0.6981 - accuracy: 0.6562
 23/316 [=>............................] - ETA: 14s - loss: 0.6958 - accuracy: 0.6576
 24/316 [=>............................] - ETA: 14s - loss: 0.6933 - accuracy: 0.6589
 25/316 [=>............................] - ETA: 14s - loss: 0.6855 - accuracy: 0.6650
 26/316 [=>............................] - ETA: 14s - loss: 0.6833 - accuracy: 0.6659
 27/316 [=>............................] - ETA: 14s - loss: 0.6790 - accuracy: 0.6690
 28/316 [=>............................] - ETA: 14s - loss: 0.6751 - accuracy: 0.6719
 29/316 [=>............................] - ETA: 14s - loss: 0.6694 - accuracy: 0.6767
 30/316 [=>............................] - ETA: 14s - loss: 0.6680 - accuracy: 0.6771
 31/316 [=>............................] - ETA: 14s - loss: 0.6730 - accuracy: 0.6714
 32/316 [==>...........................] - ETA: 14s - loss: 0.6766 - accuracy: 0.6660
 33/316 [==>...........................] - ETA: 14s - loss: 0.6762 - accuracy: 0.6648
 34/316 [==>...........................] - ETA: 14s - loss: 0.6718 - accuracy: 0.6728
 35/316 [==>...........................] - ETA: 14s - loss: 0.6700 - accuracy: 0.6750
 37/316 [==>...........................] - ETA: 14s - loss: 0.6665 - accuracy: 0.6791
 38/316 [==>...........................] - ETA: 14s - loss: 0.6654 - accuracy: 0.6793
 39/316 [==>...........................] - ETA: 14s - loss: 0.6654 - accuracy: 0.6779
 40/316 [==>...........................] - ETA: 14s - loss: 0.6665 - accuracy: 0.6750
 41/316 [==>...........................] - ETA: 14s - loss: 0.6643 - accuracy: 0.6768
 42/316 [==>...........................] - ETA: 13s - loss: 0.6644 - accuracy: 0.6756
 43/316 [===>..........................] - ETA: 13s - loss: 0.6655 - accuracy: 0.6730
 44/316 [===>..........................] - ETA: 13s - loss: 0.6635 - accuracy: 0.6747
 45/316 [===>..........................] - ETA: 13s - loss: 0.6656 - accuracy: 0.6708
 46/316 [===>..........................] - ETA: 13s - loss: 0.6629 - accuracy: 0.6739
 47/316 [===>..........................] - ETA: 13s - loss: 0.6637 - accuracy: 0.6715
 48/316 [===>..........................] - ETA: 13s - loss: 0.6613 - accuracy: 0.6745
 50/316 [===>..........................] - ETA: 13s - loss: 0.6572 - accuracy: 0.6787
 51/316 [===>..........................] - ETA: 13s - loss: 0.6575 - accuracy: 0.6777
 52/316 [===>..........................] - ETA: 13s - loss: 0.6557 - accuracy: 0.6791
 53/316 [====>.........................] - ETA: 13s - loss: 0.6562 - accuracy: 0.6781
 54/316 [====>.........................] - ETA: 13s - loss: 0.6533 - accuracy: 0.6806
 55/316 [====>.........................] - ETA: 13s - loss: 0.6516 - accuracy: 0.6818
 56/316 [====>.........................] - ETA: 13s - loss: 0.6475 - accuracy: 0.6853
 58/316 [====>.........................] - ETA: 13s - loss: 0.6531 - accuracy: 0.6810
 59/316 [====>.........................] - ETA: 13s - loss: 0.6514 - accuracy: 0.6822
 60/316 [====>.........................] - ETA: 13s - loss: 0.6498 - accuracy: 0.6833
 61/316 [====>.........................] - ETA: 12s - loss: 0.6474 - accuracy: 0.6855
 62/316 [====>.........................] - ETA: 12s - loss: 0.6484 - accuracy: 0.6835
 63/316 [====>.........................] - ETA: 12s - loss: 0.6465 - accuracy: 0.6855
 64/316 [=====>........................] - ETA: 12s - loss: 0.6460 - accuracy: 0.6855
 65/316 [=====>........................] - ETA: 12s - loss: 0.6425 - accuracy: 0.6904
 66/316 [=====>........................] - ETA: 12s - loss: 0.6419 - accuracy: 0.6903
 67/316 [=====>........................] - ETA: 12s - loss: 0.6406 - accuracy: 0.6912
 68/316 [=====>........................] - ETA: 12s - loss: 0.6428 - accuracy: 0.6884
 69/316 [=====>........................] - ETA: 12s - loss: 0.6415 - accuracy: 0.6893
 70/316 [=====>........................] - ETA: 12s - loss: 0.6385 - accuracy: 0.6920
 71/316 [=====>........................] - ETA: 12s - loss: 0.6362 - accuracy: 0.6937
 72/316 [=====>........................] - ETA: 12s - loss: 0.6340 - accuracy: 0.6953
 73/316 [=====>........................] - ETA: 12s - loss: 0.6373 - accuracy: 0.6918
 74/316 [======>.......................] - ETA: 12s - loss: 0.6331 - accuracy: 0.6951
 75/316 [======>.......................] - ETA: 12s - loss: 0.6307 - accuracy: 0.6967
 76/316 [======>.......................] - ETA: 12s - loss: 0.6274 - accuracy: 0.6990
 77/316 [======>.......................] - ETA: 12s - loss: 0.6253 - accuracy: 0.6997
 78/316 [======>.......................] - ETA: 12s - loss: 0.6268 - accuracy: 0.6971
 79/316 [======>.......................] - ETA: 12s - loss: 0.6251 - accuracy: 0.6978
 80/316 [======>.......................] - ETA: 12s - loss: 0.6238 - accuracy: 0.6984
 81/316 [======>.......................] - ETA: 11s - loss: 0.6199 - accuracy: 0.7006
 82/316 [======>.......................] - ETA: 11s - loss: 0.6187 - accuracy: 0.7005
 83/316 [======>.......................] - ETA: 11s - loss: 0.6139 - accuracy: 0.7026
 84/316 [======>.......................] - ETA: 11s - loss: 0.6111 - accuracy: 0.7039
 85/316 [=======>......................] - ETA: 11s - loss: 0.6097 - accuracy: 0.7059
 86/316 [=======>......................] - ETA: 11s - loss: 0.6068 - accuracy: 0.7071
 87/316 [=======>......................] - ETA: 11s - loss: 0.6050 - accuracy: 0.7069
 88/316 [=======>......................] - ETA: 11s - loss: 0.6060 - accuracy: 0.7045
 89/316 [=======>......................] - ETA: 11s - loss: 0.6087 - accuracy: 0.6994
 90/316 [=======>......................] - ETA: 11s - loss: 0.6100 - accuracy: 0.6951
 91/316 [=======>......................] - ETA: 11s - loss: 0.6108 - accuracy: 0.6944
 92/316 [=======>......................] - ETA: 11s - loss: 0.6107 - accuracy: 0.6950
 93/316 [=======>......................] - ETA: 11s - loss: 0.6088 - accuracy: 0.6962
 94/316 [=======>......................] - ETA: 11s - loss: 0.6115 - accuracy: 0.6948
 95/316 [========>.....................] - ETA: 11s - loss: 0.6128 - accuracy: 0.6928
 96/316 [========>.....................] - ETA: 11s - loss: 0.6109 - accuracy: 0.6940
 97/316 [========>.....................] - ETA: 11s - loss: 0.6106 - accuracy: 0.6946
 99/316 [========>.....................] - ETA: 11s - loss: 0.6100 - accuracy: 0.6938
101/316 [========>.....................] - ETA: 10s - loss: 0.6075 - accuracy: 0.6949
102/316 [========>.....................] - ETA: 10s - loss: 0.6077 - accuracy: 0.6942
103/316 [========>.....................] - ETA: 10s - loss: 0.6088 - accuracy: 0.6930
104/316 [========>.....................] - ETA: 10s - loss: 0.6080 - accuracy: 0.6929
105/316 [========>.....................] - ETA: 10s - loss: 0.6087 - accuracy: 0.6923
106/316 [=========>....................] - ETA: 10s - loss: 0.6080 - accuracy: 0.6928
107/316 [=========>....................] - ETA: 10s - loss: 0.6080 - accuracy: 0.6910
108/316 [=========>....................] - ETA: 10s - loss: 0.6079 - accuracy: 0.6910
110/316 [=========>....................] - ETA: 10s - loss: 0.6048 - accuracy: 0.6920
112/316 [=========>....................] - ETA: 10s - loss: 0.6050 - accuracy: 0.6920
113/316 [=========>....................] - ETA: 10s - loss: 0.6040 - accuracy: 0.6919
114/316 [=========>....................] - ETA: 10s - loss: 0.6030 - accuracy: 0.6924
115/316 [=========>....................] - ETA: 10s - loss: 0.6015 - accuracy: 0.6929
117/316 [==========>...................] - ETA: 10s - loss: 0.5978 - accuracy: 0.6944
118/316 [==========>...................] - ETA: 10s - loss: 0.5979 - accuracy: 0.6944
119/316 [==========>...................] - ETA: 10s - loss: 0.5954 - accuracy: 0.6954
120/316 [==========>...................] - ETA: 9s - loss: 0.5931 - accuracy: 0.6964 
121/316 [==========>...................] - ETA: 9s - loss: 0.5963 - accuracy: 0.6947
122/316 [==========>...................] - ETA: 9s - loss: 0.5968 - accuracy: 0.6947
123/316 [==========>...................] - ETA: 9s - loss: 0.5949 - accuracy: 0.6966
124/316 [==========>...................] - ETA: 9s - loss: 0.5939 - accuracy: 0.6971
125/316 [==========>...................] - ETA: 9s - loss: 0.5933 - accuracy: 0.6975
127/316 [===========>..................] - ETA: 9s - loss: 0.5920 - accuracy: 0.6983
128/316 [===========>..................] - ETA: 9s - loss: 0.5918 - accuracy: 0.6978
129/316 [===========>..................] - ETA: 9s - loss: 0.5905 - accuracy: 0.6991
130/316 [===========>..................] - ETA: 9s - loss: 0.5899 - accuracy: 0.7000
131/316 [===========>..................] - ETA: 9s - loss: 0.5886 - accuracy: 0.7013
132/316 [===========>..................] - ETA: 9s - loss: 0.5889 - accuracy: 0.7003
133/316 [===========>..................] - ETA: 9s - loss: 0.5891 - accuracy: 0.7007
134/316 [===========>..................] - ETA: 9s - loss: 0.5897 - accuracy: 0.6992
135/316 [===========>..................] - ETA: 9s - loss: 0.5893 - accuracy: 0.6986
136/316 [===========>..................] - ETA: 9s - loss: 0.5887 - accuracy: 0.6990
137/316 [============>.................] - ETA: 9s - loss: 0.5878 - accuracy: 0.7003
138/316 [============>.................] - ETA: 9s - loss: 0.5870 - accuracy: 0.7002
139/316 [============>.................] - ETA: 9s - loss: 0.5847 - accuracy: 0.7014
140/316 [============>.................] - ETA: 8s - loss: 0.5834 - accuracy: 0.7018
141/316 [============>.................] - ETA: 8s - loss: 0.5826 - accuracy: 0.7017
142/316 [============>.................] - ETA: 8s - loss: 0.5837 - accuracy: 0.7020
143/316 [============>.................] - ETA: 8s - loss: 0.5834 - accuracy: 0.7019
144/316 [============>.................] - ETA: 8s - loss: 0.5833 - accuracy: 0.7010
145/316 [============>.................] - ETA: 8s - loss: 0.5835 - accuracy: 0.6996
146/316 [============>.................] - ETA: 8s - loss: 0.5824 - accuracy: 0.7003
147/316 [============>.................] - ETA: 8s - loss: 0.5818 - accuracy: 0.7011
148/316 [=============>................] - ETA: 8s - loss: 0.5818 - accuracy: 0.7010
149/316 [=============>................] - ETA: 8s - loss: 0.5824 - accuracy: 0.7005
150/316 [=============>................] - ETA: 8s - loss: 0.5817 - accuracy: 0.7004
151/316 [=============>................] - ETA: 8s - loss: 0.5808 - accuracy: 0.7007
152/316 [=============>................] - ETA: 8s - loss: 0.5811 - accuracy: 0.7002
153/316 [=============>................] - ETA: 8s - loss: 0.5801 - accuracy: 0.7010
155/316 [=============>................] - ETA: 8s - loss: 0.5780 - accuracy: 0.7024
156/316 [=============>................] - ETA: 8s - loss: 0.5762 - accuracy: 0.7039
157/316 [=============>................] - ETA: 8s - loss: 0.5737 - accuracy: 0.7054
158/316 [==============>...............] - ETA: 8s - loss: 0.5739 - accuracy: 0.7057
159/316 [==============>...............] - ETA: 8s - loss: 0.5744 - accuracy: 0.7056
160/316 [==============>...............] - ETA: 7s - loss: 0.5745 - accuracy: 0.7051
162/316 [==============>...............] - ETA: 7s - loss: 0.5743 - accuracy: 0.7052
163/316 [==============>...............] - ETA: 7s - loss: 0.5735 - accuracy: 0.7063
164/316 [==============>...............] - ETA: 7s - loss: 0.5735 - accuracy: 0.7062
165/316 [==============>...............] - ETA: 7s - loss: 0.5746 - accuracy: 0.7045
167/316 [==============>...............] - ETA: 7s - loss: 0.5739 - accuracy: 0.7058
168/316 [==============>...............] - ETA: 7s - loss: 0.5733 - accuracy: 0.7065
169/316 [===============>..............] - ETA: 7s - loss: 0.5732 - accuracy: 0.7060
170/316 [===============>..............] - ETA: 7s - loss: 0.5735 - accuracy: 0.7051
171/316 [===============>..............] - ETA: 7s - loss: 0.5728 - accuracy: 0.7054
172/316 [===============>..............] - ETA: 7s - loss: 0.5716 - accuracy: 0.7060
173/316 [===============>..............] - ETA: 7s - loss: 0.5704 - accuracy: 0.7070
174/316 [===============>..............] - ETA: 7s - loss: 0.5709 - accuracy: 0.7065
176/316 [===============>..............] - ETA: 7s - loss: 0.5703 - accuracy: 0.7067
177/316 [===============>..............] - ETA: 7s - loss: 0.5697 - accuracy: 0.7073
178/316 [===============>..............] - ETA: 7s - loss: 0.5685 - accuracy: 0.7079
179/316 [===============>..............] - ETA: 7s - loss: 0.5669 - accuracy: 0.7095
180/316 [================>.............] - ETA: 6s - loss: 0.5671 - accuracy: 0.7094
181/316 [================>.............] - ETA: 6s - loss: 0.5662 - accuracy: 0.7099
182/316 [================>.............] - ETA: 6s - loss: 0.5674 - accuracy: 0.7088
183/316 [================>.............] - ETA: 6s - loss: 0.5664 - accuracy: 0.7100
184/316 [================>.............] - ETA: 6s - loss: 0.5666 - accuracy: 0.7103
185/316 [================>.............] - ETA: 6s - loss: 0.5658 - accuracy: 0.7108
186/316 [================>.............] - ETA: 6s - loss: 0.5651 - accuracy: 0.7114
187/316 [================>.............] - ETA: 6s - loss: 0.5643 - accuracy: 0.7119
188/316 [================>.............] - ETA: 6s - loss: 0.5636 - accuracy: 0.7121
189/316 [================>.............] - ETA: 6s - loss: 0.5639 - accuracy: 0.7116
190/316 [=================>............] - ETA: 6s - loss: 0.5638 - accuracy: 0.7112
191/316 [=================>............] - ETA: 6s - loss: 0.5638 - accuracy: 0.7104
192/316 [=================>............] - ETA: 6s - loss: 0.5622 - accuracy: 0.7116
193/316 [=================>............] - ETA: 6s - loss: 0.5615 - accuracy: 0.7124
195/316 [=================>............] - ETA: 6s - loss: 0.5614 - accuracy: 0.7119
196/316 [=================>............] - ETA: 6s - loss: 0.5626 - accuracy: 0.7108
197/316 [=================>............] - ETA: 6s - loss: 0.5626 - accuracy: 0.7113
198/316 [=================>............] - ETA: 6s - loss: 0.5630 - accuracy: 0.7102
199/316 [=================>............] - ETA: 5s - loss: 0.5636 - accuracy: 0.7095
200/316 [=================>............] - ETA: 5s - loss: 0.5643 - accuracy: 0.7078
201/316 [==================>...........] - ETA: 5s - loss: 0.5642 - accuracy: 0.7083
202/316 [==================>...........] - ETA: 5s - loss: 0.5643 - accuracy: 0.7085
203/316 [==================>...........] - ETA: 5s - loss: 0.5645 - accuracy: 0.7084
204/316 [==================>...........] - ETA: 5s - loss: 0.5647 - accuracy: 0.7086
205/316 [==================>...........] - ETA: 5s - loss: 0.5645 - accuracy: 0.7091
206/316 [==================>...........] - ETA: 5s - loss: 0.5644 - accuracy: 0.7090
207/316 [==================>...........] - ETA: 5s - loss: 0.5637 - accuracy: 0.7095
208/316 [==================>...........] - ETA: 5s - loss: 0.5637 - accuracy: 0.7097
209/316 [==================>...........] - ETA: 5s - loss: 0.5651 - accuracy: 0.7087
210/316 [==================>...........] - ETA: 5s - loss: 0.5648 - accuracy: 0.7089
211/316 [===================>..........] - ETA: 5s - loss: 0.5643 - accuracy: 0.7091
212/316 [===================>..........] - ETA: 5s - loss: 0.5643 - accuracy: 0.7084
213/316 [===================>..........] - ETA: 5s - loss: 0.5638 - accuracy: 0.7089
214/316 [===================>..........] - ETA: 5s - loss: 0.5637 - accuracy: 0.7091
215/316 [===================>..........] - ETA: 5s - loss: 0.5640 - accuracy: 0.7087
216/316 [===================>..........] - ETA: 5s - loss: 0.5634 - accuracy: 0.7089
217/316 [===================>..........] - ETA: 5s - loss: 0.5633 - accuracy: 0.7088
218/316 [===================>..........] - ETA: 5s - loss: 0.5627 - accuracy: 0.7090
219/316 [===================>..........] - ETA: 4s - loss: 0.5628 - accuracy: 0.7086
220/316 [===================>..........] - ETA: 4s - loss: 0.5626 - accuracy: 0.7088
221/316 [===================>..........] - ETA: 4s - loss: 0.5625 - accuracy: 0.7084
222/316 [====================>.........] - ETA: 4s - loss: 0.5619 - accuracy: 0.7092
223/316 [====================>.........] - ETA: 4s - loss: 0.5614 - accuracy: 0.7096
224/316 [====================>.........] - ETA: 4s - loss: 0.5610 - accuracy: 0.7104
225/316 [====================>.........] - ETA: 4s - loss: 0.5603 - accuracy: 0.7111
226/316 [====================>.........] - ETA: 4s - loss: 0.5592 - accuracy: 0.7118
227/316 [====================>.........] - ETA: 4s - loss: 0.5594 - accuracy: 0.7112
228/316 [====================>.........] - ETA: 4s - loss: 0.5591 - accuracy: 0.7116
229/316 [====================>.........] - ETA: 4s - loss: 0.5593 - accuracy: 0.7112
230/316 [====================>.........] - ETA: 4s - loss: 0.5582 - accuracy: 0.7122
231/316 [====================>.........] - ETA: 4s - loss: 0.5587 - accuracy: 0.7121
232/316 [=====================>........] - ETA: 4s - loss: 0.5588 - accuracy: 0.7126
233/316 [=====================>........] - ETA: 4s - loss: 0.5584 - accuracy: 0.7130
234/316 [=====================>........] - ETA: 4s - loss: 0.5583 - accuracy: 0.7129
235/316 [=====================>........] - ETA: 4s - loss: 0.5587 - accuracy: 0.7125
236/316 [=====================>........] - ETA: 4s - loss: 0.5579 - accuracy: 0.7132
237/316 [=====================>........] - ETA: 4s - loss: 0.5574 - accuracy: 0.7136
238/316 [=====================>........] - ETA: 3s - loss: 0.5576 - accuracy: 0.7135
239/316 [=====================>........] - ETA: 3s - loss: 0.5569 - accuracy: 0.7142
240/316 [=====================>........] - ETA: 3s - loss: 0.5568 - accuracy: 0.7141
241/316 [=====================>........] - ETA: 3s - loss: 0.5560 - accuracy: 0.7145
242/316 [=====================>........] - ETA: 3s - loss: 0.5558 - accuracy: 0.7144
243/316 [======================>.......] - ETA: 3s - loss: 0.5553 - accuracy: 0.7148
244/316 [======================>.......] - ETA: 3s - loss: 0.5539 - accuracy: 0.7154
245/316 [======================>.......] - ETA: 3s - loss: 0.5532 - accuracy: 0.7156
246/316 [======================>.......] - ETA: 3s - loss: 0.5521 - accuracy: 0.7162
247/316 [======================>.......] - ETA: 3s - loss: 0.5516 - accuracy: 0.7161
248/316 [======================>.......] - ETA: 3s - loss: 0.5505 - accuracy: 0.7167
249/316 [======================>.......] - ETA: 3s - loss: 0.5503 - accuracy: 0.7169
250/316 [======================>.......] - ETA: 3s - loss: 0.5502 - accuracy: 0.7165
251/316 [======================>.......] - ETA: 3s - loss: 0.5491 - accuracy: 0.7174
252/316 [======================>.......] - ETA: 3s - loss: 0.5488 - accuracy: 0.7175
253/316 [=======================>......] - ETA: 3s - loss: 0.5494 - accuracy: 0.7176
255/316 [=======================>......] - ETA: 3s - loss: 0.5481 - accuracy: 0.7184
256/316 [=======================>......] - ETA: 3s - loss: 0.5475 - accuracy: 0.7185
257/316 [=======================>......] - ETA: 3s - loss: 0.5470 - accuracy: 0.7189
258/316 [=======================>......] - ETA: 2s - loss: 0.5468 - accuracy: 0.7190
259/316 [=======================>......] - ETA: 2s - loss: 0.5464 - accuracy: 0.7191
260/316 [=======================>......] - ETA: 2s - loss: 0.5473 - accuracy: 0.7185
261/316 [=======================>......] - ETA: 2s - loss: 0.5463 - accuracy: 0.7193
262/316 [=======================>......] - ETA: 2s - loss: 0.5459 - accuracy: 0.7190
263/316 [=======================>......] - ETA: 2s - loss: 0.5457 - accuracy: 0.7189
264/316 [========================>.....] - ETA: 2s - loss: 0.5457 - accuracy: 0.7185
265/316 [========================>.....] - ETA: 2s - loss: 0.5449 - accuracy: 0.7189
266/316 [========================>.....] - ETA: 2s - loss: 0.5448 - accuracy: 0.7190
267/316 [========================>.....] - ETA: 2s - loss: 0.5446 - accuracy: 0.7191
268/316 [========================>.....] - ETA: 2s - loss: 0.5431 - accuracy: 0.7201
269/316 [========================>.....] - ETA: 2s - loss: 0.5430 - accuracy: 0.7205
271/316 [========================>.....] - ETA: 2s - loss: 0.5419 - accuracy: 0.7212
272/316 [========================>.....] - ETA: 2s - loss: 0.5423 - accuracy: 0.7210
273/316 [========================>.....] - ETA: 2s - loss: 0.5422 - accuracy: 0.7214
275/316 [=========================>....] - ETA: 2s - loss: 0.5415 - accuracy: 0.7220
276/316 [=========================>....] - ETA: 2s - loss: 0.5411 - accuracy: 0.7224
277/316 [=========================>....] - ETA: 1s - loss: 0.5411 - accuracy: 0.7216
279/316 [=========================>....] - ETA: 1s - loss: 0.5409 - accuracy: 0.7218
280/316 [=========================>....] - ETA: 1s - loss: 0.5407 - accuracy: 0.7221
281/316 [=========================>....] - ETA: 1s - loss: 0.5412 - accuracy: 0.7215
282/316 [=========================>....] - ETA: 1s - loss: 0.5408 - accuracy: 0.7219
283/316 [=========================>....] - ETA: 1s - loss: 0.5408 - accuracy: 0.7220
284/316 [=========================>....] - ETA: 1s - loss: 0.5401 - accuracy: 0.7227
285/316 [==========================>...] - ETA: 1s - loss: 0.5393 - accuracy: 0.7230
286/316 [==========================>...] - ETA: 1s - loss: 0.5387 - accuracy: 0.7236
287/316 [==========================>...] - ETA: 1s - loss: 0.5385 - accuracy: 0.7236
288/316 [==========================>...] - ETA: 1s - loss: 0.5378 - accuracy: 0.7242
289/316 [==========================>...] - ETA: 1s - loss: 0.5375 - accuracy: 0.7245
290/316 [==========================>...] - ETA: 1s - loss: 0.5371 - accuracy: 0.7248
291/316 [==========================>...] - ETA: 1s - loss: 0.5368 - accuracy: 0.7251
292/316 [==========================>...] - ETA: 1s - loss: 0.5359 - accuracy: 0.7256
293/316 [==========================>...] - ETA: 1s - loss: 0.5358 - accuracy: 0.7257
294/316 [==========================>...] - ETA: 1s - loss: 0.5361 - accuracy: 0.7253
295/316 [===========================>..] - ETA: 1s - loss: 0.5362 - accuracy: 0.7254
296/316 [===========================>..] - ETA: 1s - loss: 0.5365 - accuracy: 0.7251
297/316 [===========================>..] - ETA: 0s - loss: 0.5366 - accuracy: 0.7252
298/316 [===========================>..] - ETA: 0s - loss: 0.5368 - accuracy: 0.7250
299/316 [===========================>..] - ETA: 0s - loss: 0.5363 - accuracy: 0.7251
300/316 [===========================>..] - ETA: 0s - loss: 0.5364 - accuracy: 0.7252
301/316 [===========================>..] - ETA: 0s - loss: 0.5363 - accuracy: 0.7251
302/316 [===========================>..] - ETA: 0s - loss: 0.5363 - accuracy: 0.7252
304/316 [===========================>..] - ETA: 0s - loss: 0.5364 - accuracy: 0.7251
305/316 [===========================>..] - ETA: 0s - loss: 0.5362 - accuracy: 0.7254
306/316 [============================>.] - ETA: 0s - loss: 0.5359 - accuracy: 0.7259
307/316 [============================>.] - ETA: 0s - loss: 0.5360 - accuracy: 0.7258
308/316 [============================>.] - ETA: 0s - loss: 0.5356 - accuracy: 0.7259
309/316 [============================>.] - ETA: 0s - loss: 0.5359 - accuracy: 0.7257
310/316 [============================>.] - ETA: 0s - loss: 0.5354 - accuracy: 0.7258
311/316 [============================>.] - ETA: 0s - loss: 0.5348 - accuracy: 0.7261
312/316 [============================>.] - ETA: 0s - loss: 0.5339 - accuracy: 0.7268
313/316 [============================>.] - ETA: 0s - loss: 0.5336 - accuracy: 0.7270
315/316 [============================>.] - ETA: 0s - loss: 0.5335 - accuracy: 0.7272
316/316 [==============================] - 20s 52ms/step - loss: 0.5334 - accuracy: 0.7271

316/316 [==============================] - 22s 57ms/step - loss: 0.5334 - accuracy: 0.7271 - val_loss: 0.2510 - val_accuracy: 0.9532
Epoch 2/100

  1/316 [..............................] - ETA: 16s - loss: 0.3225 - accuracy: 0.9375
  2/316 [..............................] - ETA: 16s - loss: 0.4305 - accuracy: 0.8438
  3/316 [..............................] - ETA: 16s - loss: 0.3984 - accuracy: 0.8333
  4/316 [..............................] - ETA: 16s - loss: 0.4137 - accuracy: 0.7969
  5/316 [..............................] - ETA: 16s - loss: 0.3969 - accuracy: 0.8125
  6/316 [..............................] - ETA: 16s - loss: 0.4485 - accuracy: 0.7812
  7/316 [..............................] - ETA: 15s - loss: 0.4597 - accuracy: 0.7679
  8/316 [..............................] - ETA: 15s - loss: 0.4890 - accuracy: 0.7422
  9/316 [..............................] - ETA: 15s - loss: 0.4702 - accuracy: 0.7569
 10/316 [..............................] - ETA: 15s - loss: 0.4539 - accuracy: 0.7625
 11/316 [>.............................] - ETA: 15s - loss: 0.4448 - accuracy: 0.7670
 12/316 [>.............................] - ETA: 15s - loss: 0.4422 - accuracy: 0.7656
 13/316 [>.............................] - ETA: 15s - loss: 0.4426 - accuracy: 0.7596
 14/316 [>.............................] - ETA: 15s - loss: 0.4416 - accuracy: 0.7634
 15/316 [>.............................] - ETA: 15s - loss: 0.4396 - accuracy: 0.7583
 16/316 [>.............................] - ETA: 15s - loss: 0.4307 - accuracy: 0.7734
 17/316 [>.............................] - ETA: 15s - loss: 0.4384 - accuracy: 0.7647
 18/316 [>.............................] - ETA: 15s - loss: 0.4380 - accuracy: 0.7604
 19/316 [>.............................] - ETA: 15s - loss: 0.4663 - accuracy: 0.7566
 20/316 [>.............................] - ETA: 15s - loss: 0.4644 - accuracy: 0.7563
 21/316 [>.............................] - ETA: 15s - loss: 0.4739 - accuracy: 0.7500
 22/316 [=>............................] - ETA: 15s - loss: 0.4649 - accuracy: 0.7614
 23/316 [=>............................] - ETA: 15s - loss: 0.4704 - accuracy: 0.7554
 24/316 [=>............................] - ETA: 15s - loss: 0.4742 - accuracy: 0.7526
 25/316 [=>............................] - ETA: 15s - loss: 0.4776 - accuracy: 0.7475
 26/316 [=>............................] - ETA: 15s - loss: 0.4804 - accuracy: 0.7404
 27/316 [=>............................] - ETA: 14s - loss: 0.4858 - accuracy: 0.7361
 28/316 [=>............................] - ETA: 14s - loss: 0.4865 - accuracy: 0.7366
 29/316 [=>............................] - ETA: 14s - loss: 0.4876 - accuracy: 0.7371
 30/316 [=>............................] - ETA: 14s - loss: 0.4849 - accuracy: 0.7437
 31/316 [=>............................] - ETA: 14s - loss: 0.4858 - accuracy: 0.7379
 32/316 [==>...........................] - ETA: 14s - loss: 0.4986 - accuracy: 0.7344
 33/316 [==>...........................] - ETA: 14s - loss: 0.4903 - accuracy: 0.7405
 34/316 [==>...........................] - ETA: 14s - loss: 0.4943 - accuracy: 0.7408
 35/316 [==>...........................] - ETA: 14s - loss: 0.4982 - accuracy: 0.7375
 36/316 [==>...........................] - ETA: 14s - loss: 0.5026 - accuracy: 0.7361
 38/316 [==>...........................] - ETA: 14s - loss: 0.5067 - accuracy: 0.7286
 39/316 [==>...........................] - ETA: 14s - loss: 0.5058 - accuracy: 0.7292
 40/316 [==>...........................] - ETA: 14s - loss: 0.5047 - accuracy: 0.7344
 41/316 [==>...........................] - ETA: 14s - loss: 0.5050 - accuracy: 0.7378
 42/316 [==>...........................] - ETA: 14s - loss: 0.5037 - accuracy: 0.7426
 43/316 [===>..........................] - ETA: 14s - loss: 0.5032 - accuracy: 0.7456
 44/316 [===>..........................] - ETA: 14s - loss: 0.5039 - accuracy: 0.7443
 45/316 [===>..........................] - ETA: 13s - loss: 0.5021 - accuracy: 0.7500
 46/316 [===>..........................] - ETA: 13s - loss: 0.5046 - accuracy: 0.7473
 47/316 [===>..........................] - ETA: 13s - loss: 0.5014 - accuracy: 0.7513
 48/316 [===>..........................] - ETA: 13s - loss: 0.5029 - accuracy: 0.7500
 49/316 [===>..........................] - ETA: 13s - loss: 0.5008 - accuracy: 0.7513
 50/316 [===>..........................] - ETA: 13s - loss: 0.5048 - accuracy: 0.7487
 51/316 [===>..........................] - ETA: 13s - loss: 0.5046 - accuracy: 0.7488
 52/316 [===>..........................] - ETA: 13s - loss: 0.5041 - accuracy: 0.7500
 53/316 [====>.........................] - ETA: 13s - loss: 0.5009 - accuracy: 0.7524
 54/316 [====>.........................] - ETA: 13s - loss: 0.5014 - accuracy: 0.7500
 55/316 [====>.........................] - ETA: 13s - loss: 0.5034 - accuracy: 0.7489
 56/316 [====>.........................] - ETA: 13s - loss: 0.5010 - accuracy: 0.7511
 57/316 [====>.........................] - ETA: 13s - loss: 0.4999 - accuracy: 0.7522
 58/316 [====>.........................] - ETA: 13s - loss: 0.5035 - accuracy: 0.7478
 59/316 [====>.........................] - ETA: 13s - loss: 0.4994 - accuracy: 0.7511
 60/316 [====>.........................] - ETA: 13s - loss: 0.5033 - accuracy: 0.7490
 61/316 [====>.........................] - ETA: 13s - loss: 0.5024 - accuracy: 0.7490
 62/316 [====>.........................] - ETA: 13s - loss: 0.5040 - accuracy: 0.7470
 63/316 [====>.........................] - ETA: 13s - loss: 0.5098 - accuracy: 0.7431
 64/316 [=====>........................] - ETA: 12s - loss: 0.5129 - accuracy: 0.7412
 65/316 [=====>........................] - ETA: 12s - loss: 0.5105 - accuracy: 0.7433
 66/316 [=====>........................] - ETA: 12s - loss: 0.5115 - accuracy: 0.7415
 67/316 [=====>........................] - ETA: 12s - loss: 0.5113 - accuracy: 0.7425
 68/316 [=====>........................] - ETA: 12s - loss: 0.5125 - accuracy: 0.7417
 69/316 [=====>........................] - ETA: 12s - loss: 0.5112 - accuracy: 0.7418
 70/316 [=====>........................] - ETA: 12s - loss: 0.5106 - accuracy: 0.7429
 71/316 [=====>........................] - ETA: 12s - loss: 0.5123 - accuracy: 0.7394
 72/316 [=====>........................] - ETA: 12s - loss: 0.5139 - accuracy: 0.7378
 73/316 [=====>........................] - ETA: 12s - loss: 0.5142 - accuracy: 0.7389
 74/316 [======>.......................] - ETA: 12s - loss: 0.5129 - accuracy: 0.7416
 75/316 [======>.......................] - ETA: 12s - loss: 0.5126 - accuracy: 0.7425
 76/316 [======>.......................] - ETA: 12s - loss: 0.5113 - accuracy: 0.7442
 77/316 [======>.......................] - ETA: 12s - loss: 0.5118 - accuracy: 0.7435
 78/316 [======>.......................] - ETA: 12s - loss: 0.5113 - accuracy: 0.7436
 79/316 [======>.......................] - ETA: 12s - loss: 0.5112 - accuracy: 0.7437
 81/316 [======>.......................] - ETA: 12s - loss: 0.5105 - accuracy: 0.7454
 82/316 [======>.......................] - ETA: 12s - loss: 0.5108 - accuracy: 0.7447
 83/316 [======>.......................] - ETA: 12s - loss: 0.5124 - accuracy: 0.7440
 84/316 [======>.......................] - ETA: 11s - loss: 0.5122 - accuracy: 0.7455
 85/316 [=======>......................] - ETA: 11s - loss: 0.5120 - accuracy: 0.7471
 86/316 [=======>......................] - ETA: 11s - loss: 0.5113 - accuracy: 0.7478
 87/316 [=======>......................] - ETA: 11s - loss: 0.5133 - accuracy: 0.7478
 89/316 [=======>......................] - ETA: 11s - loss: 0.5120 - accuracy: 0.7493
 90/316 [=======>......................] - ETA: 11s - loss: 0.5122 - accuracy: 0.7486
 91/316 [=======>......................] - ETA: 11s - loss: 0.5116 - accuracy: 0.7500
 92/316 [=======>......................] - ETA: 11s - loss: 0.5111 - accuracy: 0.7500
 93/316 [=======>......................] - ETA: 11s - loss: 0.5113 - accuracy: 0.7500
 94/316 [=======>......................] - ETA: 11s - loss: 0.5129 - accuracy: 0.7487
 95/316 [========>.....................] - ETA: 11s - loss: 0.5132 - accuracy: 0.7480
 96/316 [========>.....................] - ETA: 11s - loss: 0.5153 - accuracy: 0.7454
 97/316 [========>.....................] - ETA: 11s - loss: 0.5156 - accuracy: 0.7455
 98/316 [========>.....................] - ETA: 11s - loss: 0.5151 - accuracy: 0.7455
 99/316 [========>.....................] - ETA: 11s - loss: 0.5150 - accuracy: 0.7456
100/316 [========>.....................] - ETA: 11s - loss: 0.5133 - accuracy: 0.7475
101/316 [========>.....................] - ETA: 11s - loss: 0.5133 - accuracy: 0.7475
102/316 [========>.....................] - ETA: 11s - loss: 0.5129 - accuracy: 0.7488
103/316 [========>.....................] - ETA: 10s - loss: 0.5114 - accuracy: 0.7494
104/316 [========>.....................] - ETA: 10s - loss: 0.5104 - accuracy: 0.7500
105/316 [========>.....................] - ETA: 10s - loss: 0.5086 - accuracy: 0.7512
106/316 [=========>....................] - ETA: 10s - loss: 0.5103 - accuracy: 0.7500
107/316 [=========>....................] - ETA: 10s - loss: 0.5092 - accuracy: 0.7506
108/316 [=========>....................] - ETA: 10s - loss: 0.5082 - accuracy: 0.7500
109/316 [=========>....................] - ETA: 10s - loss: 0.5080 - accuracy: 0.7506
110/316 [=========>....................] - ETA: 10s - loss: 0.5074 - accuracy: 0.7506
111/316 [=========>....................] - ETA: 10s - loss: 0.5107 - accuracy: 0.7506
112/316 [=========>....................] - ETA: 10s - loss: 0.5089 - accuracy: 0.7522
113/316 [=========>....................] - ETA: 10s - loss: 0.5075 - accuracy: 0.7528
114/316 [=========>....................] - ETA: 10s - loss: 0.5072 - accuracy: 0.7511
115/316 [=========>....................] - ETA: 10s - loss: 0.5058 - accuracy: 0.7516
116/316 [==========>...................] - ETA: 10s - loss: 0.5057 - accuracy: 0.7511
117/316 [==========>...................] - ETA: 10s - loss: 0.5038 - accuracy: 0.7521
118/316 [==========>...................] - ETA: 10s - loss: 0.5034 - accuracy: 0.7526
119/316 [==========>...................] - ETA: 10s - loss: 0.5034 - accuracy: 0.7521
120/316 [==========>...................] - ETA: 10s - loss: 0.5009 - accuracy: 0.7536
121/316 [==========>...................] - ETA: 10s - loss: 0.5014 - accuracy: 0.7531
122/316 [==========>...................] - ETA: 10s - loss: 0.5013 - accuracy: 0.7536
123/316 [==========>...................] - ETA: 9s - loss: 0.5038 - accuracy: 0.7525 
124/316 [==========>...................] - ETA: 9s - loss: 0.5027 - accuracy: 0.7535
125/316 [==========>...................] - ETA: 9s - loss: 0.5026 - accuracy: 0.7535
126/316 [==========>...................] - ETA: 9s - loss: 0.5038 - accuracy: 0.7525
127/316 [===========>..................] - ETA: 9s - loss: 0.5050 - accuracy: 0.7530
128/316 [===========>..................] - ETA: 9s - loss: 0.5041 - accuracy: 0.7534
129/316 [===========>..................] - ETA: 9s - loss: 0.5038 - accuracy: 0.7534
130/316 [===========>..................] - ETA: 9s - loss: 0.5029 - accuracy: 0.7543
131/316 [===========>..................] - ETA: 9s - loss: 0.5026 - accuracy: 0.7543
132/316 [===========>..................] - ETA: 9s - loss: 0.5018 - accuracy: 0.7552
133/316 [===========>..................] - ETA: 9s - loss: 0.5027 - accuracy: 0.7542
134/316 [===========>..................] - ETA: 9s - loss: 0.5034 - accuracy: 0.7537
135/316 [===========>..................] - ETA: 9s - loss: 0.5024 - accuracy: 0.7551
136/316 [===========>..................] - ETA: 9s - loss: 0.5028 - accuracy: 0.7546
137/316 [============>.................] - ETA: 9s - loss: 0.5025 - accuracy: 0.7546
138/316 [============>.................] - ETA: 9s - loss: 0.5023 - accuracy: 0.7545
139/316 [============>.................] - ETA: 9s - loss: 0.5028 - accuracy: 0.7540
140/316 [============>.................] - ETA: 9s - loss: 0.5041 - accuracy: 0.7531
141/316 [============>.................] - ETA: 9s - loss: 0.5033 - accuracy: 0.7535
142/316 [============>.................] - ETA: 8s - loss: 0.5026 - accuracy: 0.7540
143/316 [============>.................] - ETA: 8s - loss: 0.5024 - accuracy: 0.7544
144/316 [============>.................] - ETA: 8s - loss: 0.5016 - accuracy: 0.7548
145/316 [============>.................] - ETA: 8s - loss: 0.5026 - accuracy: 0.7530
146/316 [============>.................] - ETA: 8s - loss: 0.5009 - accuracy: 0.7547
147/316 [============>.................] - ETA: 8s - loss: 0.5000 - accuracy: 0.7551
148/316 [=============>................] - ETA: 8s - loss: 0.4997 - accuracy: 0.7555
149/316 [=============>................] - ETA: 8s - loss: 0.4988 - accuracy: 0.7559
150/316 [=============>................] - ETA: 8s - loss: 0.4987 - accuracy: 0.7558
151/316 [=============>................] - ETA: 8s - loss: 0.4996 - accuracy: 0.7558
152/316 [=============>................] - ETA: 8s - loss: 0.4985 - accuracy: 0.7566
153/316 [=============>................] - ETA: 8s - loss: 0.4996 - accuracy: 0.7561
154/316 [=============>................] - ETA: 8s - loss: 0.4997 - accuracy: 0.7561
155/316 [=============>................] - ETA: 8s - loss: 0.4976 - accuracy: 0.7577
156/316 [=============>................] - ETA: 8s - loss: 0.4963 - accuracy: 0.7584
157/316 [=============>................] - ETA: 8s - loss: 0.4973 - accuracy: 0.7576
158/316 [==============>...............] - ETA: 8s - loss: 0.4970 - accuracy: 0.7571
159/316 [==============>...............] - ETA: 8s - loss: 0.4973 - accuracy: 0.7563
160/316 [==============>...............] - ETA: 8s - loss: 0.4973 - accuracy: 0.7559
161/316 [==============>...............] - ETA: 8s - loss: 0.4969 - accuracy: 0.7562
162/316 [==============>...............] - ETA: 7s - loss: 0.4971 - accuracy: 0.7550
163/316 [==============>...............] - ETA: 7s - loss: 0.4959 - accuracy: 0.7558
164/316 [==============>...............] - ETA: 7s - loss: 0.4959 - accuracy: 0.7557
165/316 [==============>...............] - ETA: 7s - loss: 0.4956 - accuracy: 0.7561
166/316 [==============>...............] - ETA: 7s - loss: 0.4960 - accuracy: 0.7556
167/316 [==============>...............] - ETA: 7s - loss: 0.4953 - accuracy: 0.7564
168/316 [==============>...............] - ETA: 7s - loss: 0.4962 - accuracy: 0.7563
169/316 [===============>..............] - ETA: 7s - loss: 0.4963 - accuracy: 0.7567
170/316 [===============>..............] - ETA: 7s - loss: 0.4955 - accuracy: 0.7570
171/316 [===============>..............] - ETA: 7s - loss: 0.4946 - accuracy: 0.7577
172/316 [===============>..............] - ETA: 7s - loss: 0.4939 - accuracy: 0.7576
173/316 [===============>..............] - ETA: 7s - loss: 0.4948 - accuracy: 0.7561
174/316 [===============>..............] - ETA: 7s - loss: 0.4929 - accuracy: 0.7575
175/316 [===============>..............] - ETA: 7s - loss: 0.4926 - accuracy: 0.7579
176/316 [===============>..............] - ETA: 7s - loss: 0.4932 - accuracy: 0.7582
177/316 [===============>..............] - ETA: 7s - loss: 0.4945 - accuracy: 0.7585
178/316 [===============>..............] - ETA: 7s - loss: 0.4935 - accuracy: 0.7584
179/316 [===============>..............] - ETA: 7s - loss: 0.4933 - accuracy: 0.7584
180/316 [================>.............] - ETA: 7s - loss: 0.4942 - accuracy: 0.7576
181/316 [================>.............] - ETA: 6s - loss: 0.4935 - accuracy: 0.7573
182/316 [================>.............] - ETA: 6s - loss: 0.4936 - accuracy: 0.7569
183/316 [================>.............] - ETA: 6s - loss: 0.4926 - accuracy: 0.7579
184/316 [================>.............] - ETA: 6s - loss: 0.4930 - accuracy: 0.7575
185/316 [================>.............] - ETA: 6s - loss: 0.4927 - accuracy: 0.7578
186/316 [================>.............] - ETA: 6s - loss: 0.4926 - accuracy: 0.7581
187/316 [================>.............] - ETA: 6s - loss: 0.4931 - accuracy: 0.7584
188/316 [================>.............] - ETA: 6s - loss: 0.4938 - accuracy: 0.7583
189/316 [================>.............] - ETA: 6s - loss: 0.4942 - accuracy: 0.7576
190/316 [=================>............] - ETA: 6s - loss: 0.4940 - accuracy: 0.7576
191/316 [=================>............] - ETA: 6s - loss: 0.4935 - accuracy: 0.7582
192/316 [=================>............] - ETA: 6s - loss: 0.4947 - accuracy: 0.7572
193/316 [=================>............] - ETA: 6s - loss: 0.4940 - accuracy: 0.7581
194/316 [=================>............] - ETA: 6s - loss: 0.4935 - accuracy: 0.7587
195/316 [=================>............] - ETA: 6s - loss: 0.4925 - accuracy: 0.7593
196/316 [=================>............] - ETA: 6s - loss: 0.4917 - accuracy: 0.7596
197/316 [=================>............] - ETA: 6s - loss: 0.4909 - accuracy: 0.7598
198/316 [=================>............] - ETA: 6s - loss: 0.4903 - accuracy: 0.7604
199/316 [=================>............] - ETA: 6s - loss: 0.4914 - accuracy: 0.7597
201/316 [==================>...........] - ETA: 5s - loss: 0.4931 - accuracy: 0.7596
202/316 [==================>...........] - ETA: 5s - loss: 0.4924 - accuracy: 0.7602
203/316 [==================>...........] - ETA: 5s - loss: 0.4913 - accuracy: 0.7611
204/316 [==================>...........] - ETA: 5s - loss: 0.4912 - accuracy: 0.7607
205/316 [==================>...........] - ETA: 5s - loss: 0.4907 - accuracy: 0.7613
206/316 [==================>...........] - ETA: 5s - loss: 0.4917 - accuracy: 0.7603
207/316 [==================>...........] - ETA: 5s - loss: 0.4925 - accuracy: 0.7591
208/316 [==================>...........] - ETA: 5s - loss: 0.4932 - accuracy: 0.7584
209/316 [==================>...........] - ETA: 5s - loss: 0.4928 - accuracy: 0.7587
210/316 [==================>...........] - ETA: 5s - loss: 0.4928 - accuracy: 0.7589
211/316 [===================>..........] - ETA: 5s - loss: 0.4919 - accuracy: 0.7595
212/316 [===================>..........] - ETA: 5s - loss: 0.4911 - accuracy: 0.7603
213/316 [===================>..........] - ETA: 5s - loss: 0.4922 - accuracy: 0.7594
214/316 [===================>..........] - ETA: 5s - loss: 0.4913 - accuracy: 0.7593
216/316 [===================>..........] - ETA: 5s - loss: 0.4922 - accuracy: 0.7587
217/316 [===================>..........] - ETA: 5s - loss: 0.4927 - accuracy: 0.7584
218/316 [===================>..........] - ETA: 5s - loss: 0.4925 - accuracy: 0.7577
219/316 [===================>..........] - ETA: 5s - loss: 0.4926 - accuracy: 0.7574
220/316 [===================>..........] - ETA: 4s - loss: 0.4923 - accuracy: 0.7577
221/316 [===================>..........] - ETA: 4s - loss: 0.4920 - accuracy: 0.7576
222/316 [====================>.........] - ETA: 4s - loss: 0.4920 - accuracy: 0.7573
223/316 [====================>.........] - ETA: 4s - loss: 0.4919 - accuracy: 0.7576
224/316 [====================>.........] - ETA: 4s - loss: 0.4921 - accuracy: 0.7573
225/316 [====================>.........] - ETA: 4s - loss: 0.4918 - accuracy: 0.7581
226/316 [====================>.........] - ETA: 4s - loss: 0.4915 - accuracy: 0.7583
227/316 [====================>.........] - ETA: 4s - loss: 0.4913 - accuracy: 0.7588
228/316 [====================>.........] - ETA: 4s - loss: 0.4918 - accuracy: 0.7590
229/316 [====================>.........] - ETA: 4s - loss: 0.4910 - accuracy: 0.7593
230/316 [====================>.........] - ETA: 4s - loss: 0.4903 - accuracy: 0.7592
231/316 [====================>.........] - ETA: 4s - loss: 0.4902 - accuracy: 0.7592
232/316 [=====================>........] - ETA: 4s - loss: 0.4931 - accuracy: 0.7592
233/316 [=====================>........] - ETA: 4s - loss: 0.4935 - accuracy: 0.7591
234/316 [=====================>........] - ETA: 4s - loss: 0.4948 - accuracy: 0.7585
235/316 [=====================>........] - ETA: 4s - loss: 0.4947 - accuracy: 0.7585
236/316 [=====================>........] - ETA: 4s - loss: 0.4939 - accuracy: 0.7590
237/316 [=====================>........] - ETA: 4s - loss: 0.4939 - accuracy: 0.7592
238/316 [=====================>........] - ETA: 4s - loss: 0.4942 - accuracy: 0.7592
239/316 [=====================>........] - ETA: 3s - loss: 0.4949 - accuracy: 0.7584
240/316 [=====================>........] - ETA: 3s - loss: 0.4947 - accuracy: 0.7583
241/316 [=====================>........] - ETA: 3s - loss: 0.4947 - accuracy: 0.7583
242/316 [=====================>........] - ETA: 3s - loss: 0.4949 - accuracy: 0.7577
243/316 [======================>.......] - ETA: 3s - loss: 0.4953 - accuracy: 0.7569
244/316 [======================>.......] - ETA: 3s - loss: 0.4951 - accuracy: 0.7569
245/316 [======================>.......] - ETA: 3s - loss: 0.4954 - accuracy: 0.7566
246/316 [======================>.......] - ETA: 3s - loss: 0.4957 - accuracy: 0.7566
247/316 [======================>.......] - ETA: 3s - loss: 0.4965 - accuracy: 0.7561
248/316 [======================>.......] - ETA: 3s - loss: 0.4966 - accuracy: 0.7563
249/316 [======================>.......] - ETA: 3s - loss: 0.4962 - accuracy: 0.7568
250/316 [======================>.......] - ETA: 3s - loss: 0.4955 - accuracy: 0.7575
251/316 [======================>.......] - ETA: 3s - loss: 0.4965 - accuracy: 0.7567
252/316 [======================>.......] - ETA: 3s - loss: 0.4961 - accuracy: 0.7567
253/316 [=======================>......] - ETA: 3s - loss: 0.4955 - accuracy: 0.7569
254/316 [=======================>......] - ETA: 3s - loss: 0.4957 - accuracy: 0.7569
255/316 [=======================>......] - ETA: 3s - loss: 0.4945 - accuracy: 0.7576
256/316 [=======================>......] - ETA: 3s - loss: 0.4944 - accuracy: 0.7578
257/316 [=======================>......] - ETA: 3s - loss: 0.4949 - accuracy: 0.7575
258/316 [=======================>......] - ETA: 2s - loss: 0.4939 - accuracy: 0.7582
259/316 [=======================>......] - ETA: 2s - loss: 0.4940 - accuracy: 0.7580
260/316 [=======================>......] - ETA: 2s - loss: 0.4952 - accuracy: 0.7577
261/316 [=======================>......] - ETA: 2s - loss: 0.4960 - accuracy: 0.7574
262/316 [=======================>......] - ETA: 2s - loss: 0.4960 - accuracy: 0.7574
263/316 [=======================>......] - ETA: 2s - loss: 0.4956 - accuracy: 0.7576
264/316 [========================>.....] - ETA: 2s - loss: 0.4955 - accuracy: 0.7580
265/316 [========================>.....] - ETA: 2s - loss: 0.4950 - accuracy: 0.7583
266/316 [========================>.....] - ETA: 2s - loss: 0.4952 - accuracy: 0.7585
267/316 [========================>.....] - ETA: 2s - loss: 0.4944 - accuracy: 0.7589
268/316 [========================>.....] - ETA: 2s - loss: 0.4938 - accuracy: 0.7593
269/316 [========================>.....] - ETA: 2s - loss: 0.4925 - accuracy: 0.7602
270/316 [========================>.....] - ETA: 2s - loss: 0.4922 - accuracy: 0.7604
271/316 [========================>.....] - ETA: 2s - loss: 0.4911 - accuracy: 0.7611
272/316 [========================>.....] - ETA: 2s - loss: 0.4926 - accuracy: 0.7603
273/316 [========================>.....] - ETA: 2s - loss: 0.4925 - accuracy: 0.7605
274/316 [=========================>....] - ETA: 2s - loss: 0.4929 - accuracy: 0.7605
275/316 [=========================>....] - ETA: 2s - loss: 0.4930 - accuracy: 0.7605
276/316 [=========================>....] - ETA: 2s - loss: 0.4927 - accuracy: 0.7606
277/316 [=========================>....] - ETA: 2s - loss: 0.4931 - accuracy: 0.7606
278/316 [=========================>....] - ETA: 1s - loss: 0.4931 - accuracy: 0.7608
279/316 [=========================>....] - ETA: 1s - loss: 0.4931 - accuracy: 0.7608
280/316 [=========================>....] - ETA: 1s - loss: 0.4935 - accuracy: 0.7603
281/316 [=========================>....] - ETA: 1s - loss: 0.4927 - accuracy: 0.7607
282/316 [=========================>....] - ETA: 1s - loss: 0.4926 - accuracy: 0.7609
283/316 [=========================>....] - ETA: 1s - loss: 0.4924 - accuracy: 0.7610
284/316 [=========================>....] - ETA: 1s - loss: 0.4921 - accuracy: 0.7610
285/316 [==========================>...] - ETA: 1s - loss: 0.4923 - accuracy: 0.7607
286/316 [==========================>...] - ETA: 1s - loss: 0.4921 - accuracy: 0.7607
287/316 [==========================>...] - ETA: 1s - loss: 0.4925 - accuracy: 0.7607
288/316 [==========================>...] - ETA: 1s - loss: 0.4926 - accuracy: 0.7606
289/316 [==========================>...] - ETA: 1s - loss: 0.4925 - accuracy: 0.7606
290/316 [==========================>...] - ETA: 1s - loss: 0.4921 - accuracy: 0.7610
291/316 [==========================>...] - ETA: 1s - loss: 0.4920 - accuracy: 0.7610
292/316 [==========================>...] - ETA: 1s - loss: 0.4921 - accuracy: 0.7607
293/316 [==========================>...] - ETA: 1s - loss: 0.4925 - accuracy: 0.7602
294/316 [==========================>...] - ETA: 1s - loss: 0.4936 - accuracy: 0.7589
295/316 [===========================>..] - ETA: 1s - loss: 0.4936 - accuracy: 0.7587
296/316 [===========================>..] - ETA: 1s - loss: 0.4933 - accuracy: 0.7589
297/316 [===========================>..] - ETA: 0s - loss: 0.4928 - accuracy: 0.7595
298/316 [===========================>..] - ETA: 0s - loss: 0.4927 - accuracy: 0.7599
299/316 [===========================>..] - ETA: 0s - loss: 0.4930 - accuracy: 0.7594
300/316 [===========================>..] - ETA: 0s - loss: 0.4934 - accuracy: 0.7594
301/316 [===========================>..] - ETA: 0s - loss: 0.4935 - accuracy: 0.7591
302/316 [===========================>..] - ETA: 0s - loss: 0.4939 - accuracy: 0.7589
303/316 [===========================>..] - ETA: 0s - loss: 0.4939 - accuracy: 0.7589
304/316 [===========================>..] - ETA: 0s - loss: 0.4939 - accuracy: 0.7588
305/316 [===========================>..] - ETA: 0s - loss: 0.4935 - accuracy: 0.7590
306/316 [============================>.] - ETA: 0s - loss: 0.4932 - accuracy: 0.7592
307/316 [============================>.] - ETA: 0s - loss: 0.4930 - accuracy: 0.7596
308/316 [============================>.] - ETA: 0s - loss: 0.4946 - accuracy: 0.7587
309/316 [============================>.] - ETA: 0s - loss: 0.4949 - accuracy: 0.7585
310/316 [============================>.] - ETA: 0s - loss: 0.4948 - accuracy: 0.7585
311/316 [============================>.] - ETA: 0s - loss: 0.4946 - accuracy: 0.7586
312/316 [============================>.] - ETA: 0s - loss: 0.4944 - accuracy: 0.7586
313/316 [============================>.] - ETA: 0s - loss: 0.4943 - accuracy: 0.7588
314/316 [============================>.] - ETA: 0s - loss: 0.4942 - accuracy: 0.7588
315/316 [============================>.] - ETA: 0s - loss: 0.4941 - accuracy: 0.7589
316/316 [==============================] - 16s 52ms/step - loss: 0.4942 - accuracy: 0.7588

316/316 [==============================] - 17s 55ms/step - loss: 0.4942 - accuracy: 0.7588 - val_loss: 0.2631 - val_accuracy: 0.9723
Epoch 3/100

  1/316 [..............................] - ETA: 15s - loss: 0.3718 - accuracy: 0.8750
  2/316 [..............................] - ETA: 16s - loss: 0.4559 - accuracy: 0.8125
  3/316 [..............................] - ETA: 16s - loss: 0.4593 - accuracy: 0.8125
  4/316 [..............................] - ETA: 16s - loss: 0.4466 - accuracy: 0.8125
  5/316 [..............................] - ETA: 16s - loss: 0.4341 - accuracy: 0.8375
  6/316 [..............................] - ETA: 16s - loss: 0.4664 - accuracy: 0.8229
  7/316 [..............................] - ETA: 16s - loss: 0.4635 - accuracy: 0.8214
  8/316 [..............................] - ETA: 16s - loss: 0.4380 - accuracy: 0.8281
  9/316 [..............................] - ETA: 15s - loss: 0.4342 - accuracy: 0.8194
 10/316 [..............................] - ETA: 15s - loss: 0.4181 - accuracy: 0.8188
 11/316 [>.............................] - ETA: 15s - loss: 0.4433 - accuracy: 0.8125
 12/316 [>.............................] - ETA: 15s - loss: 0.4670 - accuracy: 0.8073
 13/316 [>.............................] - ETA: 15s - loss: 0.4655 - accuracy: 0.8077
 14/316 [>.............................] - ETA: 15s - loss: 0.4673 - accuracy: 0.8080
 15/316 [>.............................] - ETA: 15s - loss: 0.4723 - accuracy: 0.8083
 16/316 [>.............................] - ETA: 15s - loss: 0.4702 - accuracy: 0.8125
 17/316 [>.............................] - ETA: 15s - loss: 0.4760 - accuracy: 0.8051
 18/316 [>.............................] - ETA: 15s - loss: 0.4870 - accuracy: 0.7917
 19/316 [>.............................] - ETA: 15s - loss: 0.4777 - accuracy: 0.7961
 20/316 [>.............................] - ETA: 15s - loss: 0.4741 - accuracy: 0.7969
 21/316 [>.............................] - ETA: 15s - loss: 0.4700 - accuracy: 0.7976
 22/316 [=>............................] - ETA: 15s - loss: 0.4656 - accuracy: 0.8011
 23/316 [=>............................] - ETA: 15s - loss: 0.4746 - accuracy: 0.7989
 24/316 [=>............................] - ETA: 15s - loss: 0.4750 - accuracy: 0.7995
 25/316 [=>............................] - ETA: 15s - loss: 0.4756 - accuracy: 0.7975
 26/316 [=>............................] - ETA: 14s - loss: 0.4848 - accuracy: 0.7885
 27/316 [=>............................] - ETA: 14s - loss: 0.4825 - accuracy: 0.7870
 28/316 [=>............................] - ETA: 14s - loss: 0.4740 - accuracy: 0.7924
 29/316 [=>............................] - ETA: 14s - loss: 0.4790 - accuracy: 0.7931
 30/316 [=>............................] - ETA: 14s - loss: 0.4828 - accuracy: 0.7875
 31/316 [=>............................] - ETA: 14s - loss: 0.4808 - accuracy: 0.7863
 32/316 [==>...........................] - ETA: 14s - loss: 0.4823 - accuracy: 0.7852
 33/316 [==>...........................] - ETA: 14s - loss: 0.4764 - accuracy: 0.7898
 34/316 [==>...........................] - ETA: 14s - loss: 0.4738 - accuracy: 0.7904
 35/316 [==>...........................] - ETA: 14s - loss: 0.4743 - accuracy: 0.7893
 37/316 [==>...........................] - ETA: 14s - loss: 0.4742 - accuracy: 0.7838
 38/316 [==>...........................] - ETA: 14s - loss: 0.4747 - accuracy: 0.7829
 39/316 [==>...........................] - ETA: 14s - loss: 0.4714 - accuracy: 0.7821
 40/316 [==>...........................] - ETA: 14s - loss: 0.4661 - accuracy: 0.7859
 41/316 [==>...........................] - ETA: 14s - loss: 0.4620 - accuracy: 0.7881
 42/316 [==>...........................] - ETA: 14s - loss: 0.4659 - accuracy: 0.7842
 43/316 [===>..........................] - ETA: 14s - loss: 0.4655 - accuracy: 0.7849
 44/316 [===>..........................] - ETA: 14s - loss: 0.4717 - accuracy: 0.7784
 45/316 [===>..........................] - ETA: 13s - loss: 0.4658 - accuracy: 0.7833
 46/316 [===>..........................] - ETA: 13s - loss: 0.4620 - accuracy: 0.7867
 47/316 [===>..........................] - ETA: 13s - loss: 0.4597 - accuracy: 0.7872
 48/316 [===>..........................] - ETA: 13s - loss: 0.4629 - accuracy: 0.7839
 49/316 [===>..........................] - ETA: 13s - loss: 0.4609 - accuracy: 0.7832
 50/316 [===>..........................] - ETA: 13s - loss: 0.4606 - accuracy: 0.7837
 51/316 [===>..........................] - ETA: 13s - loss: 0.4591 - accuracy: 0.7843
 52/316 [===>..........................] - ETA: 13s - loss: 0.4576 - accuracy: 0.7849
 53/316 [====>.........................] - ETA: 13s - loss: 0.4550 - accuracy: 0.7877
 54/316 [====>.........................] - ETA: 13s - loss: 0.4607 - accuracy: 0.7836
 55/316 [====>.........................] - ETA: 13s - loss: 0.4680 - accuracy: 0.7784
 56/316 [====>.........................] - ETA: 13s - loss: 0.4682 - accuracy: 0.7790
 57/316 [====>.........................] - ETA: 13s - loss: 0.4675 - accuracy: 0.7796
 58/316 [====>.........................] - ETA: 13s - loss: 0.4681 - accuracy: 0.7780
 59/316 [====>.........................] - ETA: 13s - loss: 0.4698 - accuracy: 0.7775
 60/316 [====>.........................] - ETA: 13s - loss: 0.4685 - accuracy: 0.7771
 61/316 [====>.........................] - ETA: 13s - loss: 0.4714 - accuracy: 0.7766
 62/316 [====>.........................] - ETA: 13s - loss: 0.4679 - accuracy: 0.7792
 63/316 [====>.........................] - ETA: 13s - loss: 0.4633 - accuracy: 0.7817
 64/316 [=====>........................] - ETA: 12s - loss: 0.4632 - accuracy: 0.7822
 65/316 [=====>........................] - ETA: 12s - loss: 0.4651 - accuracy: 0.7827
 66/316 [=====>........................] - ETA: 12s - loss: 0.4646 - accuracy: 0.7822
 67/316 [=====>........................] - ETA: 12s - loss: 0.4692 - accuracy: 0.7789
 68/316 [=====>........................] - ETA: 12s - loss: 0.4664 - accuracy: 0.7803
 69/316 [=====>........................] - ETA: 12s - loss: 0.4686 - accuracy: 0.7790
 70/316 [=====>........................] - ETA: 12s - loss: 0.4666 - accuracy: 0.7812
 71/316 [=====>........................] - ETA: 12s - loss: 0.4655 - accuracy: 0.7808
 72/316 [=====>........................] - ETA: 12s - loss: 0.4650 - accuracy: 0.7804
 73/316 [=====>........................] - ETA: 12s - loss: 0.4651 - accuracy: 0.7791
 74/316 [======>.......................] - ETA: 12s - loss: 0.4664 - accuracy: 0.7779
 75/316 [======>.......................] - ETA: 12s - loss: 0.4675 - accuracy: 0.7750
 76/316 [======>.......................] - ETA: 12s - loss: 0.4682 - accuracy: 0.7755
 77/316 [======>.......................] - ETA: 12s - loss: 0.4704 - accuracy: 0.7735
 78/316 [======>.......................] - ETA: 12s - loss: 0.4709 - accuracy: 0.7724
 79/316 [======>.......................] - ETA: 12s - loss: 0.4705 - accuracy: 0.7737
 80/316 [======>.......................] - ETA: 12s - loss: 0.4702 - accuracy: 0.7734
 81/316 [======>.......................] - ETA: 12s - loss: 0.4690 - accuracy: 0.7731
 82/316 [======>.......................] - ETA: 12s - loss: 0.4699 - accuracy: 0.7721
 83/316 [======>.......................] - ETA: 12s - loss: 0.4709 - accuracy: 0.7718
 84/316 [======>.......................] - ETA: 11s - loss: 0.4711 - accuracy: 0.7708
 85/316 [=======>......................] - ETA: 11s - loss: 0.4742 - accuracy: 0.7684
 86/316 [=======>......................] - ETA: 11s - loss: 0.4739 - accuracy: 0.7682
 87/316 [=======>......................] - ETA: 11s - loss: 0.4719 - accuracy: 0.7708
 88/316 [=======>......................] - ETA: 11s - loss: 0.4712 - accuracy: 0.7720
 89/316 [=======>......................] - ETA: 11s - loss: 0.4700 - accuracy: 0.7739
 90/316 [=======>......................] - ETA: 11s - loss: 0.4712 - accuracy: 0.7722
 91/316 [=======>......................] - ETA: 11s - loss: 0.4715 - accuracy: 0.7727
 92/316 [=======>......................] - ETA: 11s - loss: 0.4705 - accuracy: 0.7745
 93/316 [=======>......................] - ETA: 11s - loss: 0.4707 - accuracy: 0.7735
 94/316 [=======>......................] - ETA: 11s - loss: 0.4694 - accuracy: 0.7753
 95/316 [========>.....................] - ETA: 11s - loss: 0.4694 - accuracy: 0.7757
 96/316 [========>.....................] - ETA: 11s - loss: 0.4699 - accuracy: 0.7760
 97/316 [========>.....................] - ETA: 11s - loss: 0.4725 - accuracy: 0.7745
 98/316 [========>.....................] - ETA: 11s - loss: 0.4710 - accuracy: 0.7755
 99/316 [========>.....................] - ETA: 11s - loss: 0.4695 - accuracy: 0.7771
100/316 [========>.....................] - ETA: 11s - loss: 0.4694 - accuracy: 0.7775
101/316 [========>.....................] - ETA: 11s - loss: 0.4679 - accuracy: 0.7778
102/316 [========>.....................] - ETA: 11s - loss: 0.4689 - accuracy: 0.7770
103/316 [========>.....................] - ETA: 10s - loss: 0.4666 - accuracy: 0.7773
104/316 [========>.....................] - ETA: 10s - loss: 0.4646 - accuracy: 0.7782
105/316 [========>.....................] - ETA: 10s - loss: 0.4627 - accuracy: 0.7792
106/316 [=========>....................] - ETA: 10s - loss: 0.4676 - accuracy: 0.7771
107/316 [=========>....................] - ETA: 10s - loss: 0.4667 - accuracy: 0.7780
108/316 [=========>....................] - ETA: 10s - loss: 0.4721 - accuracy: 0.7760
109/316 [=========>....................] - ETA: 10s - loss: 0.4711 - accuracy: 0.7764
110/316 [=========>....................] - ETA: 10s - loss: 0.4708 - accuracy: 0.7773
111/316 [=========>....................] - ETA: 10s - loss: 0.4707 - accuracy: 0.7770
113/316 [=========>....................] - ETA: 10s - loss: 0.4701 - accuracy: 0.7771
114/316 [=========>....................] - ETA: 10s - loss: 0.4688 - accuracy: 0.7791
115/316 [=========>....................] - ETA: 10s - loss: 0.4689 - accuracy: 0.7788
116/316 [==========>...................] - ETA: 10s - loss: 0.4696 - accuracy: 0.7780
117/316 [==========>...................] - ETA: 10s - loss: 0.4702 - accuracy: 0.7783
118/316 [==========>...................] - ETA: 10s - loss: 0.4708 - accuracy: 0.7791
119/316 [==========>...................] - ETA: 10s - loss: 0.4713 - accuracy: 0.7789
120/316 [==========>...................] - ETA: 10s - loss: 0.4706 - accuracy: 0.7792
121/316 [==========>...................] - ETA: 10s - loss: 0.4714 - accuracy: 0.7779
122/316 [==========>...................] - ETA: 9s - loss: 0.4715 - accuracy: 0.7787 
123/316 [==========>...................] - ETA: 9s - loss: 0.4711 - accuracy: 0.7790
124/316 [==========>...................] - ETA: 9s - loss: 0.4704 - accuracy: 0.7792
125/316 [==========>...................] - ETA: 9s - loss: 0.4685 - accuracy: 0.7805
126/316 [==========>...................] - ETA: 9s - loss: 0.4674 - accuracy: 0.7812
127/316 [===========>..................] - ETA: 9s - loss: 0.4677 - accuracy: 0.7805
128/316 [===========>..................] - ETA: 9s - loss: 0.4685 - accuracy: 0.7803
129/316 [===========>..................] - ETA: 9s - loss: 0.4705 - accuracy: 0.7800
130/316 [===========>..................] - ETA: 9s - loss: 0.4694 - accuracy: 0.7798
131/316 [===========>..................] - ETA: 9s - loss: 0.4712 - accuracy: 0.7796
132/316 [===========>..................] - ETA: 9s - loss: 0.4710 - accuracy: 0.7789
134/316 [===========>..................] - ETA: 9s - loss: 0.4711 - accuracy: 0.7794
135/316 [===========>..................] - ETA: 9s - loss: 0.4715 - accuracy: 0.7792
136/316 [===========>..................] - ETA: 9s - loss: 0.4716 - accuracy: 0.7790
137/316 [============>.................] - ETA: 9s - loss: 0.4721 - accuracy: 0.7787
138/316 [============>.................] - ETA: 9s - loss: 0.4741 - accuracy: 0.7790
139/316 [============>.................] - ETA: 9s - loss: 0.4739 - accuracy: 0.7797
140/316 [============>.................] - ETA: 9s - loss: 0.4746 - accuracy: 0.7786
141/316 [============>.................] - ETA: 9s - loss: 0.4752 - accuracy: 0.7779
142/316 [============>.................] - ETA: 8s - loss: 0.4764 - accuracy: 0.7760
143/316 [============>.................] - ETA: 8s - loss: 0.4763 - accuracy: 0.7762
144/316 [============>.................] - ETA: 8s - loss: 0.4772 - accuracy: 0.7756
145/316 [============>.................] - ETA: 8s - loss: 0.4778 - accuracy: 0.7750
146/316 [============>.................] - ETA: 8s - loss: 0.4777 - accuracy: 0.7748
147/316 [============>.................] - ETA: 8s - loss: 0.4781 - accuracy: 0.7747
149/316 [=============>................] - ETA: 8s - loss: 0.4774 - accuracy: 0.7756
150/316 [=============>................] - ETA: 8s - loss: 0.4770 - accuracy: 0.7763
151/316 [=============>................] - ETA: 8s - loss: 0.4772 - accuracy: 0.7748
152/316 [=============>................] - ETA: 8s - loss: 0.4777 - accuracy: 0.7738
153/316 [=============>................] - ETA: 8s - loss: 0.4758 - accuracy: 0.7753
154/316 [=============>................] - ETA: 8s - loss: 0.4762 - accuracy: 0.7752
155/316 [=============>................] - ETA: 8s - loss: 0.4754 - accuracy: 0.7758
156/316 [=============>................] - ETA: 8s - loss: 0.4752 - accuracy: 0.7764
157/316 [=============>................] - ETA: 8s - loss: 0.4752 - accuracy: 0.7759
158/316 [==============>...............] - ETA: 8s - loss: 0.4752 - accuracy: 0.7749
159/316 [==============>...............] - ETA: 8s - loss: 0.4760 - accuracy: 0.7752
160/316 [==============>...............] - ETA: 8s - loss: 0.4750 - accuracy: 0.7754
161/316 [==============>...............] - ETA: 7s - loss: 0.4758 - accuracy: 0.7745
162/316 [==============>...............] - ETA: 7s - loss: 0.4745 - accuracy: 0.7755
163/316 [==============>...............] - ETA: 7s - loss: 0.4753 - accuracy: 0.7749
164/316 [==============>...............] - ETA: 7s - loss: 0.4747 - accuracy: 0.7748
165/316 [==============>...............] - ETA: 7s - loss: 0.4754 - accuracy: 0.7742
166/316 [==============>...............] - ETA: 7s - loss: 0.4746 - accuracy: 0.7745
167/316 [==============>...............] - ETA: 7s - loss: 0.4753 - accuracy: 0.7736
168/316 [==============>...............] - ETA: 7s - loss: 0.4753 - accuracy: 0.7734
169/316 [===============>..............] - ETA: 7s - loss: 0.4764 - accuracy: 0.7726
170/316 [===============>..............] - ETA: 7s - loss: 0.4764 - accuracy: 0.7724
171/316 [===============>..............] - ETA: 7s - loss: 0.4759 - accuracy: 0.7730
172/316 [===============>..............] - ETA: 7s - loss: 0.4761 - accuracy: 0.7729
173/316 [===============>..............] - ETA: 7s - loss: 0.4765 - accuracy: 0.7724
174/316 [===============>..............] - ETA: 7s - loss: 0.4772 - accuracy: 0.7716
175/316 [===============>..............] - ETA: 7s - loss: 0.4770 - accuracy: 0.7714
176/316 [===============>..............] - ETA: 7s - loss: 0.4770 - accuracy: 0.7713
177/316 [===============>..............] - ETA: 7s - loss: 0.4765 - accuracy: 0.7712
178/316 [===============>..............] - ETA: 7s - loss: 0.4760 - accuracy: 0.7707
179/316 [===============>..............] - ETA: 7s - loss: 0.4751 - accuracy: 0.7716
180/316 [================>.............] - ETA: 7s - loss: 0.4748 - accuracy: 0.7712
181/316 [================>.............] - ETA: 6s - loss: 0.4753 - accuracy: 0.7711
182/316 [================>.............] - ETA: 6s - loss: 0.4754 - accuracy: 0.7699
183/316 [================>.............] - ETA: 6s - loss: 0.4755 - accuracy: 0.7691
184/316 [================>.............] - ETA: 6s - loss: 0.4756 - accuracy: 0.7694
185/316 [================>.............] - ETA: 6s - loss: 0.4750 - accuracy: 0.7696
186/316 [================>.............] - ETA: 6s - loss: 0.4749 - accuracy: 0.7692
187/316 [================>.............] - ETA: 6s - loss: 0.4745 - accuracy: 0.7694
188/316 [================>.............] - ETA: 6s - loss: 0.4742 - accuracy: 0.7693
189/316 [================>.............] - ETA: 6s - loss: 0.4759 - accuracy: 0.7695
190/316 [=================>............] - ETA: 6s - loss: 0.4758 - accuracy: 0.7691
192/316 [=================>............] - ETA: 6s - loss: 0.4752 - accuracy: 0.7689
193/316 [=================>............] - ETA: 6s - loss: 0.4743 - accuracy: 0.7698
194/316 [=================>............] - ETA: 6s - loss: 0.4737 - accuracy: 0.7697
195/316 [=================>............] - ETA: 6s - loss: 0.4747 - accuracy: 0.7689
196/316 [=================>............] - ETA: 6s - loss: 0.4743 - accuracy: 0.7691
197/316 [=================>............] - ETA: 6s - loss: 0.4743 - accuracy: 0.7697
198/316 [=================>............] - ETA: 6s - loss: 0.4737 - accuracy: 0.7705
199/316 [=================>............] - ETA: 6s - loss: 0.4734 - accuracy: 0.7704
200/316 [=================>............] - ETA: 5s - loss: 0.4736 - accuracy: 0.7706
201/316 [==================>...........] - ETA: 5s - loss: 0.4739 - accuracy: 0.7705
202/316 [==================>...........] - ETA: 5s - loss: 0.4736 - accuracy: 0.7704
203/316 [==================>...........] - ETA: 5s - loss: 0.4737 - accuracy: 0.7706
204/316 [==================>...........] - ETA: 5s - loss: 0.4728 - accuracy: 0.7711
205/316 [==================>...........] - ETA: 5s - loss: 0.4721 - accuracy: 0.7716
206/316 [==================>...........] - ETA: 5s - loss: 0.4725 - accuracy: 0.7718
207/316 [==================>...........] - ETA: 5s - loss: 0.4726 - accuracy: 0.7717
208/316 [==================>...........] - ETA: 5s - loss: 0.4711 - accuracy: 0.7728
209/316 [==================>...........] - ETA: 5s - loss: 0.4704 - accuracy: 0.7730
210/316 [==================>...........] - ETA: 5s - loss: 0.4693 - accuracy: 0.7735
211/316 [===================>..........] - ETA: 5s - loss: 0.4688 - accuracy: 0.7740
212/316 [===================>..........] - ETA: 5s - loss: 0.4700 - accuracy: 0.7739
213/316 [===================>..........] - ETA: 5s - loss: 0.4693 - accuracy: 0.7744
214/316 [===================>..........] - ETA: 5s - loss: 0.4691 - accuracy: 0.7748
215/316 [===================>..........] - ETA: 5s - loss: 0.4692 - accuracy: 0.7750
216/316 [===================>..........] - ETA: 5s - loss: 0.4702 - accuracy: 0.7743
217/316 [===================>..........] - ETA: 5s - loss: 0.4702 - accuracy: 0.7745
218/316 [===================>..........] - ETA: 5s - loss: 0.4717 - accuracy: 0.7735
219/316 [===================>..........] - ETA: 4s - loss: 0.4719 - accuracy: 0.7737
220/316 [===================>..........] - ETA: 4s - loss: 0.4706 - accuracy: 0.7744
221/316 [===================>..........] - ETA: 4s - loss: 0.4705 - accuracy: 0.7746
222/316 [====================>.........] - ETA: 4s - loss: 0.4704 - accuracy: 0.7748
223/316 [====================>.........] - ETA: 4s - loss: 0.4728 - accuracy: 0.7741
224/316 [====================>.........] - ETA: 4s - loss: 0.4720 - accuracy: 0.7746
225/316 [====================>.........] - ETA: 4s - loss: 0.4731 - accuracy: 0.7736
226/316 [====================>.........] - ETA: 4s - loss: 0.4727 - accuracy: 0.7741
227/316 [====================>.........] - ETA: 4s - loss: 0.4722 - accuracy: 0.7745
228/316 [====================>.........] - ETA: 4s - loss: 0.4728 - accuracy: 0.7741
229/316 [====================>.........] - ETA: 4s - loss: 0.4735 - accuracy: 0.7732
230/316 [====================>.........] - ETA: 4s - loss: 0.4739 - accuracy: 0.7726
231/316 [====================>.........] - ETA: 4s - loss: 0.4746 - accuracy: 0.7716
232/316 [=====================>........] - ETA: 4s - loss: 0.4753 - accuracy: 0.7707
233/316 [=====================>........] - ETA: 4s - loss: 0.4758 - accuracy: 0.7698
234/316 [=====================>........] - ETA: 4s - loss: 0.4765 - accuracy: 0.7687
235/316 [=====================>........] - ETA: 4s - loss: 0.4771 - accuracy: 0.7684
236/316 [=====================>........] - ETA: 4s - loss: 0.4775 - accuracy: 0.7680
237/316 [=====================>........] - ETA: 4s - loss: 0.4776 - accuracy: 0.7687
238/316 [=====================>........] - ETA: 4s - loss: 0.4780 - accuracy: 0.7684
239/316 [=====================>........] - ETA: 3s - loss: 0.4786 - accuracy: 0.7678
240/316 [=====================>........] - ETA: 3s - loss: 0.4789 - accuracy: 0.7677
241/316 [=====================>........] - ETA: 3s - loss: 0.4795 - accuracy: 0.7671
242/316 [=====================>........] - ETA: 3s - loss: 0.4796 - accuracy: 0.7665
243/316 [======================>.......] - ETA: 3s - loss: 0.4795 - accuracy: 0.7665
244/316 [======================>.......] - ETA: 3s - loss: 0.4800 - accuracy: 0.7661
245/316 [======================>.......] - ETA: 3s - loss: 0.4807 - accuracy: 0.7656
246/316 [======================>.......] - ETA: 3s - loss: 0.4814 - accuracy: 0.7647
247/316 [======================>.......] - ETA: 3s - loss: 0.4810 - accuracy: 0.7644
248/316 [======================>.......] - ETA: 3s - loss: 0.4809 - accuracy: 0.7644
249/316 [======================>.......] - ETA: 3s - loss: 0.4808 - accuracy: 0.7643
250/316 [======================>.......] - ETA: 3s - loss: 0.4805 - accuracy: 0.7645
251/316 [======================>.......] - ETA: 3s - loss: 0.4809 - accuracy: 0.7639
252/316 [======================>.......] - ETA: 3s - loss: 0.4809 - accuracy: 0.7636
253/316 [=======================>......] - ETA: 3s - loss: 0.4807 - accuracy: 0.7638
254/316 [=======================>......] - ETA: 3s - loss: 0.4815 - accuracy: 0.7633
255/316 [=======================>......] - ETA: 3s - loss: 0.4816 - accuracy: 0.7630
256/316 [=======================>......] - ETA: 3s - loss: 0.4814 - accuracy: 0.7634
257/316 [=======================>......] - ETA: 3s - loss: 0.4815 - accuracy: 0.7629
258/316 [=======================>......] - ETA: 2s - loss: 0.4818 - accuracy: 0.7626
259/316 [=======================>......] - ETA: 2s - loss: 0.4819 - accuracy: 0.7628
260/316 [=======================>......] - ETA: 2s - loss: 0.4819 - accuracy: 0.7627
261/316 [=======================>......] - ETA: 2s - loss: 0.4814 - accuracy: 0.7629
262/316 [=======================>......] - ETA: 2s - loss: 0.4812 - accuracy: 0.7631
264/316 [========================>.....] - ETA: 2s - loss: 0.4810 - accuracy: 0.7630
265/316 [========================>.....] - ETA: 2s - loss: 0.4812 - accuracy: 0.7630
266/316 [========================>.....] - ETA: 2s - loss: 0.4818 - accuracy: 0.7625
267/316 [========================>.....] - ETA: 2s - loss: 0.4818 - accuracy: 0.7624
268/316 [========================>.....] - ETA: 2s - loss: 0.4813 - accuracy: 0.7626
269/316 [========================>.....] - ETA: 2s - loss: 0.4807 - accuracy: 0.7630
270/316 [========================>.....] - ETA: 2s - loss: 0.4805 - accuracy: 0.7634
271/316 [========================>.....] - ETA: 2s - loss: 0.4798 - accuracy: 0.7641
272/316 [========================>.....] - ETA: 2s - loss: 0.4791 - accuracy: 0.7645
273/316 [========================>.....] - ETA: 2s - loss: 0.4789 - accuracy: 0.7647
274/316 [=========================>....] - ETA: 2s - loss: 0.4786 - accuracy: 0.7644
275/316 [=========================>....] - ETA: 2s - loss: 0.4792 - accuracy: 0.7641
276/316 [=========================>....] - ETA: 2s - loss: 0.4782 - accuracy: 0.7647
277/316 [=========================>....] - ETA: 2s - loss: 0.4790 - accuracy: 0.7644
278/316 [=========================>....] - ETA: 1s - loss: 0.4795 - accuracy: 0.7639
279/316 [=========================>....] - ETA: 1s - loss: 0.4792 - accuracy: 0.7641
280/316 [=========================>....] - ETA: 1s - loss: 0.4786 - accuracy: 0.7645
281/316 [=========================>....] - ETA: 1s - loss: 0.4799 - accuracy: 0.7638
282/316 [=========================>....] - ETA: 1s - loss: 0.4802 - accuracy: 0.7635
283/316 [=========================>....] - ETA: 1s - loss: 0.4804 - accuracy: 0.7635
284/316 [=========================>....] - ETA: 1s - loss: 0.4814 - accuracy: 0.7621
285/316 [==========================>...] - ETA: 1s - loss: 0.4816 - accuracy: 0.7621
287/316 [==========================>...] - ETA: 1s - loss: 0.4821 - accuracy: 0.7615
288/316 [==========================>...] - ETA: 1s - loss: 0.4820 - accuracy: 0.7619
289/316 [==========================>...] - ETA: 1s - loss: 0.4816 - accuracy: 0.7619
290/316 [==========================>...] - ETA: 1s - loss: 0.4817 - accuracy: 0.7616
291/316 [==========================>...] - ETA: 1s - loss: 0.4820 - accuracy: 0.7612
292/316 [==========================>...] - ETA: 1s - loss: 0.4819 - accuracy: 0.7616
293/316 [==========================>...] - ETA: 1s - loss: 0.4819 - accuracy: 0.7615
294/316 [==========================>...] - ETA: 1s - loss: 0.4820 - accuracy: 0.7611
295/316 [===========================>..] - ETA: 1s - loss: 0.4826 - accuracy: 0.7608
296/316 [===========================>..] - ETA: 1s - loss: 0.4822 - accuracy: 0.7610
297/316 [===========================>..] - ETA: 0s - loss: 0.4820 - accuracy: 0.7616
298/316 [===========================>..] - ETA: 0s - loss: 0.4819 - accuracy: 0.7615
299/316 [===========================>..] - ETA: 0s - loss: 0.4821 - accuracy: 0.7613
300/316 [===========================>..] - ETA: 0s - loss: 0.4826 - accuracy: 0.7610
301/316 [===========================>..] - ETA: 0s - loss: 0.4821 - accuracy: 0.7616
302/316 [===========================>..] - ETA: 0s - loss: 0.4822 - accuracy: 0.7616
303/316 [===========================>..] - ETA: 0s - loss: 0.4818 - accuracy: 0.7618
304/316 [===========================>..] - ETA: 0s - loss: 0.4819 - accuracy: 0.7621
305/316 [===========================>..] - ETA: 0s - loss: 0.4816 - accuracy: 0.7623
306/316 [============================>.] - ETA: 0s - loss: 0.4817 - accuracy: 0.7625
307/316 [============================>.] - ETA: 0s - loss: 0.4813 - accuracy: 0.7626
308/316 [============================>.] - ETA: 0s - loss: 0.4811 - accuracy: 0.7626
309/316 [============================>.] - ETA: 0s - loss: 0.4812 - accuracy: 0.7623
310/316 [============================>.] - ETA: 0s - loss: 0.4802 - accuracy: 0.7629
311/316 [============================>.] - ETA: 0s - loss: 0.4806 - accuracy: 0.7629
312/316 [============================>.] - ETA: 0s - loss: 0.4812 - accuracy: 0.7626
313/316 [============================>.] - ETA: 0s - loss: 0.4809 - accuracy: 0.7626
314/316 [============================>.] - ETA: 0s - loss: 0.4805 - accuracy: 0.7623
315/316 [============================>.] - ETA: 0s - loss: 0.4804 - accuracy: 0.7623
316/316 [==============================] - 16s 52ms/step - loss: 0.4802 - accuracy: 0.7624

316/316 [==============================] - 17s 54ms/step - loss: 0.4802 - accuracy: 0.7624 - val_loss: 0.1454 - val_accuracy: 0.9604
Epoch 4/100

  1/316 [..............................] - ETA: 15s - loss: 0.3533 - accuracy: 0.7500
  2/316 [..............................] - ETA: 16s - loss: 0.2927 - accuracy: 0.8125
  3/316 [..............................] - ETA: 16s - loss: 0.3268 - accuracy: 0.7917
  4/316 [..............................] - ETA: 16s - loss: 0.2986 - accuracy: 0.8281
  5/316 [..............................] - ETA: 16s - loss: 0.4322 - accuracy: 0.8000
  6/316 [..............................] - ETA: 16s - loss: 0.4117 - accuracy: 0.8021
  7/316 [..............................] - ETA: 16s - loss: 0.4092 - accuracy: 0.8036
  8/316 [..............................] - ETA: 16s - loss: 0.4708 - accuracy: 0.7969
  9/316 [..............................] - ETA: 15s - loss: 0.4793 - accuracy: 0.7778
 10/316 [..............................] - ETA: 15s - loss: 0.4734 - accuracy: 0.7812
 11/316 [>.............................] - ETA: 15s - loss: 0.4580 - accuracy: 0.7898
 12/316 [>.............................] - ETA: 15s - loss: 0.4689 - accuracy: 0.7708
 13/316 [>.............................] - ETA: 15s - loss: 0.4708 - accuracy: 0.7644
 14/316 [>.............................] - ETA: 15s - loss: 0.4818 - accuracy: 0.7545
 15/316 [>.............................] - ETA: 15s - loss: 0.4736 - accuracy: 0.7667
 16/316 [>.............................] - ETA: 15s - loss: 0.4638 - accuracy: 0.7695
 17/316 [>.............................] - ETA: 15s - loss: 0.4628 - accuracy: 0.7684
 18/316 [>.............................] - ETA: 15s - loss: 0.4589 - accuracy: 0.7743
 19/316 [>.............................] - ETA: 15s - loss: 0.4613 - accuracy: 0.7796
 20/316 [>.............................] - ETA: 15s - loss: 0.4639 - accuracy: 0.7719
 21/316 [>.............................] - ETA: 15s - loss: 0.4618 - accuracy: 0.7708
 22/316 [=>............................] - ETA: 15s - loss: 0.4680 - accuracy: 0.7699
 23/316 [=>............................] - ETA: 15s - loss: 0.4595 - accuracy: 0.7745
 24/316 [=>............................] - ETA: 15s - loss: 0.4637 - accuracy: 0.7760
 25/316 [=>............................] - ETA: 15s - loss: 0.4674 - accuracy: 0.7775
 26/316 [=>............................] - ETA: 14s - loss: 0.4678 - accuracy: 0.7788
 27/316 [=>............................] - ETA: 14s - loss: 0.4651 - accuracy: 0.7824
 28/316 [=>............................] - ETA: 14s - loss: 0.4635 - accuracy: 0.7835
 29/316 [=>............................] - ETA: 14s - loss: 0.4671 - accuracy: 0.7780
 30/316 [=>............................] - ETA: 14s - loss: 0.4642 - accuracy: 0.7792
 31/316 [=>............................] - ETA: 14s - loss: 0.4638 - accuracy: 0.7802
 32/316 [==>...........................] - ETA: 14s - loss: 0.4643 - accuracy: 0.7773
 33/316 [==>...........................] - ETA: 14s - loss: 0.4665 - accuracy: 0.7746
 34/316 [==>...........................] - ETA: 14s - loss: 0.4620 - accuracy: 0.7776
 35/316 [==>...........................] - ETA: 14s - loss: 0.4608 - accuracy: 0.7750
 36/316 [==>...........................] - ETA: 14s - loss: 0.4629 - accuracy: 0.7726
 37/316 [==>...........................] - ETA: 14s - loss: 0.4587 - accuracy: 0.7736
 38/316 [==>...........................] - ETA: 14s - loss: 0.4559 - accuracy: 0.7730
 39/316 [==>...........................] - ETA: 14s - loss: 0.4585 - accuracy: 0.7692
 40/316 [==>...........................] - ETA: 14s - loss: 0.4591 - accuracy: 0.7672
 41/316 [==>...........................] - ETA: 14s - loss: 0.4606 - accuracy: 0.7683
 42/316 [==>...........................] - ETA: 14s - loss: 0.4606 - accuracy: 0.7679
 43/316 [===>..........................] - ETA: 14s - loss: 0.4655 - accuracy: 0.7645
 44/316 [===>..........................] - ETA: 14s - loss: 0.4675 - accuracy: 0.7628
 45/316 [===>..........................] - ETA: 13s - loss: 0.4697 - accuracy: 0.7625
 46/316 [===>..........................] - ETA: 13s - loss: 0.4670 - accuracy: 0.7677
 47/316 [===>..........................] - ETA: 13s - loss: 0.4636 - accuracy: 0.7699
 48/316 [===>..........................] - ETA: 13s - loss: 0.4665 - accuracy: 0.7682
 49/316 [===>..........................] - ETA: 13s - loss: 0.4642 - accuracy: 0.7717
 50/316 [===>..........................] - ETA: 13s - loss: 0.4620 - accuracy: 0.7725
 51/316 [===>..........................] - ETA: 13s - loss: 0.4589 - accuracy: 0.7733
 52/316 [===>..........................] - ETA: 18s - loss: 0.4599 - accuracy: 0.7740
 53/316 [====>.........................] - ETA: 20s - loss: 0.4598 - accuracy: 0.7736
 54/316 [====>.........................] - ETA: 22s - loss: 0.4578 - accuracy: 0.7755
 55/316 [====>.........................] - ETA: 24s - loss: 0.4587 - accuracy: 0.7739
 56/316 [====>.........................] - ETA: 26s - loss: 0.4553 - accuracy: 0.7757
 57/316 [====>.........................] - ETA: 28s - loss: 0.4519 - accuracy: 0.7785
 58/316 [====>.........................] - ETA: 30s - loss: 0.4532 - accuracy: 0.7769
 59/316 [====>.........................] - ETA: 31s - loss: 0.4527 - accuracy: 0.7765
 60/316 [====>.........................] - ETA: 32s - loss: 0.4530 - accuracy: 0.7760
 61/316 [====>.........................] - ETA: 32s - loss: 0.4568 - accuracy: 0.7725
 62/316 [====>.........................] - ETA: 31s - loss: 0.4606 - accuracy: 0.7712
 63/316 [====>.........................] - ETA: 31s - loss: 0.4634 - accuracy: 0.7688
 64/316 [=====>........................] - ETA: 30s - loss: 0.4660 - accuracy: 0.7676
 65/316 [=====>........................] - ETA: 30s - loss: 0.4687 - accuracy: 0.7644
 66/316 [=====>........................] - ETA: 30s - loss: 0.4700 - accuracy: 0.7633
 67/316 [=====>........................] - ETA: 29s - loss: 0.4711 - accuracy: 0.7631
 68/316 [=====>........................] - ETA: 29s - loss: 0.4719 - accuracy: 0.7610
 69/316 [=====>........................] - ETA: 29s - loss: 0.4710 - accuracy: 0.7636
 70/316 [=====>........................] - ETA: 28s - loss: 0.4691 - accuracy: 0.7643
 71/316 [=====>........................] - ETA: 28s - loss: 0.4663 - accuracy: 0.7667
 72/316 [=====>........................] - ETA: 28s - loss: 0.4656 - accuracy: 0.7665
 73/316 [=====>........................] - ETA: 27s - loss: 0.4670 - accuracy: 0.7637
 74/316 [======>.......................] - ETA: 27s - loss: 0.4639 - accuracy: 0.7652
 75/316 [======>.......................] - ETA: 27s - loss: 0.4636 - accuracy: 0.7658
 76/316 [======>.......................] - ETA: 26s - loss: 0.4633 - accuracy: 0.7656
 77/316 [======>.......................] - ETA: 26s - loss: 0.4617 - accuracy: 0.7662
 78/316 [======>.......................] - ETA: 26s - loss: 0.4642 - accuracy: 0.7644
 79/316 [======>.......................] - ETA: 25s - loss: 0.4661 - accuracy: 0.7634
 80/316 [======>.......................] - ETA: 25s - loss: 0.4651 - accuracy: 0.7633
 81/316 [======>.......................] - ETA: 25s - loss: 0.4644 - accuracy: 0.7639
 82/316 [======>.......................] - ETA: 25s - loss: 0.4667 - accuracy: 0.7614
 83/316 [======>.......................] - ETA: 24s - loss: 0.4646 - accuracy: 0.7620
 84/316 [======>.......................] - ETA: 24s - loss: 0.4674 - accuracy: 0.7604
 85/316 [=======>......................] - ETA: 24s - loss: 0.4670 - accuracy: 0.7603
 86/316 [=======>......................] - ETA: 24s - loss: 0.4662 - accuracy: 0.7602
 87/316 [=======>......................] - ETA: 23s - loss: 0.4660 - accuracy: 0.7608
 88/316 [=======>......................] - ETA: 23s - loss: 0.4662 - accuracy: 0.7607
 89/316 [=======>......................] - ETA: 23s - loss: 0.4664 - accuracy: 0.7605
 90/316 [=======>......................] - ETA: 23s - loss: 0.4680 - accuracy: 0.7604
 91/316 [=======>......................] - ETA: 22s - loss: 0.4686 - accuracy: 0.7596
 92/316 [=======>......................] - ETA: 22s - loss: 0.4681 - accuracy: 0.7595
 93/316 [=======>......................] - ETA: 22s - loss: 0.4682 - accuracy: 0.7594
 94/316 [=======>......................] - ETA: 22s - loss: 0.4694 - accuracy: 0.7580
 95/316 [========>.....................] - ETA: 21s - loss: 0.4709 - accuracy: 0.7559
 96/316 [========>.....................] - ETA: 21s - loss: 0.4698 - accuracy: 0.7572
 97/316 [========>.....................] - ETA: 21s - loss: 0.4686 - accuracy: 0.7571
 98/316 [========>.....................] - ETA: 21s - loss: 0.4702 - accuracy: 0.7557
 99/316 [========>.....................] - ETA: 21s - loss: 0.4696 - accuracy: 0.7557
100/316 [========>.....................] - ETA: 20s - loss: 0.4706 - accuracy: 0.7556
101/316 [========>.....................] - ETA: 20s - loss: 0.4690 - accuracy: 0.7556
102/316 [========>.....................] - ETA: 20s - loss: 0.4671 - accuracy: 0.7561
103/316 [========>.....................] - ETA: 20s - loss: 0.4690 - accuracy: 0.7549
104/316 [========>.....................] - ETA: 20s - loss: 0.4691 - accuracy: 0.7554
105/316 [========>.....................] - ETA: 20s - loss: 0.4684 - accuracy: 0.7554
106/316 [=========>....................] - ETA: 19s - loss: 0.4674 - accuracy: 0.7559
107/316 [=========>....................] - ETA: 19s - loss: 0.4689 - accuracy: 0.7553
108/316 [=========>....................] - ETA: 19s - loss: 0.4697 - accuracy: 0.7552
109/316 [=========>....................] - ETA: 19s - loss: 0.4694 - accuracy: 0.7546
110/316 [=========>....................] - ETA: 19s - loss: 0.4701 - accuracy: 0.7540
111/316 [=========>....................] - ETA: 18s - loss: 0.4704 - accuracy: 0.7539
112/316 [=========>....................] - ETA: 18s - loss: 0.4716 - accuracy: 0.7517
113/316 [=========>....................] - ETA: 18s - loss: 0.4725 - accuracy: 0.7511
114/316 [=========>....................] - ETA: 18s - loss: 0.4739 - accuracy: 0.7495
115/316 [=========>....................] - ETA: 18s - loss: 0.4747 - accuracy: 0.7484
116/316 [==========>...................] - ETA: 18s - loss: 0.4742 - accuracy: 0.7495
117/316 [==========>...................] - ETA: 18s - loss: 0.4747 - accuracy: 0.7489
118/316 [==========>...................] - ETA: 17s - loss: 0.4742 - accuracy: 0.7500
119/316 [==========>...................] - ETA: 17s - loss: 0.4747 - accuracy: 0.7505
120/316 [==========>...................] - ETA: 17s - loss: 0.4752 - accuracy: 0.7505
121/316 [==========>...................] - ETA: 17s - loss: 0.4742 - accuracy: 0.7510
122/316 [==========>...................] - ETA: 17s - loss: 0.4760 - accuracy: 0.7495
123/316 [==========>...................] - ETA: 17s - loss: 0.4745 - accuracy: 0.7510
124/316 [==========>...................] - ETA: 16s - loss: 0.4754 - accuracy: 0.7515
125/316 [==========>...................] - ETA: 16s - loss: 0.4743 - accuracy: 0.7520
126/316 [==========>...................] - ETA: 16s - loss: 0.4771 - accuracy: 0.7510
127/316 [===========>..................] - ETA: 16s - loss: 0.4755 - accuracy: 0.7520
128/316 [===========>..................] - ETA: 16s - loss: 0.4744 - accuracy: 0.7524
129/316 [===========>..................] - ETA: 16s - loss: 0.4756 - accuracy: 0.7510
130/316 [===========>..................] - ETA: 16s - loss: 0.4759 - accuracy: 0.7505
131/316 [===========>..................] - ETA: 15s - loss: 0.4766 - accuracy: 0.7500
132/316 [===========>..................] - ETA: 15s - loss: 0.4776 - accuracy: 0.7495
133/316 [===========>..................] - ETA: 15s - loss: 0.4769 - accuracy: 0.7491
134/316 [===========>..................] - ETA: 15s - loss: 0.4763 - accuracy: 0.7500
135/316 [===========>..................] - ETA: 15s - loss: 0.4769 - accuracy: 0.7491
136/316 [===========>..................] - ETA: 15s - loss: 0.4777 - accuracy: 0.7491
137/316 [============>.................] - ETA: 15s - loss: 0.4771 - accuracy: 0.7500
138/316 [============>.................] - ETA: 15s - loss: 0.4782 - accuracy: 0.7477
139/316 [============>.................] - ETA: 14s - loss: 0.4800 - accuracy: 0.7469
140/316 [============>.................] - ETA: 14s - loss: 0.4789 - accuracy: 0.7482
141/316 [============>.................] - ETA: 14s - loss: 0.4791 - accuracy: 0.7482
142/316 [============>.................] - ETA: 14s - loss: 0.4786 - accuracy: 0.7487
143/316 [============>.................] - ETA: 14s - loss: 0.4780 - accuracy: 0.7496
144/316 [============>.................] - ETA: 14s - loss: 0.4780 - accuracy: 0.7491
145/316 [============>.................] - ETA: 14s - loss: 0.4785 - accuracy: 0.7496
146/316 [============>.................] - ETA: 14s - loss: 0.4794 - accuracy: 0.7491
147/316 [============>.................] - ETA: 13s - loss: 0.4797 - accuracy: 0.7483
148/316 [=============>................] - ETA: 13s - loss: 0.4819 - accuracy: 0.7470
149/316 [=============>................] - ETA: 13s - loss: 0.4816 - accuracy: 0.7475
150/316 [=============>................] - ETA: 13s - loss: 0.4816 - accuracy: 0.7479
151/316 [=============>................] - ETA: 13s - loss: 0.4816 - accuracy: 0.7483
152/316 [=============>................] - ETA: 13s - loss: 0.4811 - accuracy: 0.7488
153/316 [=============>................] - ETA: 13s - loss: 0.4829 - accuracy: 0.7484
154/316 [=============>................] - ETA: 13s - loss: 0.4832 - accuracy: 0.7480
155/316 [=============>................] - ETA: 13s - loss: 0.4837 - accuracy: 0.7484
156/316 [=============>................] - ETA: 12s - loss: 0.4826 - accuracy: 0.7496
157/316 [=============>................] - ETA: 12s - loss: 0.4821 - accuracy: 0.7504
158/316 [==============>...............] - ETA: 12s - loss: 0.4821 - accuracy: 0.7496
159/316 [==============>...............] - ETA: 12s - loss: 0.4827 - accuracy: 0.7500
160/316 [==============>...............] - ETA: 12s - loss: 0.4818 - accuracy: 0.7504
161/316 [==============>...............] - ETA: 12s - loss: 0.4812 - accuracy: 0.7508
162/316 [==============>...............] - ETA: 12s - loss: 0.4806 - accuracy: 0.7515
163/316 [==============>...............] - ETA: 12s - loss: 0.4798 - accuracy: 0.7519
164/316 [==============>...............] - ETA: 12s - loss: 0.4793 - accuracy: 0.7527
165/316 [==============>...............] - ETA: 11s - loss: 0.4780 - accuracy: 0.7538
166/316 [==============>...............] - ETA: 11s - loss: 0.4780 - accuracy: 0.7538
167/316 [==============>...............] - ETA: 11s - loss: 0.4775 - accuracy: 0.7541
168/316 [==============>...............] - ETA: 11s - loss: 0.4775 - accuracy: 0.7537
169/316 [===============>..............] - ETA: 11s - loss: 0.4769 - accuracy: 0.7537
170/316 [===============>..............] - ETA: 11s - loss: 0.4761 - accuracy: 0.7544
171/316 [===============>..............] - ETA: 11s - loss: 0.4760 - accuracy: 0.7544
172/316 [===============>..............] - ETA: 11s - loss: 0.4768 - accuracy: 0.7544
173/316 [===============>..............] - ETA: 11s - loss: 0.4785 - accuracy: 0.7536
174/316 [===============>..............] - ETA: 11s - loss: 0.4784 - accuracy: 0.7536
175/316 [===============>..............] - ETA: 10s - loss: 0.4791 - accuracy: 0.7536
176/316 [===============>..............] - ETA: 10s - loss: 0.4785 - accuracy: 0.7543
177/316 [===============>..............] - ETA: 10s - loss: 0.4797 - accuracy: 0.7532
178/316 [===============>..............] - ETA: 10s - loss: 0.4797 - accuracy: 0.7532
179/316 [===============>..............] - ETA: 10s - loss: 0.4794 - accuracy: 0.7535
180/316 [================>.............] - ETA: 10s - loss: 0.4794 - accuracy: 0.7535
181/316 [================>.............] - ETA: 10s - loss: 0.4798 - accuracy: 0.7531
182/316 [================>.............] - ETA: 10s - loss: 0.4796 - accuracy: 0.7531
183/316 [================>.............] - ETA: 10s - loss: 0.4796 - accuracy: 0.7531
184/316 [================>.............] - ETA: 10s - loss: 0.4793 - accuracy: 0.7534
185/316 [================>.............] - ETA: 10s - loss: 0.4795 - accuracy: 0.7534
186/316 [================>.............] - ETA: 9s - loss: 0.4799 - accuracy: 0.7537 
187/316 [================>.............] - ETA: 9s - loss: 0.4804 - accuracy: 0.7530
188/316 [================>.............] - ETA: 9s - loss: 0.4797 - accuracy: 0.7533
189/316 [================>.............] - ETA: 9s - loss: 0.4786 - accuracy: 0.7546
190/316 [=================>............] - ETA: 9s - loss: 0.4783 - accuracy: 0.7553
191/316 [=================>............] - ETA: 9s - loss: 0.4775 - accuracy: 0.7559
192/316 [=================>............] - ETA: 9s - loss: 0.4785 - accuracy: 0.7546
193/316 [=================>............] - ETA: 9s - loss: 0.4776 - accuracy: 0.7552
194/316 [=================>............] - ETA: 9s - loss: 0.4775 - accuracy: 0.7548
195/316 [=================>............] - ETA: 9s - loss: 0.4765 - accuracy: 0.7554
196/316 [=================>............] - ETA: 9s - loss: 0.4760 - accuracy: 0.7557
197/316 [=================>............] - ETA: 8s - loss: 0.4758 - accuracy: 0.7554
198/316 [=================>............] - ETA: 8s - loss: 0.4760 - accuracy: 0.7557
199/316 [=================>............] - ETA: 8s - loss: 0.4758 - accuracy: 0.7557
200/316 [=================>............] - ETA: 8s - loss: 0.4762 - accuracy: 0.7556
201/316 [==================>...........] - ETA: 8s - loss: 0.4753 - accuracy: 0.7559
202/316 [==================>...........] - ETA: 8s - loss: 0.4753 - accuracy: 0.7562
203/316 [==================>...........] - ETA: 8s - loss: 0.4751 - accuracy: 0.7565
204/316 [==================>...........] - ETA: 8s - loss: 0.4753 - accuracy: 0.7570
205/316 [==================>...........] - ETA: 8s - loss: 0.4751 - accuracy: 0.7570
206/316 [==================>...........] - ETA: 8s - loss: 0.4741 - accuracy: 0.7579
207/316 [==================>...........] - ETA: 8s - loss: 0.4741 - accuracy: 0.7575
208/316 [==================>...........] - ETA: 7s - loss: 0.4740 - accuracy: 0.7575
209/316 [==================>...........] - ETA: 7s - loss: 0.4750 - accuracy: 0.7575
210/316 [==================>...........] - ETA: 7s - loss: 0.4740 - accuracy: 0.7583
211/316 [===================>..........] - ETA: 7s - loss: 0.4734 - accuracy: 0.7589
212/316 [===================>..........] - ETA: 7s - loss: 0.4734 - accuracy: 0.7591
213/316 [===================>..........] - ETA: 7s - loss: 0.4728 - accuracy: 0.7591
214/316 [===================>..........] - ETA: 7s - loss: 0.4729 - accuracy: 0.7596
215/316 [===================>..........] - ETA: 7s - loss: 0.4729 - accuracy: 0.7599
216/316 [===================>..........] - ETA: 7s - loss: 0.4719 - accuracy: 0.7607
217/316 [===================>..........] - ETA: 7s - loss: 0.4739 - accuracy: 0.7598
218/316 [===================>..........] - ETA: 7s - loss: 0.4744 - accuracy: 0.7595
219/316 [===================>..........] - ETA: 7s - loss: 0.4739 - accuracy: 0.7600
220/316 [===================>..........] - ETA: 6s - loss: 0.4744 - accuracy: 0.7602
221/316 [===================>..........] - ETA: 6s - loss: 0.4735 - accuracy: 0.7607
222/316 [====================>.........] - ETA: 6s - loss: 0.4735 - accuracy: 0.7607
223/316 [====================>.........] - ETA: 6s - loss: 0.4730 - accuracy: 0.7609
224/316 [====================>.........] - ETA: 6s - loss: 0.4728 - accuracy: 0.7612
225/316 [====================>.........] - ETA: 6s - loss: 0.4722 - accuracy: 0.7614
226/316 [====================>.........] - ETA: 6s - loss: 0.4723 - accuracy: 0.7613
227/316 [====================>.........] - ETA: 6s - loss: 0.4716 - accuracy: 0.7616
228/316 [====================>.........] - ETA: 6s - loss: 0.4711 - accuracy: 0.7621
229/316 [====================>.........] - ETA: 6s - loss: 0.4718 - accuracy: 0.7617
230/316 [====================>.........] - ETA: 6s - loss: 0.4723 - accuracy: 0.7620
231/316 [====================>.........] - ETA: 6s - loss: 0.4737 - accuracy: 0.7619
232/316 [=====================>........] - ETA: 6s - loss: 0.4730 - accuracy: 0.7621
233/316 [=====================>........] - ETA: 5s - loss: 0.4730 - accuracy: 0.7621
234/316 [=====================>........] - ETA: 5s - loss: 0.4731 - accuracy: 0.7618
235/316 [=====================>........] - ETA: 5s - loss: 0.4735 - accuracy: 0.7612
236/316 [=====================>........] - ETA: 5s - loss: 0.4731 - accuracy: 0.7619
237/316 [=====================>........] - ETA: 5s - loss: 0.4734 - accuracy: 0.7621
238/316 [=====================>........] - ETA: 5s - loss: 0.4734 - accuracy: 0.7621
239/316 [=====================>........] - ETA: 5s - loss: 0.4734 - accuracy: 0.7623
240/316 [=====================>........] - ETA: 5s - loss: 0.4733 - accuracy: 0.7628
241/316 [=====================>........] - ETA: 5s - loss: 0.4740 - accuracy: 0.7619
242/316 [=====================>........] - ETA: 5s - loss: 0.4739 - accuracy: 0.7624
243/316 [======================>.......] - ETA: 5s - loss: 0.4745 - accuracy: 0.7616
244/316 [======================>.......] - ETA: 5s - loss: 0.4745 - accuracy: 0.7613
245/316 [======================>.......] - ETA: 5s - loss: 0.4744 - accuracy: 0.7615
246/316 [======================>.......] - ETA: 4s - loss: 0.4741 - accuracy: 0.7617
247/316 [======================>.......] - ETA: 4s - loss: 0.4740 - accuracy: 0.7621
248/316 [======================>.......] - ETA: 4s - loss: 0.4743 - accuracy: 0.7618
249/316 [======================>.......] - ETA: 4s - loss: 0.4739 - accuracy: 0.7623
250/316 [======================>.......] - ETA: 4s - loss: 0.4740 - accuracy: 0.7620
251/316 [======================>.......] - ETA: 4s - loss: 0.4732 - accuracy: 0.7627
252/316 [======================>.......] - ETA: 4s - loss: 0.4727 - accuracy: 0.7629
253/316 [=======================>......] - ETA: 4s - loss: 0.4726 - accuracy: 0.7626
254/316 [=======================>......] - ETA: 4s - loss: 0.4722 - accuracy: 0.7628
255/316 [=======================>......] - ETA: 4s - loss: 0.4722 - accuracy: 0.7627
256/316 [=======================>......] - ETA: 4s - loss: 0.4723 - accuracy: 0.7622
257/316 [=======================>......] - ETA: 4s - loss: 0.4719 - accuracy: 0.7624
258/316 [=======================>......] - ETA: 4s - loss: 0.4725 - accuracy: 0.7624
259/316 [=======================>......] - ETA: 3s - loss: 0.4722 - accuracy: 0.7625
260/316 [=======================>......] - ETA: 3s - loss: 0.4720 - accuracy: 0.7627
261/316 [=======================>......] - ETA: 3s - loss: 0.4714 - accuracy: 0.7629
262/316 [=======================>......] - ETA: 3s - loss: 0.4721 - accuracy: 0.7622
263/316 [=======================>......] - ETA: 3s - loss: 0.4713 - accuracy: 0.7624
264/316 [========================>.....] - ETA: 3s - loss: 0.4713 - accuracy: 0.7623
265/316 [========================>.....] - ETA: 3s - loss: 0.4707 - accuracy: 0.7627
266/316 [========================>.....] - ETA: 3s - loss: 0.4707 - accuracy: 0.7625
267/316 [========================>.....] - ETA: 3s - loss: 0.4701 - accuracy: 0.7626
268/316 [========================>.....] - ETA: 3s - loss: 0.4708 - accuracy: 0.7626
269/316 [========================>.....] - ETA: 3s - loss: 0.4705 - accuracy: 0.7625
270/316 [========================>.....] - ETA: 3s - loss: 0.4701 - accuracy: 0.7630
271/316 [========================>.....] - ETA: 3s - loss: 0.4698 - accuracy: 0.7634
272/316 [========================>.....] - ETA: 3s - loss: 0.4705 - accuracy: 0.7631
273/316 [========================>.....] - ETA: 2s - loss: 0.4700 - accuracy: 0.7633
274/316 [=========================>....] - ETA: 2s - loss: 0.4702 - accuracy: 0.7635
275/316 [=========================>....] - ETA: 2s - loss: 0.4699 - accuracy: 0.7634
276/316 [=========================>....] - ETA: 2s - loss: 0.4692 - accuracy: 0.7636
277/316 [=========================>....] - ETA: 2s - loss: 0.4685 - accuracy: 0.7642
278/316 [=========================>....] - ETA: 2s - loss: 0.4683 - accuracy: 0.7642
279/316 [=========================>....] - ETA: 2s - loss: 0.4685 - accuracy: 0.7639
280/316 [=========================>....] - ETA: 2s - loss: 0.4681 - accuracy: 0.7638
281/316 [=========================>....] - ETA: 2s - loss: 0.4683 - accuracy: 0.7636
282/316 [=========================>....] - ETA: 2s - loss: 0.4685 - accuracy: 0.7637
283/316 [=========================>....] - ETA: 2s - loss: 0.4683 - accuracy: 0.7637
284/316 [=========================>....] - ETA: 2s - loss: 0.4684 - accuracy: 0.7636
285/316 [==========================>...] - ETA: 2s - loss: 0.4693 - accuracy: 0.7634
286/316 [==========================>...] - ETA: 2s - loss: 0.4688 - accuracy: 0.7640
287/316 [==========================>...] - ETA: 1s - loss: 0.4685 - accuracy: 0.7644
288/316 [==========================>...] - ETA: 1s - loss: 0.4677 - accuracy: 0.7650
289/316 [==========================>...] - ETA: 1s - loss: 0.4670 - accuracy: 0.7658
290/316 [==========================>...] - ETA: 1s - loss: 0.4669 - accuracy: 0.7655
291/316 [==========================>...] - ETA: 1s - loss: 0.4662 - accuracy: 0.7659
292/316 [==========================>...] - ETA: 1s - loss: 0.4663 - accuracy: 0.7661
293/316 [==========================>...] - ETA: 1s - loss: 0.4668 - accuracy: 0.7654
294/316 [==========================>...] - ETA: 1s - loss: 0.4666 - accuracy: 0.7657
295/316 [===========================>..] - ETA: 1s - loss: 0.4657 - accuracy: 0.7663
296/316 [===========================>..] - ETA: 1s - loss: 0.4675 - accuracy: 0.7656
297/316 [===========================>..] - ETA: 1s - loss: 0.4669 - accuracy: 0.7660
298/316 [===========================>..] - ETA: 1s - loss: 0.4661 - accuracy: 0.7666
299/316 [===========================>..] - ETA: 1s - loss: 0.4656 - accuracy: 0.7667
300/316 [===========================>..] - ETA: 1s - loss: 0.4656 - accuracy: 0.7665
301/316 [===========================>..] - ETA: 1s - loss: 0.4655 - accuracy: 0.7662
302/316 [===========================>..] - ETA: 0s - loss: 0.4653 - accuracy: 0.7666
303/316 [===========================>..] - ETA: 0s - loss: 0.4648 - accuracy: 0.7671
304/316 [===========================>..] - ETA: 0s - loss: 0.4641 - accuracy: 0.7675
305/316 [===========================>..] - ETA: 0s - loss: 0.4650 - accuracy: 0.7676
306/316 [============================>.] - ETA: 0s - loss: 0.4660 - accuracy: 0.7672
307/316 [============================>.] - ETA: 0s - loss: 0.4661 - accuracy: 0.7673
308/316 [============================>.] - ETA: 0s - loss: 0.4669 - accuracy: 0.7668
309/316 [============================>.] - ETA: 0s - loss: 0.4667 - accuracy: 0.7670
310/316 [============================>.] - ETA: 0s - loss: 0.4663 - accuracy: 0.7675
311/316 [============================>.] - ETA: 0s - loss: 0.4665 - accuracy: 0.7673
312/316 [============================>.] - ETA: 0s - loss: 0.4661 - accuracy: 0.7676
313/316 [============================>.] - ETA: 0s - loss: 0.4655 - accuracy: 0.7680
314/316 [============================>.] - ETA: 0s - loss: 0.4661 - accuracy: 0.7675
315/316 [============================>.] - ETA: 0s - loss: 0.4658 - accuracy: 0.7681
316/316 [==============================] - 21s 67ms/step - loss: 0.4663 - accuracy: 0.7677

316/316 [==============================] - 22s 70ms/step - loss: 0.4663 - accuracy: 0.7677 - val_loss: 0.2182 - val_accuracy: 0.9303
Epoch 5/100

  1/316 [..............................] - ETA: 16s - loss: 0.5888 - accuracy: 0.6250
  2/316 [..............................] - ETA: 16s - loss: 0.5114 - accuracy: 0.6875
  3/316 [..............................] - ETA: 16s - loss: 0.5610 - accuracy: 0.6667
  4/316 [..............................] - ETA: 16s - loss: 0.5446 - accuracy: 0.6875
  5/316 [..............................] - ETA: 16s - loss: 0.5099 - accuracy: 0.7250
  6/316 [..............................] - ETA: 16s - loss: 0.5097 - accuracy: 0.7188
  7/316 [..............................] - ETA: 16s - loss: 0.5141 - accuracy: 0.7054
  8/316 [..............................] - ETA: 16s - loss: 0.5024 - accuracy: 0.7266
  9/316 [..............................] - ETA: 16s - loss: 0.4896 - accuracy: 0.7361
 10/316 [..............................] - ETA: 16s - loss: 0.5012 - accuracy: 0.7375
 11/316 [>.............................] - ETA: 16s - loss: 0.4884 - accuracy: 0.7500
 12/316 [>.............................] - ETA: 16s - loss: 0.5060 - accuracy: 0.7396
 13/316 [>.............................] - ETA: 16s - loss: 0.5167 - accuracy: 0.7356
 14/316 [>.............................] - ETA: 15s - loss: 0.5172 - accuracy: 0.7321
 15/316 [>.............................] - ETA: 15s - loss: 0.5055 - accuracy: 0.7417
 16/316 [>.............................] - ETA: 15s - loss: 0.5078 - accuracy: 0.7344
 17/316 [>.............................] - ETA: 15s - loss: 0.4958 - accuracy: 0.7390
 18/316 [>.............................] - ETA: 15s - loss: 0.4769 - accuracy: 0.7535
 19/316 [>.............................] - ETA: 15s - loss: 0.4810 - accuracy: 0.7500
 20/316 [>.............................] - ETA: 15s - loss: 0.4876 - accuracy: 0.7437
 21/316 [>.............................] - ETA: 15s - loss: 0.4850 - accuracy: 0.7440
 22/316 [=>............................] - ETA: 15s - loss: 0.4838 - accuracy: 0.7472
 23/316 [=>............................] - ETA: 15s - loss: 0.4866 - accuracy: 0.7391
 24/316 [=>............................] - ETA: 15s - loss: 0.4932 - accuracy: 0.7370
 25/316 [=>............................] - ETA: 15s - loss: 0.4906 - accuracy: 0.7475
 26/316 [=>............................] - ETA: 15s - loss: 0.4875 - accuracy: 0.7500
 27/316 [=>............................] - ETA: 15s - loss: 0.4836 - accuracy: 0.7546
 28/316 [=>............................] - ETA: 15s - loss: 0.4894 - accuracy: 0.7545
 29/316 [=>............................] - ETA: 15s - loss: 0.4894 - accuracy: 0.7522
 30/316 [=>............................] - ETA: 15s - loss: 0.4845 - accuracy: 0.7563
 31/316 [=>............................] - ETA: 15s - loss: 0.4874 - accuracy: 0.7560
 32/316 [==>...........................] - ETA: 15s - loss: 0.4855 - accuracy: 0.7539
 33/316 [==>...........................] - ETA: 15s - loss: 0.4880 - accuracy: 0.7500
 34/316 [==>...........................] - ETA: 15s - loss: 0.4908 - accuracy: 0.7500
 35/316 [==>...........................] - ETA: 15s - loss: 0.4896 - accuracy: 0.7518
 36/316 [==>...........................] - ETA: 14s - loss: 0.4898 - accuracy: 0.7483
 37/316 [==>...........................] - ETA: 14s - loss: 0.4896 - accuracy: 0.7483
 38/316 [==>...........................] - ETA: 14s - loss: 0.4909 - accuracy: 0.7467
 39/316 [==>...........................] - ETA: 14s - loss: 0.4899 - accuracy: 0.7516
 40/316 [==>...........................] - ETA: 14s - loss: 0.4875 - accuracy: 0.7547
 41/316 [==>...........................] - ETA: 14s - loss: 0.4859 - accuracy: 0.7561
 42/316 [==>...........................] - ETA: 14s - loss: 0.4897 - accuracy: 0.7560
 43/316 [===>..........................] - ETA: 14s - loss: 0.4885 - accuracy: 0.7573
 44/316 [===>..........................] - ETA: 14s - loss: 0.4884 - accuracy: 0.7571
 45/316 [===>..........................] - ETA: 14s - loss: 0.4914 - accuracy: 0.7556
 46/316 [===>..........................] - ETA: 14s - loss: 0.4874 - accuracy: 0.7582
 47/316 [===>..........................] - ETA: 14s - loss: 0.4896 - accuracy: 0.7566
 48/316 [===>..........................] - ETA: 14s - loss: 0.4873 - accuracy: 0.7591
 49/316 [===>..........................] - ETA: 14s - loss: 0.4847 - accuracy: 0.7615
 50/316 [===>..........................] - ETA: 14s - loss: 0.4868 - accuracy: 0.7588
 51/316 [===>..........................] - ETA: 14s - loss: 0.4845 - accuracy: 0.7623
 52/316 [===>..........................] - ETA: 14s - loss: 0.4805 - accuracy: 0.7644
 53/316 [====>.........................] - ETA: 14s - loss: 0.4773 - accuracy: 0.7653
 54/316 [====>.........................] - ETA: 14s - loss: 0.4762 - accuracy: 0.7650
 55/316 [====>.........................] - ETA: 14s - loss: 0.4766 - accuracy: 0.7648
 56/316 [====>.........................] - ETA: 13s - loss: 0.4722 - accuracy: 0.7679
 57/316 [====>.........................] - ETA: 13s - loss: 0.4728 - accuracy: 0.7664
 58/316 [====>.........................] - ETA: 13s - loss: 0.4712 - accuracy: 0.7672
 59/316 [====>.........................] - ETA: 13s - loss: 0.4670 - accuracy: 0.7680
 60/316 [====>.........................] - ETA: 13s - loss: 0.4689 - accuracy: 0.7698
 61/316 [====>.........................] - ETA: 13s - loss: 0.4667 - accuracy: 0.7695
 62/316 [====>.........................] - ETA: 13s - loss: 0.4646 - accuracy: 0.7712
 63/316 [====>.........................] - ETA: 13s - loss: 0.4607 - accuracy: 0.7738
 64/316 [=====>........................] - ETA: 13s - loss: 0.4691 - accuracy: 0.7705
 65/316 [=====>........................] - ETA: 13s - loss: 0.4711 - accuracy: 0.7702
 66/316 [=====>........................] - ETA: 13s - loss: 0.4695 - accuracy: 0.7718
 67/316 [=====>........................] - ETA: 13s - loss: 0.4694 - accuracy: 0.7724
 68/316 [=====>........................] - ETA: 13s - loss: 0.4672 - accuracy: 0.7748
 69/316 [=====>........................] - ETA: 13s - loss: 0.4658 - accuracy: 0.7745
 70/316 [=====>........................] - ETA: 13s - loss: 0.4657 - accuracy: 0.7741
 71/316 [=====>........................] - ETA: 13s - loss: 0.4662 - accuracy: 0.7738
 72/316 [=====>........................] - ETA: 13s - loss: 0.4685 - accuracy: 0.7700
 73/316 [=====>........................] - ETA: 13s - loss: 0.4699 - accuracy: 0.7680
 74/316 [======>.......................] - ETA: 13s - loss: 0.4710 - accuracy: 0.7652
 75/316 [======>.......................] - ETA: 13s - loss: 0.4727 - accuracy: 0.7642
 76/316 [======>.......................] - ETA: 12s - loss: 0.4718 - accuracy: 0.7656
 77/316 [======>.......................] - ETA: 12s - loss: 0.4697 - accuracy: 0.7679
 78/316 [======>.......................] - ETA: 12s - loss: 0.4687 - accuracy: 0.7684
 79/316 [======>.......................] - ETA: 12s - loss: 0.4698 - accuracy: 0.7674
 80/316 [======>.......................] - ETA: 12s - loss: 0.4695 - accuracy: 0.7664
 81/316 [======>.......................] - ETA: 12s - loss: 0.4675 - accuracy: 0.7677
 82/316 [======>.......................] - ETA: 12s - loss: 0.4684 - accuracy: 0.7668
 83/316 [======>.......................] - ETA: 12s - loss: 0.4686 - accuracy: 0.7681
 84/316 [======>.......................] - ETA: 12s - loss: 0.4696 - accuracy: 0.7664
 85/316 [=======>......................] - ETA: 12s - loss: 0.4695 - accuracy: 0.7662
 86/316 [=======>......................] - ETA: 12s - loss: 0.4727 - accuracy: 0.7653
 87/316 [=======>......................] - ETA: 12s - loss: 0.4739 - accuracy: 0.7644
 88/316 [=======>......................] - ETA: 12s - loss: 0.4721 - accuracy: 0.7656
 89/316 [=======>......................] - ETA: 12s - loss: 0.4725 - accuracy: 0.7647
 90/316 [=======>......................] - ETA: 12s - loss: 0.4713 - accuracy: 0.7660
 91/316 [=======>......................] - ETA: 12s - loss: 0.4688 - accuracy: 0.7672
 92/316 [=======>......................] - ETA: 12s - loss: 0.4700 - accuracy: 0.7663
 93/316 [=======>......................] - ETA: 12s - loss: 0.4710 - accuracy: 0.7668
 94/316 [=======>......................] - ETA: 11s - loss: 0.4723 - accuracy: 0.7660
 95/316 [========>.....................] - ETA: 11s - loss: 0.4719 - accuracy: 0.7664
 96/316 [========>.....................] - ETA: 11s - loss: 0.4721 - accuracy: 0.7650
 97/316 [========>.....................] - ETA: 11s - loss: 0.4708 - accuracy: 0.7655
 98/316 [========>.....................] - ETA: 11s - loss: 0.4709 - accuracy: 0.7666
 99/316 [========>.....................] - ETA: 11s - loss: 0.4702 - accuracy: 0.7677
100/316 [========>.....................] - ETA: 11s - loss: 0.4699 - accuracy: 0.7681
101/316 [========>.....................] - ETA: 11s - loss: 0.4723 - accuracy: 0.7667
102/316 [========>.....................] - ETA: 11s - loss: 0.4731 - accuracy: 0.7672
103/316 [========>.....................] - ETA: 11s - loss: 0.4726 - accuracy: 0.7682
104/316 [========>.....................] - ETA: 11s - loss: 0.4715 - accuracy: 0.7686
105/316 [========>.....................] - ETA: 11s - loss: 0.4708 - accuracy: 0.7696
106/316 [=========>....................] - ETA: 11s - loss: 0.4690 - accuracy: 0.7712
107/316 [=========>....................] - ETA: 11s - loss: 0.4679 - accuracy: 0.7710
108/316 [=========>....................] - ETA: 11s - loss: 0.4710 - accuracy: 0.7691
109/316 [=========>....................] - ETA: 11s - loss: 0.4684 - accuracy: 0.7712
110/316 [=========>....................] - ETA: 11s - loss: 0.4692 - accuracy: 0.7710
111/316 [=========>....................] - ETA: 11s - loss: 0.4683 - accuracy: 0.7720
112/316 [=========>....................] - ETA: 11s - loss: 0.4678 - accuracy: 0.7718
113/316 [=========>....................] - ETA: 10s - loss: 0.4667 - accuracy: 0.7727
114/316 [=========>....................] - ETA: 10s - loss: 0.4656 - accuracy: 0.7736
115/316 [=========>....................] - ETA: 10s - loss: 0.4652 - accuracy: 0.7739
116/316 [==========>...................] - ETA: 10s - loss: 0.4640 - accuracy: 0.7742
117/316 [==========>...................] - ETA: 10s - loss: 0.4637 - accuracy: 0.7740
118/316 [==========>...................] - ETA: 10s - loss: 0.4626 - accuracy: 0.7754
119/316 [==========>...................] - ETA: 10s - loss: 0.4606 - accuracy: 0.7773
120/316 [==========>...................] - ETA: 10s - loss: 0.4607 - accuracy: 0.7771
121/316 [==========>...................] - ETA: 10s - loss: 0.4604 - accuracy: 0.7774
122/316 [==========>...................] - ETA: 10s - loss: 0.4594 - accuracy: 0.7777
123/316 [==========>...................] - ETA: 10s - loss: 0.4599 - accuracy: 0.7779
124/316 [==========>...................] - ETA: 10s - loss: 0.4593 - accuracy: 0.7787
125/316 [==========>...................] - ETA: 10s - loss: 0.4578 - accuracy: 0.7790
126/316 [==========>...................] - ETA: 10s - loss: 0.4565 - accuracy: 0.7798
127/316 [===========>..................] - ETA: 10s - loss: 0.4551 - accuracy: 0.7805
128/316 [===========>..................] - ETA: 10s - loss: 0.4537 - accuracy: 0.7808
129/316 [===========>..................] - ETA: 10s - loss: 0.4548 - accuracy: 0.7805
130/316 [===========>..................] - ETA: 10s - loss: 0.4553 - accuracy: 0.7808
131/316 [===========>..................] - ETA: 10s - loss: 0.4564 - accuracy: 0.7801
132/316 [===========>..................] - ETA: 9s - loss: 0.4565 - accuracy: 0.7803 
133/316 [===========>..................] - ETA: 9s - loss: 0.4570 - accuracy: 0.7796
134/316 [===========>..................] - ETA: 9s - loss: 0.4604 - accuracy: 0.7775
135/316 [===========>..................] - ETA: 9s - loss: 0.4616 - accuracy: 0.7769
136/316 [===========>..................] - ETA: 9s - loss: 0.4625 - accuracy: 0.7767
137/316 [============>.................] - ETA: 9s - loss: 0.4613 - accuracy: 0.7769
138/316 [============>.................] - ETA: 9s - loss: 0.4599 - accuracy: 0.7781
139/316 [============>.................] - ETA: 9s - loss: 0.4595 - accuracy: 0.7788
140/316 [============>.................] - ETA: 9s - loss: 0.4587 - accuracy: 0.7795
141/316 [============>.................] - ETA: 9s - loss: 0.4582 - accuracy: 0.7806
142/316 [============>.................] - ETA: 9s - loss: 0.4581 - accuracy: 0.7804
143/316 [============>.................] - ETA: 9s - loss: 0.4579 - accuracy: 0.7810
144/316 [============>.................] - ETA: 9s - loss: 0.4573 - accuracy: 0.7812
145/316 [============>.................] - ETA: 9s - loss: 0.4581 - accuracy: 0.7797
146/316 [============>.................] - ETA: 9s - loss: 0.4581 - accuracy: 0.7800
147/316 [============>.................] - ETA: 9s - loss: 0.4582 - accuracy: 0.7789
148/316 [=============>................] - ETA: 9s - loss: 0.4577 - accuracy: 0.7796
149/316 [=============>................] - ETA: 9s - loss: 0.4579 - accuracy: 0.7781
150/316 [=============>................] - ETA: 9s - loss: 0.4617 - accuracy: 0.7767
151/316 [=============>................] - ETA: 8s - loss: 0.4611 - accuracy: 0.7769
152/316 [=============>................] - ETA: 8s - loss: 0.4607 - accuracy: 0.7771
153/316 [=============>................] - ETA: 8s - loss: 0.4608 - accuracy: 0.7774
154/316 [=============>................] - ETA: 8s - loss: 0.4628 - accuracy: 0.7764
155/316 [=============>................] - ETA: 8s - loss: 0.4636 - accuracy: 0.7770
156/316 [=============>................] - ETA: 8s - loss: 0.4656 - accuracy: 0.7752
157/316 [=============>................] - ETA: 8s - loss: 0.4655 - accuracy: 0.7755
158/316 [==============>...............] - ETA: 8s - loss: 0.4654 - accuracy: 0.7757
159/316 [==============>...............] - ETA: 8s - loss: 0.4656 - accuracy: 0.7759
160/316 [==============>...............] - ETA: 8s - loss: 0.4665 - accuracy: 0.7746
161/316 [==============>...............] - ETA: 8s - loss: 0.4651 - accuracy: 0.7760
162/316 [==============>...............] - ETA: 8s - loss: 0.4654 - accuracy: 0.7758
163/316 [==============>...............] - ETA: 8s - loss: 0.4647 - accuracy: 0.7765
164/316 [==============>...............] - ETA: 8s - loss: 0.4649 - accuracy: 0.7759
165/316 [==============>...............] - ETA: 8s - loss: 0.4648 - accuracy: 0.7761
166/316 [==============>...............] - ETA: 8s - loss: 0.4647 - accuracy: 0.7767
167/316 [==============>...............] - ETA: 8s - loss: 0.4637 - accuracy: 0.7773
168/316 [==============>...............] - ETA: 8s - loss: 0.4637 - accuracy: 0.7775
169/316 [===============>..............] - ETA: 7s - loss: 0.4628 - accuracy: 0.7785
170/316 [===============>..............] - ETA: 7s - loss: 0.4620 - accuracy: 0.7790
171/316 [===============>..............] - ETA: 7s - loss: 0.4606 - accuracy: 0.7796
172/316 [===============>..............] - ETA: 7s - loss: 0.4621 - accuracy: 0.7791
173/316 [===============>..............] - ETA: 7s - loss: 0.4628 - accuracy: 0.7785
174/316 [===============>..............] - ETA: 7s - loss: 0.4622 - accuracy: 0.7791
175/316 [===============>..............] - ETA: 7s - loss: 0.4611 - accuracy: 0.7796
176/316 [===============>..............] - ETA: 7s - loss: 0.4612 - accuracy: 0.7788
177/316 [===============>..............] - ETA: 7s - loss: 0.4596 - accuracy: 0.7797
178/316 [===============>..............] - ETA: 7s - loss: 0.4589 - accuracy: 0.7795
179/316 [===============>..............] - ETA: 7s - loss: 0.4586 - accuracy: 0.7800
180/316 [================>.............] - ETA: 7s - loss: 0.4586 - accuracy: 0.7799
181/316 [================>.............] - ETA: 7s - loss: 0.4594 - accuracy: 0.7794
182/316 [================>.............] - ETA: 7s - loss: 0.4595 - accuracy: 0.7792
183/316 [================>.............] - ETA: 7s - loss: 0.4587 - accuracy: 0.7801
184/316 [================>.............] - ETA: 7s - loss: 0.4584 - accuracy: 0.7799
185/316 [================>.............] - ETA: 7s - loss: 0.4579 - accuracy: 0.7801
186/316 [================>.............] - ETA: 7s - loss: 0.4582 - accuracy: 0.7796
187/316 [================>.............] - ETA: 7s - loss: 0.4572 - accuracy: 0.7804
188/316 [================>.............] - ETA: 6s - loss: 0.4568 - accuracy: 0.7803
189/316 [================>.............] - ETA: 6s - loss: 0.4562 - accuracy: 0.7804
190/316 [=================>............] - ETA: 6s - loss: 0.4566 - accuracy: 0.7806
191/316 [=================>............] - ETA: 6s - loss: 0.4560 - accuracy: 0.7814
192/316 [=================>............] - ETA: 6s - loss: 0.4562 - accuracy: 0.7819
193/316 [=================>............] - ETA: 6s - loss: 0.4566 - accuracy: 0.7817
194/316 [=================>............] - ETA: 6s - loss: 0.4558 - accuracy: 0.7822
195/316 [=================>............] - ETA: 6s - loss: 0.4558 - accuracy: 0.7830
196/316 [=================>............] - ETA: 6s - loss: 0.4553 - accuracy: 0.7835
197/316 [=================>............] - ETA: 6s - loss: 0.4571 - accuracy: 0.7830
198/316 [=================>............] - ETA: 6s - loss: 0.4568 - accuracy: 0.7828
199/316 [=================>............] - ETA: 6s - loss: 0.4576 - accuracy: 0.7827
200/316 [=================>............] - ETA: 6s - loss: 0.4581 - accuracy: 0.7822
201/316 [==================>...........] - ETA: 6s - loss: 0.4577 - accuracy: 0.7820
202/316 [==================>...........] - ETA: 6s - loss: 0.4571 - accuracy: 0.7828
203/316 [==================>...........] - ETA: 6s - loss: 0.4563 - accuracy: 0.7839
204/316 [==================>...........] - ETA: 6s - loss: 0.4562 - accuracy: 0.7837
205/316 [==================>...........] - ETA: 6s - loss: 0.4568 - accuracy: 0.7832
206/316 [==================>...........] - ETA: 5s - loss: 0.4582 - accuracy: 0.7819
207/316 [==================>...........] - ETA: 5s - loss: 0.4585 - accuracy: 0.7817
208/316 [==================>...........] - ETA: 5s - loss: 0.4587 - accuracy: 0.7816
209/316 [==================>...........] - ETA: 5s - loss: 0.4581 - accuracy: 0.7823
210/316 [==================>...........] - ETA: 5s - loss: 0.4582 - accuracy: 0.7818
211/316 [===================>..........] - ETA: 5s - loss: 0.4583 - accuracy: 0.7817
212/316 [===================>..........] - ETA: 5s - loss: 0.4585 - accuracy: 0.7812
213/316 [===================>..........] - ETA: 5s - loss: 0.4584 - accuracy: 0.7811
214/316 [===================>..........] - ETA: 5s - loss: 0.4583 - accuracy: 0.7815
215/316 [===================>..........] - ETA: 5s - loss: 0.4584 - accuracy: 0.7811
216/316 [===================>..........] - ETA: 5s - loss: 0.4583 - accuracy: 0.7812
217/316 [===================>..........] - ETA: 5s - loss: 0.4578 - accuracy: 0.7817
218/316 [===================>..........] - ETA: 5s - loss: 0.4577 - accuracy: 0.7821
219/316 [===================>..........] - ETA: 5s - loss: 0.4575 - accuracy: 0.7817
220/316 [===================>..........] - ETA: 5s - loss: 0.4569 - accuracy: 0.7815
221/316 [===================>..........] - ETA: 5s - loss: 0.4565 - accuracy: 0.7817
222/316 [====================>.........] - ETA: 5s - loss: 0.4563 - accuracy: 0.7821
223/316 [====================>.........] - ETA: 5s - loss: 0.4554 - accuracy: 0.7825
224/316 [====================>.........] - ETA: 5s - loss: 0.4552 - accuracy: 0.7826
225/316 [====================>.........] - ETA: 4s - loss: 0.4558 - accuracy: 0.7822
226/316 [====================>.........] - ETA: 4s - loss: 0.4557 - accuracy: 0.7821
227/316 [====================>.........] - ETA: 4s - loss: 0.4551 - accuracy: 0.7825
228/316 [====================>.........] - ETA: 4s - loss: 0.4547 - accuracy: 0.7826
229/316 [====================>.........] - ETA: 4s - loss: 0.4569 - accuracy: 0.7822
230/316 [====================>.........] - ETA: 4s - loss: 0.4573 - accuracy: 0.7821
231/316 [====================>.........] - ETA: 4s - loss: 0.4568 - accuracy: 0.7819
232/316 [=====================>........] - ETA: 4s - loss: 0.4557 - accuracy: 0.7821
233/316 [=====================>........] - ETA: 4s - loss: 0.4558 - accuracy: 0.7819
234/316 [=====================>........] - ETA: 4s - loss: 0.4551 - accuracy: 0.7821
235/316 [=====================>........] - ETA: 4s - loss: 0.4553 - accuracy: 0.7819
236/316 [=====================>........] - ETA: 4s - loss: 0.4560 - accuracy: 0.7815
237/316 [=====================>........] - ETA: 4s - loss: 0.4551 - accuracy: 0.7824
238/316 [=====================>........] - ETA: 4s - loss: 0.4552 - accuracy: 0.7826
239/316 [=====================>........] - ETA: 4s - loss: 0.4549 - accuracy: 0.7827
240/316 [=====================>........] - ETA: 4s - loss: 0.4550 - accuracy: 0.7826
241/316 [=====================>........] - ETA: 4s - loss: 0.4551 - accuracy: 0.7824
242/316 [=====================>........] - ETA: 4s - loss: 0.4551 - accuracy: 0.7823
243/316 [======================>.......] - ETA: 3s - loss: 0.4556 - accuracy: 0.7819
244/316 [======================>.......] - ETA: 3s - loss: 0.4561 - accuracy: 0.7812
245/316 [======================>.......] - ETA: 3s - loss: 0.4565 - accuracy: 0.7814
246/316 [======================>.......] - ETA: 3s - loss: 0.4561 - accuracy: 0.7820
247/316 [======================>.......] - ETA: 3s - loss: 0.4561 - accuracy: 0.7821
248/316 [======================>.......] - ETA: 3s - loss: 0.4557 - accuracy: 0.7825
249/316 [======================>.......] - ETA: 3s - loss: 0.4555 - accuracy: 0.7824
250/316 [======================>.......] - ETA: 3s - loss: 0.4557 - accuracy: 0.7820
251/316 [======================>.......] - ETA: 3s - loss: 0.4556 - accuracy: 0.7821
252/316 [======================>.......] - ETA: 3s - loss: 0.4558 - accuracy: 0.7820
253/316 [=======================>......] - ETA: 3s - loss: 0.4560 - accuracy: 0.7821
254/316 [=======================>......] - ETA: 3s - loss: 0.4561 - accuracy: 0.7820
255/316 [=======================>......] - ETA: 3s - loss: 0.4558 - accuracy: 0.7821
256/316 [=======================>......] - ETA: 3s - loss: 0.4565 - accuracy: 0.7815
257/316 [=======================>......] - ETA: 3s - loss: 0.4559 - accuracy: 0.7816
258/316 [=======================>......] - ETA: 3s - loss: 0.4565 - accuracy: 0.7812
259/316 [=======================>......] - ETA: 3s - loss: 0.4557 - accuracy: 0.7816
260/316 [=======================>......] - ETA: 3s - loss: 0.4571 - accuracy: 0.7808
261/316 [=======================>......] - ETA: 3s - loss: 0.4576 - accuracy: 0.7802
262/316 [=======================>......] - ETA: 2s - loss: 0.4574 - accuracy: 0.7805
263/316 [=======================>......] - ETA: 2s - loss: 0.4577 - accuracy: 0.7804
264/316 [========================>.....] - ETA: 2s - loss: 0.4571 - accuracy: 0.7808
265/316 [========================>.....] - ETA: 2s - loss: 0.4566 - accuracy: 0.7811
266/316 [========================>.....] - ETA: 2s - loss: 0.4571 - accuracy: 0.7803
267/316 [========================>.....] - ETA: 2s - loss: 0.4568 - accuracy: 0.7804
268/316 [========================>.....] - ETA: 2s - loss: 0.4566 - accuracy: 0.7808
269/316 [========================>.....] - ETA: 2s - loss: 0.4565 - accuracy: 0.7809
270/316 [========================>.....] - ETA: 2s - loss: 0.4556 - accuracy: 0.7817
271/316 [========================>.....] - ETA: 2s - loss: 0.4555 - accuracy: 0.7818
272/316 [========================>.....] - ETA: 2s - loss: 0.4554 - accuracy: 0.7822
273/316 [========================>.....] - ETA: 2s - loss: 0.4557 - accuracy: 0.7816
274/316 [=========================>....] - ETA: 2s - loss: 0.4556 - accuracy: 0.7817
275/316 [=========================>....] - ETA: 2s - loss: 0.4555 - accuracy: 0.7816
276/316 [=========================>....] - ETA: 2s - loss: 0.4559 - accuracy: 0.7815
277/316 [=========================>....] - ETA: 2s - loss: 0.4556 - accuracy: 0.7818
278/316 [=========================>....] - ETA: 2s - loss: 0.4558 - accuracy: 0.7815
279/316 [=========================>....] - ETA: 2s - loss: 0.4559 - accuracy: 0.7818
280/316 [=========================>....] - ETA: 1s - loss: 0.4559 - accuracy: 0.7815
281/316 [=========================>....] - ETA: 1s - loss: 0.4558 - accuracy: 0.7809
282/316 [=========================>....] - ETA: 1s - loss: 0.4573 - accuracy: 0.7806
283/316 [=========================>....] - ETA: 1s - loss: 0.4567 - accuracy: 0.7807
284/316 [=========================>....] - ETA: 1s - loss: 0.4566 - accuracy: 0.7804
285/316 [==========================>...] - ETA: 1s - loss: 0.4563 - accuracy: 0.7805
286/316 [==========================>...] - ETA: 1s - loss: 0.4562 - accuracy: 0.7797
287/316 [==========================>...] - ETA: 1s - loss: 0.4559 - accuracy: 0.7796
288/316 [==========================>...] - ETA: 1s - loss: 0.4554 - accuracy: 0.7799
289/316 [==========================>...] - ETA: 1s - loss: 0.4556 - accuracy: 0.7796
290/316 [==========================>...] - ETA: 1s - loss: 0.4546 - accuracy: 0.7802
291/316 [==========================>...] - ETA: 1s - loss: 0.4545 - accuracy: 0.7799
292/316 [==========================>...] - ETA: 1s - loss: 0.4538 - accuracy: 0.7804
293/316 [==========================>...] - ETA: 1s - loss: 0.4533 - accuracy: 0.7807
294/316 [==========================>...] - ETA: 1s - loss: 0.4532 - accuracy: 0.7810
295/316 [===========================>..] - ETA: 1s - loss: 0.4530 - accuracy: 0.7809
296/316 [===========================>..] - ETA: 1s - loss: 0.4524 - accuracy: 0.7812
297/316 [===========================>..] - ETA: 1s - loss: 0.4521 - accuracy: 0.7816
298/316 [===========================>..] - ETA: 0s - loss: 0.4519 - accuracy: 0.7812
299/316 [===========================>..] - ETA: 0s - loss: 0.4515 - accuracy: 0.7814
300/316 [===========================>..] - ETA: 0s - loss: 0.4521 - accuracy: 0.7812
301/316 [===========================>..] - ETA: 0s - loss: 0.4528 - accuracy: 0.7811
302/316 [===========================>..] - ETA: 0s - loss: 0.4530 - accuracy: 0.7810
303/316 [===========================>..] - ETA: 0s - loss: 0.4526 - accuracy: 0.7811
304/316 [===========================>..] - ETA: 0s - loss: 0.4524 - accuracy: 0.7812
305/316 [===========================>..] - ETA: 0s - loss: 0.4518 - accuracy: 0.7818
306/316 [============================>.] - ETA: 0s - loss: 0.4522 - accuracy: 0.7817
307/316 [============================>.] - ETA: 0s - loss: 0.4515 - accuracy: 0.7820
308/316 [============================>.] - ETA: 0s - loss: 0.4507 - accuracy: 0.7825
309/316 [============================>.] - ETA: 0s - loss: 0.4509 - accuracy: 0.7824
310/316 [============================>.] - ETA: 0s - loss: 0.4528 - accuracy: 0.7817
311/316 [============================>.] - ETA: 0s - loss: 0.4530 - accuracy: 0.7814
312/316 [============================>.] - ETA: 0s - loss: 0.4534 - accuracy: 0.7812
313/316 [============================>.] - ETA: 0s - loss: 0.4543 - accuracy: 0.7808
314/316 [============================>.] - ETA: 0s - loss: 0.4546 - accuracy: 0.7803
315/316 [============================>.] - ETA: 0s - loss: 0.4546 - accuracy: 0.7806
316/316 [==============================] - 17s 55ms/step - loss: 0.4546 - accuracy: 0.7806

316/316 [==============================] - 18s 58ms/step - loss: 0.4546 - accuracy: 0.7806 - val_loss: 0.3605 - val_accuracy: 0.9200
Epoch 6/100

  1/316 [..............................] - ETA: 16s - loss: 0.4838 - accuracy: 0.6875
  2/316 [..............................] - ETA: 17s - loss: 0.4389 - accuracy: 0.7500
  3/316 [..............................] - ETA: 17s - loss: 0.4288 - accuracy: 0.7917
  4/316 [..............................] - ETA: 17s - loss: 0.4408 - accuracy: 0.8125
  5/316 [..............................] - ETA: 16s - loss: 0.4734 - accuracy: 0.7750
  6/316 [..............................] - ETA: 16s - loss: 0.4752 - accuracy: 0.7812
  7/316 [..............................] - ETA: 16s - loss: 0.4703 - accuracy: 0.7857
  8/316 [..............................] - ETA: 16s - loss: 0.4666 - accuracy: 0.7891
  9/316 [..............................] - ETA: 16s - loss: 0.4755 - accuracy: 0.7778
 10/316 [..............................] - ETA: 16s - loss: 0.4851 - accuracy: 0.7625
 11/316 [>.............................] - ETA: 16s - loss: 0.4759 - accuracy: 0.7670
 12/316 [>.............................] - ETA: 16s - loss: 0.4721 - accuracy: 0.7656
 13/316 [>.............................] - ETA: 16s - loss: 0.4724 - accuracy: 0.7596
 14/316 [>.............................] - ETA: 16s - loss: 0.4830 - accuracy: 0.7634
 15/316 [>.............................] - ETA: 16s - loss: 0.4852 - accuracy: 0.7583
 16/316 [>.............................] - ETA: 16s - loss: 0.4871 - accuracy: 0.7578
 17/316 [>.............................] - ETA: 16s - loss: 0.4843 - accuracy: 0.7647
 18/316 [>.............................] - ETA: 16s - loss: 0.4909 - accuracy: 0.7569
 19/316 [>.............................] - ETA: 16s - loss: 0.4921 - accuracy: 0.7533
 20/316 [>.............................] - ETA: 16s - loss: 0.4901 - accuracy: 0.7594
 21/316 [>.............................] - ETA: 16s - loss: 0.4851 - accuracy: 0.7560
 22/316 [=>............................] - ETA: 16s - loss: 0.4897 - accuracy: 0.7528
 23/316 [=>............................] - ETA: 16s - loss: 0.4912 - accuracy: 0.7554
 24/316 [=>............................] - ETA: 16s - loss: 0.4906 - accuracy: 0.7552
 25/316 [=>............................] - ETA: 16s - loss: 0.4956 - accuracy: 0.7450
 26/316 [=>............................] - ETA: 16s - loss: 0.4948 - accuracy: 0.7428
 27/316 [=>............................] - ETA: 16s - loss: 0.4920 - accuracy: 0.7477
 28/316 [=>............................] - ETA: 15s - loss: 0.4877 - accuracy: 0.7478
 29/316 [=>............................] - ETA: 15s - loss: 0.4899 - accuracy: 0.7457
 30/316 [=>............................] - ETA: 15s - loss: 0.4896 - accuracy: 0.7479
 31/316 [=>............................] - ETA: 15s - loss: 0.4913 - accuracy: 0.7460
 32/316 [==>...........................] - ETA: 15s - loss: 0.4870 - accuracy: 0.7500
 33/316 [==>...........................] - ETA: 15s - loss: 0.4841 - accuracy: 0.7538
 34/316 [==>...........................] - ETA: 15s - loss: 0.4840 - accuracy: 0.7537
 35/316 [==>...........................] - ETA: 15s - loss: 0.4830 - accuracy: 0.7536
 36/316 [==>...........................] - ETA: 15s - loss: 0.4845 - accuracy: 0.7535
 37/316 [==>...........................] - ETA: 15s - loss: 0.4876 - accuracy: 0.7500
 38/316 [==>...........................] - ETA: 15s - loss: 0.4827 - accuracy: 0.7549
 39/316 [==>...........................] - ETA: 15s - loss: 0.4805 - accuracy: 0.7548
 40/316 [==>...........................] - ETA: 15s - loss: 0.4779 - accuracy: 0.7578
 41/316 [==>...........................] - ETA: 15s - loss: 0.4722 - accuracy: 0.7607
 42/316 [==>...........................] - ETA: 15s - loss: 0.4719 - accuracy: 0.7604
 43/316 [===>..........................] - ETA: 15s - loss: 0.4720 - accuracy: 0.7602
 44/316 [===>..........................] - ETA: 15s - loss: 0.4724 - accuracy: 0.7599
 45/316 [===>..........................] - ETA: 15s - loss: 0.4685 - accuracy: 0.7639
 46/316 [===>..........................] - ETA: 15s - loss: 0.4669 - accuracy: 0.7663
 47/316 [===>..........................] - ETA: 15s - loss: 0.4693 - accuracy: 0.7660
 48/316 [===>..........................] - ETA: 14s - loss: 0.4711 - accuracy: 0.7656
 49/316 [===>..........................] - ETA: 14s - loss: 0.4685 - accuracy: 0.7679
 50/316 [===>..........................] - ETA: 14s - loss: 0.4652 - accuracy: 0.7700
 51/316 [===>..........................] - ETA: 14s - loss: 0.4640 - accuracy: 0.7684
 52/316 [===>..........................] - ETA: 14s - loss: 0.4636 - accuracy: 0.7668
 53/316 [====>.........................] - ETA: 14s - loss: 0.4595 - accuracy: 0.7689
 54/316 [====>.........................] - ETA: 14s - loss: 0.4583 - accuracy: 0.7685
 55/316 [====>.........................] - ETA: 14s - loss: 0.4563 - accuracy: 0.7693
 56/316 [====>.........................] - ETA: 14s - loss: 0.4583 - accuracy: 0.7679
 57/316 [====>.........................] - ETA: 14s - loss: 0.4594 - accuracy: 0.7686
 58/316 [====>.........................] - ETA: 14s - loss: 0.4558 - accuracy: 0.7716
 59/316 [====>.........................] - ETA: 14s - loss: 0.4530 - accuracy: 0.7722
 60/316 [====>.........................] - ETA: 14s - loss: 0.4556 - accuracy: 0.7719
 61/316 [====>.........................] - ETA: 14s - loss: 0.4556 - accuracy: 0.7705
 62/316 [====>.........................] - ETA: 14s - loss: 0.4547 - accuracy: 0.7712
 63/316 [====>.........................] - ETA: 14s - loss: 0.4557 - accuracy: 0.7728
 64/316 [=====>........................] - ETA: 14s - loss: 0.4553 - accuracy: 0.7725
 65/316 [=====>........................] - ETA: 14s - loss: 0.4557 - accuracy: 0.7712
 66/316 [=====>........................] - ETA: 13s - loss: 0.4571 - accuracy: 0.7689
 67/316 [=====>........................] - ETA: 13s - loss: 0.4544 - accuracy: 0.7705
 68/316 [=====>........................] - ETA: 13s - loss: 0.4548 - accuracy: 0.7711
 69/316 [=====>........................] - ETA: 13s - loss: 0.4582 - accuracy: 0.7708
 70/316 [=====>........................] - ETA: 13s - loss: 0.4577 - accuracy: 0.7714
 71/316 [=====>........................] - ETA: 13s - loss: 0.4586 - accuracy: 0.7702
 72/316 [=====>........................] - ETA: 13s - loss: 0.4593 - accuracy: 0.7682
 73/316 [=====>........................] - ETA: 13s - loss: 0.4579 - accuracy: 0.7697
 74/316 [======>.......................] - ETA: 13s - loss: 0.4558 - accuracy: 0.7711
 75/316 [======>.......................] - ETA: 13s - loss: 0.4537 - accuracy: 0.7717
 76/316 [======>.......................] - ETA: 13s - loss: 0.4519 - accuracy: 0.7738
 77/316 [======>.......................] - ETA: 13s - loss: 0.4521 - accuracy: 0.7727
 78/316 [======>.......................] - ETA: 13s - loss: 0.4511 - accuracy: 0.7732
 79/316 [======>.......................] - ETA: 13s - loss: 0.4516 - accuracy: 0.7722
 80/316 [======>.......................] - ETA: 13s - loss: 0.4549 - accuracy: 0.7703
 81/316 [======>.......................] - ETA: 13s - loss: 0.4582 - accuracy: 0.7670
 82/316 [======>.......................] - ETA: 13s - loss: 0.4565 - accuracy: 0.7660
 83/316 [======>.......................] - ETA: 13s - loss: 0.4548 - accuracy: 0.7673
 84/316 [======>.......................] - ETA: 12s - loss: 0.4562 - accuracy: 0.7679
 85/316 [=======>......................] - ETA: 12s - loss: 0.4555 - accuracy: 0.7691
 86/316 [=======>......................] - ETA: 12s - loss: 0.4561 - accuracy: 0.7689
 87/316 [=======>......................] - ETA: 12s - loss: 0.4546 - accuracy: 0.7701
 88/316 [=======>......................] - ETA: 12s - loss: 0.4532 - accuracy: 0.7713
 89/316 [=======>......................] - ETA: 12s - loss: 0.4534 - accuracy: 0.7704
 90/316 [=======>......................] - ETA: 12s - loss: 0.4516 - accuracy: 0.7729
 91/316 [=======>......................] - ETA: 12s - loss: 0.4516 - accuracy: 0.7734
 92/316 [=======>......................] - ETA: 12s - loss: 0.4511 - accuracy: 0.7745
 93/316 [=======>......................] - ETA: 12s - loss: 0.4521 - accuracy: 0.7742
 94/316 [=======>......................] - ETA: 12s - loss: 0.4497 - accuracy: 0.7766
 95/316 [========>.....................] - ETA: 12s - loss: 0.4482 - accuracy: 0.7770
 96/316 [========>.....................] - ETA: 12s - loss: 0.4487 - accuracy: 0.7773
 97/316 [========>.....................] - ETA: 12s - loss: 0.4485 - accuracy: 0.7777
 98/316 [========>.....................] - ETA: 12s - loss: 0.4470 - accuracy: 0.7787
 99/316 [========>.....................] - ETA: 12s - loss: 0.4454 - accuracy: 0.7797
100/316 [========>.....................] - ETA: 12s - loss: 0.4470 - accuracy: 0.7781
101/316 [========>.....................] - ETA: 12s - loss: 0.4467 - accuracy: 0.7785
102/316 [========>.....................] - ETA: 12s - loss: 0.4461 - accuracy: 0.7794
103/316 [========>.....................] - ETA: 11s - loss: 0.4441 - accuracy: 0.7809
104/316 [========>.....................] - ETA: 11s - loss: 0.4428 - accuracy: 0.7812
105/316 [========>.....................] - ETA: 11s - loss: 0.4421 - accuracy: 0.7810
106/316 [=========>....................] - ETA: 11s - loss: 0.4395 - accuracy: 0.7830
107/316 [=========>....................] - ETA: 11s - loss: 0.4395 - accuracy: 0.7827
108/316 [=========>....................] - ETA: 11s - loss: 0.4399 - accuracy: 0.7824
109/316 [=========>....................] - ETA: 11s - loss: 0.4405 - accuracy: 0.7815
110/316 [=========>....................] - ETA: 11s - loss: 0.4401 - accuracy: 0.7818
111/316 [=========>....................] - ETA: 11s - loss: 0.4411 - accuracy: 0.7821
112/316 [=========>....................] - ETA: 11s - loss: 0.4408 - accuracy: 0.7812
113/316 [=========>....................] - ETA: 11s - loss: 0.4416 - accuracy: 0.7815
114/316 [=========>....................] - ETA: 11s - loss: 0.4427 - accuracy: 0.7802
115/316 [=========>....................] - ETA: 11s - loss: 0.4405 - accuracy: 0.7810
116/316 [==========>...................] - ETA: 11s - loss: 0.4430 - accuracy: 0.7802
117/316 [==========>...................] - ETA: 11s - loss: 0.4416 - accuracy: 0.7810
118/316 [==========>...................] - ETA: 11s - loss: 0.4410 - accuracy: 0.7812
119/316 [==========>...................] - ETA: 11s - loss: 0.4420 - accuracy: 0.7810
120/316 [==========>...................] - ETA: 10s - loss: 0.4403 - accuracy: 0.7828
121/316 [==========>...................] - ETA: 10s - loss: 0.4425 - accuracy: 0.7810
122/316 [==========>...................] - ETA: 10s - loss: 0.4429 - accuracy: 0.7807
123/316 [==========>...................] - ETA: 10s - loss: 0.4431 - accuracy: 0.7805
124/316 [==========>...................] - ETA: 10s - loss: 0.4427 - accuracy: 0.7812
125/316 [==========>...................] - ETA: 10s - loss: 0.4430 - accuracy: 0.7815
126/316 [==========>...................] - ETA: 10s - loss: 0.4435 - accuracy: 0.7812
127/316 [===========>..................] - ETA: 10s - loss: 0.4442 - accuracy: 0.7810
128/316 [===========>..................] - ETA: 10s - loss: 0.4457 - accuracy: 0.7808
129/316 [===========>..................] - ETA: 10s - loss: 0.4470 - accuracy: 0.7800
130/316 [===========>..................] - ETA: 10s - loss: 0.4476 - accuracy: 0.7798
131/316 [===========>..................] - ETA: 10s - loss: 0.4480 - accuracy: 0.7796
132/316 [===========>..................] - ETA: 10s - loss: 0.4493 - accuracy: 0.7784
133/316 [===========>..................] - ETA: 10s - loss: 0.4490 - accuracy: 0.7782
134/316 [===========>..................] - ETA: 10s - loss: 0.4490 - accuracy: 0.7785
135/316 [===========>..................] - ETA: 10s - loss: 0.4495 - accuracy: 0.7782
136/316 [===========>..................] - ETA: 10s - loss: 0.4496 - accuracy: 0.7780
137/316 [============>.................] - ETA: 10s - loss: 0.4502 - accuracy: 0.7769
138/316 [============>.................] - ETA: 9s - loss: 0.4506 - accuracy: 0.7758 
139/316 [============>.................] - ETA: 9s - loss: 0.4503 - accuracy: 0.7765
140/316 [============>.................] - ETA: 9s - loss: 0.4492 - accuracy: 0.7768
141/316 [============>.................] - ETA: 9s - loss: 0.4494 - accuracy: 0.7766
142/316 [============>.................] - ETA: 9s - loss: 0.4512 - accuracy: 0.7751
143/316 [============>.................] - ETA: 9s - loss: 0.4512 - accuracy: 0.7745
144/316 [============>.................] - ETA: 9s - loss: 0.4504 - accuracy: 0.7743
145/316 [============>.................] - ETA: 9s - loss: 0.4497 - accuracy: 0.7746
146/316 [============>.................] - ETA: 9s - loss: 0.4494 - accuracy: 0.7753
147/316 [============>.................] - ETA: 9s - loss: 0.4490 - accuracy: 0.7759
148/316 [=============>................] - ETA: 9s - loss: 0.4494 - accuracy: 0.7758
149/316 [=============>................] - ETA: 9s - loss: 0.4495 - accuracy: 0.7756
150/316 [=============>................] - ETA: 9s - loss: 0.4499 - accuracy: 0.7758
151/316 [=============>................] - ETA: 9s - loss: 0.4495 - accuracy: 0.7761
152/316 [=============>................] - ETA: 9s - loss: 0.4484 - accuracy: 0.7767
153/316 [=============>................] - ETA: 9s - loss: 0.4472 - accuracy: 0.7774
154/316 [=============>................] - ETA: 9s - loss: 0.4466 - accuracy: 0.7776
155/316 [=============>................] - ETA: 9s - loss: 0.4464 - accuracy: 0.7778
156/316 [=============>................] - ETA: 8s - loss: 0.4453 - accuracy: 0.7784
157/316 [=============>................] - ETA: 8s - loss: 0.4458 - accuracy: 0.7787
158/316 [==============>...............] - ETA: 8s - loss: 0.4456 - accuracy: 0.7793
159/316 [==============>...............] - ETA: 8s - loss: 0.4447 - accuracy: 0.7803
160/316 [==============>...............] - ETA: 8s - loss: 0.4460 - accuracy: 0.7793
161/316 [==============>...............] - ETA: 8s - loss: 0.4453 - accuracy: 0.7795
162/316 [==============>...............] - ETA: 8s - loss: 0.4460 - accuracy: 0.7793
163/316 [==============>...............] - ETA: 8s - loss: 0.4452 - accuracy: 0.7799
164/316 [==============>...............] - ETA: 8s - loss: 0.4468 - accuracy: 0.7790
165/316 [==============>...............] - ETA: 8s - loss: 0.4471 - accuracy: 0.7784
166/316 [==============>...............] - ETA: 8s - loss: 0.4460 - accuracy: 0.7794
167/316 [==============>...............] - ETA: 8s - loss: 0.4449 - accuracy: 0.7799
168/316 [==============>...............] - ETA: 8s - loss: 0.4441 - accuracy: 0.7805
169/316 [===============>..............] - ETA: 8s - loss: 0.4436 - accuracy: 0.7814
170/316 [===============>..............] - ETA: 8s - loss: 0.4426 - accuracy: 0.7820
171/316 [===============>..............] - ETA: 8s - loss: 0.4432 - accuracy: 0.7818
172/316 [===============>..............] - ETA: 8s - loss: 0.4439 - accuracy: 0.7812
173/316 [===============>..............] - ETA: 8s - loss: 0.4438 - accuracy: 0.7811
174/316 [===============>..............] - ETA: 7s - loss: 0.4433 - accuracy: 0.7816
175/316 [===============>..............] - ETA: 7s - loss: 0.4428 - accuracy: 0.7814
176/316 [===============>..............] - ETA: 7s - loss: 0.4436 - accuracy: 0.7809
177/316 [===============>..............] - ETA: 7s - loss: 0.4437 - accuracy: 0.7807
178/316 [===============>..............] - ETA: 7s - loss: 0.4426 - accuracy: 0.7809
179/316 [===============>..............] - ETA: 7s - loss: 0.4429 - accuracy: 0.7814
180/316 [================>.............] - ETA: 7s - loss: 0.4431 - accuracy: 0.7812
181/316 [================>.............] - ETA: 7s - loss: 0.4442 - accuracy: 0.7804
182/316 [================>.............] - ETA: 7s - loss: 0.4440 - accuracy: 0.7806
183/316 [================>.............] - ETA: 7s - loss: 0.4427 - accuracy: 0.7811
184/316 [================>.............] - ETA: 7s - loss: 0.4428 - accuracy: 0.7809
185/316 [================>.............] - ETA: 7s - loss: 0.4426 - accuracy: 0.7811
186/316 [================>.............] - ETA: 7s - loss: 0.4429 - accuracy: 0.7806
187/316 [================>.............] - ETA: 7s - loss: 0.4428 - accuracy: 0.7804
188/316 [================>.............] - ETA: 7s - loss: 0.4423 - accuracy: 0.7809
189/316 [================>.............] - ETA: 7s - loss: 0.4445 - accuracy: 0.7798
190/316 [=================>............] - ETA: 7s - loss: 0.4445 - accuracy: 0.7799
191/316 [=================>............] - ETA: 7s - loss: 0.4438 - accuracy: 0.7804
192/316 [=================>............] - ETA: 6s - loss: 0.4446 - accuracy: 0.7809
193/316 [=================>............] - ETA: 6s - loss: 0.4435 - accuracy: 0.7817
194/316 [=================>............] - ETA: 6s - loss: 0.4435 - accuracy: 0.7819
195/316 [=================>............] - ETA: 6s - loss: 0.4442 - accuracy: 0.7814
196/316 [=================>............] - ETA: 6s - loss: 0.4440 - accuracy: 0.7816
197/316 [=================>............] - ETA: 6s - loss: 0.4446 - accuracy: 0.7817
198/316 [=================>............] - ETA: 6s - loss: 0.4441 - accuracy: 0.7819
199/316 [=================>............] - ETA: 6s - loss: 0.4452 - accuracy: 0.7814
200/316 [=================>............] - ETA: 6s - loss: 0.4454 - accuracy: 0.7806
201/316 [==================>...........] - ETA: 6s - loss: 0.4458 - accuracy: 0.7799
202/316 [==================>...........] - ETA: 6s - loss: 0.4456 - accuracy: 0.7800
203/316 [==================>...........] - ETA: 6s - loss: 0.4450 - accuracy: 0.7808
204/316 [==================>...........] - ETA: 6s - loss: 0.4448 - accuracy: 0.7809
205/316 [==================>...........] - ETA: 6s - loss: 0.4438 - accuracy: 0.7820
206/316 [==================>...........] - ETA: 6s - loss: 0.4438 - accuracy: 0.7819
207/316 [==================>...........] - ETA: 6s - loss: 0.4429 - accuracy: 0.7823
208/316 [==================>...........] - ETA: 6s - loss: 0.4432 - accuracy: 0.7825
209/316 [==================>...........] - ETA: 6s - loss: 0.4444 - accuracy: 0.7817
210/316 [==================>...........] - ETA: 5s - loss: 0.4471 - accuracy: 0.7807
211/316 [===================>..........] - ETA: 5s - loss: 0.4471 - accuracy: 0.7808
212/316 [===================>..........] - ETA: 5s - loss: 0.4466 - accuracy: 0.7810
213/316 [===================>..........] - ETA: 5s - loss: 0.4465 - accuracy: 0.7811
214/316 [===================>..........] - ETA: 5s - loss: 0.4478 - accuracy: 0.7804
215/316 [===================>..........] - ETA: 5s - loss: 0.4482 - accuracy: 0.7802
216/316 [===================>..........] - ETA: 5s - loss: 0.4490 - accuracy: 0.7795
217/316 [===================>..........] - ETA: 5s - loss: 0.4489 - accuracy: 0.7800
218/316 [===================>..........] - ETA: 5s - loss: 0.4494 - accuracy: 0.7792
219/316 [===================>..........] - ETA: 5s - loss: 0.4490 - accuracy: 0.7794
220/316 [===================>..........] - ETA: 5s - loss: 0.4490 - accuracy: 0.7798
221/316 [===================>..........] - ETA: 5s - loss: 0.4489 - accuracy: 0.7803
222/316 [====================>.........] - ETA: 5s - loss: 0.4486 - accuracy: 0.7807
223/316 [====================>.........] - ETA: 5s - loss: 0.4490 - accuracy: 0.7805
224/316 [====================>.........] - ETA: 5s - loss: 0.4495 - accuracy: 0.7807
225/316 [====================>.........] - ETA: 5s - loss: 0.4492 - accuracy: 0.7806
226/316 [====================>.........] - ETA: 5s - loss: 0.4490 - accuracy: 0.7810
227/316 [====================>.........] - ETA: 4s - loss: 0.4487 - accuracy: 0.7814
228/316 [====================>.........] - ETA: 4s - loss: 0.4505 - accuracy: 0.7802
229/316 [====================>.........] - ETA: 4s - loss: 0.4499 - accuracy: 0.7803
230/316 [====================>.........] - ETA: 4s - loss: 0.4501 - accuracy: 0.7802
231/316 [====================>.........] - ETA: 4s - loss: 0.4501 - accuracy: 0.7806
232/316 [=====================>........] - ETA: 4s - loss: 0.4498 - accuracy: 0.7810
233/316 [=====================>........] - ETA: 4s - loss: 0.4490 - accuracy: 0.7814
234/316 [=====================>........] - ETA: 4s - loss: 0.4489 - accuracy: 0.7810
235/316 [=====================>........] - ETA: 4s - loss: 0.4490 - accuracy: 0.7806
236/316 [=====================>........] - ETA: 4s - loss: 0.4490 - accuracy: 0.7805
237/316 [=====================>........] - ETA: 4s - loss: 0.4478 - accuracy: 0.7811
238/316 [=====================>........] - ETA: 4s - loss: 0.4470 - accuracy: 0.7815
239/316 [=====================>........] - ETA: 4s - loss: 0.4472 - accuracy: 0.7816
240/316 [=====================>........] - ETA: 4s - loss: 0.4465 - accuracy: 0.7823
241/316 [=====================>........] - ETA: 4s - loss: 0.4473 - accuracy: 0.7819
242/316 [=====================>........] - ETA: 4s - loss: 0.4468 - accuracy: 0.7825
243/316 [======================>.......] - ETA: 4s - loss: 0.4474 - accuracy: 0.7827
244/316 [======================>.......] - ETA: 4s - loss: 0.4468 - accuracy: 0.7830
245/316 [======================>.......] - ETA: 3s - loss: 0.4459 - accuracy: 0.7834
246/316 [======================>.......] - ETA: 3s - loss: 0.4449 - accuracy: 0.7843
247/316 [======================>.......] - ETA: 3s - loss: 0.4447 - accuracy: 0.7844
248/316 [======================>.......] - ETA: 3s - loss: 0.4440 - accuracy: 0.7848
249/316 [======================>.......] - ETA: 3s - loss: 0.4441 - accuracy: 0.7844
250/316 [======================>.......] - ETA: 3s - loss: 0.4441 - accuracy: 0.7843
251/316 [======================>.......] - ETA: 3s - loss: 0.4434 - accuracy: 0.7844
252/316 [======================>.......] - ETA: 3s - loss: 0.4428 - accuracy: 0.7845
253/316 [=======================>......] - ETA: 3s - loss: 0.4423 - accuracy: 0.7846
254/316 [=======================>......] - ETA: 3s - loss: 0.4420 - accuracy: 0.7844
255/316 [=======================>......] - ETA: 3s - loss: 0.4416 - accuracy: 0.7848
256/316 [=======================>......] - ETA: 3s - loss: 0.4417 - accuracy: 0.7844
257/316 [=======================>......] - ETA: 3s - loss: 0.4435 - accuracy: 0.7833
258/316 [=======================>......] - ETA: 3s - loss: 0.4434 - accuracy: 0.7832
259/316 [=======================>......] - ETA: 3s - loss: 0.4427 - accuracy: 0.7838
260/316 [=======================>......] - ETA: 3s - loss: 0.4417 - accuracy: 0.7846
261/316 [=======================>......] - ETA: 3s - loss: 0.4406 - accuracy: 0.7852
262/316 [=======================>......] - ETA: 3s - loss: 0.4407 - accuracy: 0.7848
263/316 [=======================>......] - ETA: 2s - loss: 0.4406 - accuracy: 0.7847
264/316 [========================>.....] - ETA: 2s - loss: 0.4400 - accuracy: 0.7853
265/316 [========================>.....] - ETA: 2s - loss: 0.4399 - accuracy: 0.7851
266/316 [========================>.....] - ETA: 2s - loss: 0.4391 - accuracy: 0.7857
267/316 [========================>.....] - ETA: 2s - loss: 0.4395 - accuracy: 0.7849
268/316 [========================>.....] - ETA: 2s - loss: 0.4426 - accuracy: 0.7843
269/316 [========================>.....] - ETA: 2s - loss: 0.4424 - accuracy: 0.7846
270/316 [========================>.....] - ETA: 2s - loss: 0.4425 - accuracy: 0.7847
271/316 [========================>.....] - ETA: 2s - loss: 0.4423 - accuracy: 0.7848
272/316 [========================>.....] - ETA: 2s - loss: 0.4424 - accuracy: 0.7845
273/316 [========================>.....] - ETA: 2s - loss: 0.4429 - accuracy: 0.7839
274/316 [=========================>....] - ETA: 2s - loss: 0.4436 - accuracy: 0.7831
275/316 [=========================>....] - ETA: 2s - loss: 0.4440 - accuracy: 0.7832
276/316 [=========================>....] - ETA: 2s - loss: 0.4442 - accuracy: 0.7833
277/316 [=========================>....] - ETA: 2s - loss: 0.4452 - accuracy: 0.7832
278/316 [=========================>....] - ETA: 2s - loss: 0.4449 - accuracy: 0.7837
279/316 [=========================>....] - ETA: 2s - loss: 0.4450 - accuracy: 0.7838
280/316 [=========================>....] - ETA: 2s - loss: 0.4443 - accuracy: 0.7842
281/316 [=========================>....] - ETA: 1s - loss: 0.4438 - accuracy: 0.7845
282/316 [=========================>....] - ETA: 1s - loss: 0.4446 - accuracy: 0.7839
283/316 [=========================>....] - ETA: 1s - loss: 0.4441 - accuracy: 0.7840
284/316 [=========================>....] - ETA: 1s - loss: 0.4440 - accuracy: 0.7841
285/316 [==========================>...] - ETA: 1s - loss: 0.4437 - accuracy: 0.7842
286/316 [==========================>...] - ETA: 1s - loss: 0.4450 - accuracy: 0.7832
287/316 [==========================>...] - ETA: 1s - loss: 0.4451 - accuracy: 0.7833
288/316 [==========================>...] - ETA: 1s - loss: 0.4452 - accuracy: 0.7832
289/316 [==========================>...] - ETA: 1s - loss: 0.4454 - accuracy: 0.7827
290/316 [==========================>...] - ETA: 1s - loss: 0.4454 - accuracy: 0.7819
291/316 [==========================>...] - ETA: 1s - loss: 0.4457 - accuracy: 0.7820
292/316 [==========================>...] - ETA: 1s - loss: 0.4455 - accuracy: 0.7821
293/316 [==========================>...] - ETA: 1s - loss: 0.4458 - accuracy: 0.7816
294/316 [==========================>...] - ETA: 1s - loss: 0.4462 - accuracy: 0.7812
295/316 [===========================>..] - ETA: 1s - loss: 0.4460 - accuracy: 0.7814
296/316 [===========================>..] - ETA: 1s - loss: 0.4458 - accuracy: 0.7812
297/316 [===========================>..] - ETA: 1s - loss: 0.4467 - accuracy: 0.7805
298/316 [===========================>..] - ETA: 1s - loss: 0.4467 - accuracy: 0.7810
299/316 [===========================>..] - ETA: 0s - loss: 0.4465 - accuracy: 0.7809
300/316 [===========================>..] - ETA: 0s - loss: 0.4466 - accuracy: 0.7806
301/316 [===========================>..] - ETA: 0s - loss: 0.4468 - accuracy: 0.7807
302/316 [===========================>..] - ETA: 0s - loss: 0.4466 - accuracy: 0.7812
303/316 [===========================>..] - ETA: 0s - loss: 0.4467 - accuracy: 0.7809
304/316 [===========================>..] - ETA: 0s - loss: 0.4465 - accuracy: 0.7815
305/316 [===========================>..] - ETA: 0s - loss: 0.4468 - accuracy: 0.7816
306/316 [============================>.] - ETA: 0s - loss: 0.4469 - accuracy: 0.7817
307/316 [============================>.] - ETA: 0s - loss: 0.4469 - accuracy: 0.7818
308/316 [============================>.] - ETA: 0s - loss: 0.4467 - accuracy: 0.7821
309/316 [============================>.] - ETA: 0s - loss: 0.4463 - accuracy: 0.7824
310/316 [============================>.] - ETA: 0s - loss: 0.4462 - accuracy: 0.7823
311/316 [============================>.] - ETA: 0s - loss: 0.4463 - accuracy: 0.7820
312/316 [============================>.] - ETA: 0s - loss: 0.4460 - accuracy: 0.7823
313/316 [============================>.] - ETA: 0s - loss: 0.4460 - accuracy: 0.7825
314/316 [============================>.] - ETA: 0s - loss: 0.4462 - accuracy: 0.7824
315/316 [============================>.] - ETA: 0s - loss: 0.4462 - accuracy: 0.7823
316/316 [==============================] - 18s 56ms/step - loss: 0.4463 - accuracy: 0.7824

316/316 [==============================] - 19s 59ms/step - loss: 0.4463 - accuracy: 0.7824 - val_loss: 0.1696 - val_accuracy: 0.9635
Epoch 7/100

  1/316 [..............................] - ETA: 17s - loss: 0.6630 - accuracy: 0.5625
  2/316 [..............................] - ETA: 18s - loss: 0.5257 - accuracy: 0.6562
  3/316 [..............................] - ETA: 17s - loss: 0.5375 - accuracy: 0.6875
  4/316 [..............................] - ETA: 17s - loss: 0.5609 - accuracy: 0.7188
  5/316 [..............................] - ETA: 17s - loss: 0.5573 - accuracy: 0.7125
  6/316 [..............................] - ETA: 17s - loss: 0.5232 - accuracy: 0.7500
  7/316 [..............................] - ETA: 17s - loss: 0.5170 - accuracy: 0.7589
  8/316 [..............................] - ETA: 17s - loss: 0.4963 - accuracy: 0.7812
  9/316 [..............................] - ETA: 17s - loss: 0.5063 - accuracy: 0.7778
 10/316 [..............................] - ETA: 17s - loss: 0.4882 - accuracy: 0.7937
 11/316 [>.............................] - ETA: 17s - loss: 0.5016 - accuracy: 0.7898
 12/316 [>.............................] - ETA: 17s - loss: 0.4942 - accuracy: 0.7865
 13/316 [>.............................] - ETA: 17s - loss: 0.4843 - accuracy: 0.7981
 14/316 [>.............................] - ETA: 17s - loss: 0.4923 - accuracy: 0.7812
 15/316 [>.............................] - ETA: 17s - loss: 0.4822 - accuracy: 0.7917
 16/316 [>.............................] - ETA: 16s - loss: 0.4817 - accuracy: 0.7891
 17/316 [>.............................] - ETA: 16s - loss: 0.4802 - accuracy: 0.7904
 18/316 [>.............................] - ETA: 16s - loss: 0.4760 - accuracy: 0.7917
 19/316 [>.............................] - ETA: 16s - loss: 0.4734 - accuracy: 0.7961
 20/316 [>.............................] - ETA: 16s - loss: 0.4661 - accuracy: 0.7969
 21/316 [>.............................] - ETA: 16s - loss: 0.4774 - accuracy: 0.7976
 22/316 [=>............................] - ETA: 16s - loss: 0.4869 - accuracy: 0.7898
 23/316 [=>............................] - ETA: 16s - loss: 0.4777 - accuracy: 0.7908
 24/316 [=>............................] - ETA: 16s - loss: 0.4751 - accuracy: 0.7891
 25/316 [=>............................] - ETA: 16s - loss: 0.4803 - accuracy: 0.7850
 26/316 [=>............................] - ETA: 16s - loss: 0.4752 - accuracy: 0.7885
 27/316 [=>............................] - ETA: 16s - loss: 0.4800 - accuracy: 0.7894
 28/316 [=>............................] - ETA: 16s - loss: 0.4771 - accuracy: 0.7879
 29/316 [=>............................] - ETA: 16s - loss: 0.4733 - accuracy: 0.7888
 30/316 [=>............................] - ETA: 16s - loss: 0.4744 - accuracy: 0.7875
 31/316 [=>............................] - ETA: 16s - loss: 0.4728 - accuracy: 0.7903
 32/316 [==>...........................] - ETA: 16s - loss: 0.4702 - accuracy: 0.7930
 33/316 [==>...........................] - ETA: 15s - loss: 0.4678 - accuracy: 0.7955
 34/316 [==>...........................] - ETA: 15s - loss: 0.4732 - accuracy: 0.7941
 35/316 [==>...........................] - ETA: 15s - loss: 0.4683 - accuracy: 0.7964
 36/316 [==>...........................] - ETA: 15s - loss: 0.4706 - accuracy: 0.7917
 37/316 [==>...........................] - ETA: 15s - loss: 0.4715 - accuracy: 0.7922
 38/316 [==>...........................] - ETA: 15s - loss: 0.4673 - accuracy: 0.7928
 39/316 [==>...........................] - ETA: 15s - loss: 0.4702 - accuracy: 0.7917
 40/316 [==>...........................] - ETA: 15s - loss: 0.4683 - accuracy: 0.7922
 41/316 [==>...........................] - ETA: 15s - loss: 0.4779 - accuracy: 0.7851
 42/316 [==>...........................] - ETA: 15s - loss: 0.4776 - accuracy: 0.7857
 43/316 [===>..........................] - ETA: 15s - loss: 0.4760 - accuracy: 0.7849
 44/316 [===>..........................] - ETA: 15s - loss: 0.4772 - accuracy: 0.7841
 45/316 [===>..........................] - ETA: 15s - loss: 0.4780 - accuracy: 0.7833
 46/316 [===>..........................] - ETA: 15s - loss: 0.4779 - accuracy: 0.7812
 47/316 [===>..........................] - ETA: 15s - loss: 0.4776 - accuracy: 0.7819
 48/316 [===>..........................] - ETA: 15s - loss: 0.4800 - accuracy: 0.7799
 49/316 [===>..........................] - ETA: 15s - loss: 0.4801 - accuracy: 0.7793
 50/316 [===>..........................] - ETA: 14s - loss: 0.4793 - accuracy: 0.7800
 51/316 [===>..........................] - ETA: 14s - loss: 0.4762 - accuracy: 0.7831
 52/316 [===>..........................] - ETA: 14s - loss: 0.4749 - accuracy: 0.7837
 53/316 [====>.........................] - ETA: 14s - loss: 0.4723 - accuracy: 0.7866
 54/316 [====>.........................] - ETA: 14s - loss: 0.4733 - accuracy: 0.7859
 55/316 [====>.........................] - ETA: 14s - loss: 0.4729 - accuracy: 0.7864
 56/316 [====>.........................] - ETA: 14s - loss: 0.4701 - accuracy: 0.7879
 57/316 [====>.........................] - ETA: 14s - loss: 0.4707 - accuracy: 0.7873
 58/316 [====>.........................] - ETA: 14s - loss: 0.4691 - accuracy: 0.7899
 59/316 [====>.........................] - ETA: 14s - loss: 0.4686 - accuracy: 0.7903
 60/316 [====>.........................] - ETA: 14s - loss: 0.4655 - accuracy: 0.7917
 61/316 [====>.........................] - ETA: 14s - loss: 0.4633 - accuracy: 0.7930
 62/316 [====>.........................] - ETA: 14s - loss: 0.4662 - accuracy: 0.7923
 63/316 [====>.........................] - ETA: 14s - loss: 0.4698 - accuracy: 0.7887
 64/316 [=====>........................] - ETA: 14s - loss: 0.4690 - accuracy: 0.7891
 65/316 [=====>........................] - ETA: 14s - loss: 0.4670 - accuracy: 0.7904
 66/316 [=====>........................] - ETA: 14s - loss: 0.4669 - accuracy: 0.7888
 67/316 [=====>........................] - ETA: 14s - loss: 0.4691 - accuracy: 0.7882
 68/316 [=====>........................] - ETA: 13s - loss: 0.4687 - accuracy: 0.7904
 69/316 [=====>........................] - ETA: 13s - loss: 0.4666 - accuracy: 0.7917
 70/316 [=====>........................] - ETA: 13s - loss: 0.4659 - accuracy: 0.7911
 71/316 [=====>........................] - ETA: 13s - loss: 0.4655 - accuracy: 0.7914
 72/316 [=====>........................] - ETA: 13s - loss: 0.4653 - accuracy: 0.7908
 73/316 [=====>........................] - ETA: 13s - loss: 0.4633 - accuracy: 0.7911
 74/316 [======>.......................] - ETA: 13s - loss: 0.4649 - accuracy: 0.7905
 75/316 [======>.......................] - ETA: 13s - loss: 0.4651 - accuracy: 0.7900
 76/316 [======>.......................] - ETA: 13s - loss: 0.4633 - accuracy: 0.7911
 77/316 [======>.......................] - ETA: 13s - loss: 0.4631 - accuracy: 0.7914
 78/316 [======>.......................] - ETA: 13s - loss: 0.4626 - accuracy: 0.7901
 79/316 [======>.......................] - ETA: 13s - loss: 0.4630 - accuracy: 0.7896
 80/316 [======>.......................] - ETA: 13s - loss: 0.4608 - accuracy: 0.7906
 81/316 [======>.......................] - ETA: 13s - loss: 0.4583 - accuracy: 0.7924
 82/316 [======>.......................] - ETA: 13s - loss: 0.4575 - accuracy: 0.7934
 83/316 [======>.......................] - ETA: 13s - loss: 0.4567 - accuracy: 0.7937
 84/316 [======>.......................] - ETA: 13s - loss: 0.4577 - accuracy: 0.7932
 85/316 [=======>......................] - ETA: 13s - loss: 0.4577 - accuracy: 0.7934
 86/316 [=======>......................] - ETA: 12s - loss: 0.4590 - accuracy: 0.7936
 87/316 [=======>......................] - ETA: 12s - loss: 0.4588 - accuracy: 0.7931
 88/316 [=======>......................] - ETA: 12s - loss: 0.4616 - accuracy: 0.7933
 89/316 [=======>......................] - ETA: 12s - loss: 0.4622 - accuracy: 0.7928
 90/316 [=======>......................] - ETA: 12s - loss: 0.4618 - accuracy: 0.7937
 91/316 [=======>......................] - ETA: 12s - loss: 0.4607 - accuracy: 0.7933
 92/316 [=======>......................] - ETA: 12s - loss: 0.4596 - accuracy: 0.7942
 93/316 [=======>......................] - ETA: 12s - loss: 0.4604 - accuracy: 0.7930
 94/316 [=======>......................] - ETA: 12s - loss: 0.4594 - accuracy: 0.7932
 95/316 [========>.....................] - ETA: 12s - loss: 0.4581 - accuracy: 0.7934
 96/316 [========>.....................] - ETA: 12s - loss: 0.4565 - accuracy: 0.7949
 97/316 [========>.....................] - ETA: 12s - loss: 0.4560 - accuracy: 0.7945
 98/316 [========>.....................] - ETA: 12s - loss: 0.4556 - accuracy: 0.7940
 99/316 [========>.....................] - ETA: 12s - loss: 0.4556 - accuracy: 0.7936
100/316 [========>.....................] - ETA: 12s - loss: 0.4572 - accuracy: 0.7919
101/316 [========>.....................] - ETA: 12s - loss: 0.4550 - accuracy: 0.7927
102/316 [========>.....................] - ETA: 12s - loss: 0.4546 - accuracy: 0.7923
103/316 [========>.....................] - ETA: 12s - loss: 0.4556 - accuracy: 0.7919
104/316 [========>.....................] - ETA: 11s - loss: 0.4550 - accuracy: 0.7915
105/316 [========>.....................] - ETA: 11s - loss: 0.4527 - accuracy: 0.7929
106/316 [=========>....................] - ETA: 11s - loss: 0.4518 - accuracy: 0.7925
107/316 [=========>....................] - ETA: 11s - loss: 0.4504 - accuracy: 0.7926
108/316 [=========>....................] - ETA: 11s - loss: 0.4507 - accuracy: 0.7922
109/316 [=========>....................] - ETA: 11s - loss: 0.4498 - accuracy: 0.7924
110/316 [=========>....................] - ETA: 11s - loss: 0.4500 - accuracy: 0.7920
111/316 [=========>....................] - ETA: 11s - loss: 0.4493 - accuracy: 0.7917
112/316 [=========>....................] - ETA: 11s - loss: 0.4511 - accuracy: 0.7896
113/316 [=========>....................] - ETA: 11s - loss: 0.4563 - accuracy: 0.7882
114/316 [=========>....................] - ETA: 11s - loss: 0.4556 - accuracy: 0.7895
115/316 [=========>....................] - ETA: 11s - loss: 0.4544 - accuracy: 0.7897
116/316 [==========>...................] - ETA: 11s - loss: 0.4529 - accuracy: 0.7899
117/316 [==========>...................] - ETA: 11s - loss: 0.4535 - accuracy: 0.7895
118/316 [==========>...................] - ETA: 11s - loss: 0.4526 - accuracy: 0.7897
119/316 [==========>...................] - ETA: 11s - loss: 0.4517 - accuracy: 0.7899
120/316 [==========>...................] - ETA: 11s - loss: 0.4502 - accuracy: 0.7917
121/316 [==========>...................] - ETA: 11s - loss: 0.4501 - accuracy: 0.7913
122/316 [==========>...................] - ETA: 10s - loss: 0.4489 - accuracy: 0.7925
123/316 [==========>...................] - ETA: 10s - loss: 0.4483 - accuracy: 0.7922
124/316 [==========>...................] - ETA: 10s - loss: 0.4475 - accuracy: 0.7923
125/316 [==========>...................] - ETA: 10s - loss: 0.4471 - accuracy: 0.7925
126/316 [==========>...................] - ETA: 10s - loss: 0.4483 - accuracy: 0.7927
127/316 [===========>..................] - ETA: 10s - loss: 0.4508 - accuracy: 0.7908
128/316 [===========>..................] - ETA: 10s - loss: 0.4513 - accuracy: 0.7896
129/316 [===========>..................] - ETA: 10s - loss: 0.4506 - accuracy: 0.7892
130/316 [===========>..................] - ETA: 10s - loss: 0.4520 - accuracy: 0.7875
131/316 [===========>..................] - ETA: 10s - loss: 0.4531 - accuracy: 0.7863
132/316 [===========>..................] - ETA: 10s - loss: 0.4533 - accuracy: 0.7860
133/316 [===========>..................] - ETA: 10s - loss: 0.4534 - accuracy: 0.7857
134/316 [===========>..................] - ETA: 10s - loss: 0.4537 - accuracy: 0.7850
135/316 [===========>..................] - ETA: 10s - loss: 0.4530 - accuracy: 0.7847
136/316 [===========>..................] - ETA: 10s - loss: 0.4536 - accuracy: 0.7845
137/316 [============>.................] - ETA: 10s - loss: 0.4534 - accuracy: 0.7851
138/316 [============>.................] - ETA: 10s - loss: 0.4526 - accuracy: 0.7853
139/316 [============>.................] - ETA: 9s - loss: 0.4545 - accuracy: 0.7846 
140/316 [============>.................] - ETA: 9s - loss: 0.4536 - accuracy: 0.7853
141/316 [============>.................] - ETA: 9s - loss: 0.4538 - accuracy: 0.7846
142/316 [============>.................] - ETA: 9s - loss: 0.4541 - accuracy: 0.7848
143/316 [============>.................] - ETA: 9s - loss: 0.4532 - accuracy: 0.7854
144/316 [============>.................] - ETA: 9s - loss: 0.4531 - accuracy: 0.7847
145/316 [============>.................] - ETA: 9s - loss: 0.4534 - accuracy: 0.7849
146/316 [============>.................] - ETA: 9s - loss: 0.4527 - accuracy: 0.7842
147/316 [============>.................] - ETA: 9s - loss: 0.4522 - accuracy: 0.7849
148/316 [=============>................] - ETA: 9s - loss: 0.4511 - accuracy: 0.7851
149/316 [=============>................] - ETA: 9s - loss: 0.4506 - accuracy: 0.7857
150/316 [=============>................] - ETA: 9s - loss: 0.4514 - accuracy: 0.7858
151/316 [=============>................] - ETA: 9s - loss: 0.4523 - accuracy: 0.7852
152/316 [=============>................] - ETA: 9s - loss: 0.4517 - accuracy: 0.7854
153/316 [=============>................] - ETA: 9s - loss: 0.4521 - accuracy: 0.7855
154/316 [=============>................] - ETA: 9s - loss: 0.4530 - accuracy: 0.7849
155/316 [=============>................] - ETA: 9s - loss: 0.4531 - accuracy: 0.7851
156/316 [=============>................] - ETA: 9s - loss: 0.4531 - accuracy: 0.7845
157/316 [=============>................] - ETA: 8s - loss: 0.4529 - accuracy: 0.7850
158/316 [==============>...............] - ETA: 8s - loss: 0.4540 - accuracy: 0.7840
159/316 [==============>...............] - ETA: 8s - loss: 0.4545 - accuracy: 0.7842
160/316 [==============>...............] - ETA: 8s - loss: 0.4538 - accuracy: 0.7848
161/316 [==============>...............] - ETA: 8s - loss: 0.4534 - accuracy: 0.7849
162/316 [==============>...............] - ETA: 8s - loss: 0.4531 - accuracy: 0.7851
163/316 [==============>...............] - ETA: 8s - loss: 0.4522 - accuracy: 0.7857
164/316 [==============>...............] - ETA: 8s - loss: 0.4525 - accuracy: 0.7851
165/316 [==============>...............] - ETA: 8s - loss: 0.4526 - accuracy: 0.7852
166/316 [==============>...............] - ETA: 8s - loss: 0.4518 - accuracy: 0.7861
167/316 [==============>...............] - ETA: 8s - loss: 0.4507 - accuracy: 0.7863
168/316 [==============>...............] - ETA: 8s - loss: 0.4516 - accuracy: 0.7857
169/316 [===============>..............] - ETA: 8s - loss: 0.4510 - accuracy: 0.7862
170/316 [===============>..............] - ETA: 8s - loss: 0.4506 - accuracy: 0.7864
171/316 [===============>..............] - ETA: 8s - loss: 0.4501 - accuracy: 0.7865
172/316 [===============>..............] - ETA: 8s - loss: 0.4499 - accuracy: 0.7867
173/316 [===============>..............] - ETA: 8s - loss: 0.4505 - accuracy: 0.7854
174/316 [===============>..............] - ETA: 8s - loss: 0.4504 - accuracy: 0.7856
175/316 [===============>..............] - ETA: 7s - loss: 0.4508 - accuracy: 0.7846
176/316 [===============>..............] - ETA: 7s - loss: 0.4502 - accuracy: 0.7848
177/316 [===============>..............] - ETA: 7s - loss: 0.4496 - accuracy: 0.7853
178/316 [===============>..............] - ETA: 7s - loss: 0.4494 - accuracy: 0.7851
179/316 [===============>..............] - ETA: 7s - loss: 0.4510 - accuracy: 0.7839
180/316 [================>.............] - ETA: 7s - loss: 0.4516 - accuracy: 0.7840
181/316 [================>.............] - ETA: 7s - loss: 0.4506 - accuracy: 0.7845
182/316 [================>.............] - ETA: 7s - loss: 0.4506 - accuracy: 0.7847
183/316 [================>.............] - ETA: 7s - loss: 0.4500 - accuracy: 0.7848
184/316 [================>.............] - ETA: 7s - loss: 0.4501 - accuracy: 0.7843
185/316 [================>.............] - ETA: 7s - loss: 0.4498 - accuracy: 0.7845
186/316 [================>.............] - ETA: 7s - loss: 0.4504 - accuracy: 0.7843
187/316 [================>.............] - ETA: 7s - loss: 0.4493 - accuracy: 0.7851
188/316 [================>.............] - ETA: 7s - loss: 0.4484 - accuracy: 0.7859
189/316 [================>.............] - ETA: 7s - loss: 0.4484 - accuracy: 0.7857
190/316 [=================>............] - ETA: 7s - loss: 0.4486 - accuracy: 0.7849
191/316 [=================>............] - ETA: 7s - loss: 0.4483 - accuracy: 0.7847
192/316 [=================>............] - ETA: 6s - loss: 0.4481 - accuracy: 0.7848
193/316 [=================>............] - ETA: 6s - loss: 0.4486 - accuracy: 0.7843
194/316 [=================>............] - ETA: 6s - loss: 0.4486 - accuracy: 0.7841
195/316 [=================>............] - ETA: 6s - loss: 0.4500 - accuracy: 0.7837
196/316 [=================>............] - ETA: 6s - loss: 0.4494 - accuracy: 0.7844
197/316 [=================>............] - ETA: 6s - loss: 0.4496 - accuracy: 0.7843
198/316 [=================>............] - ETA: 6s - loss: 0.4488 - accuracy: 0.7847
199/316 [=================>............] - ETA: 6s - loss: 0.4488 - accuracy: 0.7849
200/316 [=================>............] - ETA: 6s - loss: 0.4478 - accuracy: 0.7853
201/316 [==================>...........] - ETA: 6s - loss: 0.4485 - accuracy: 0.7851
202/316 [==================>...........] - ETA: 6s - loss: 0.4484 - accuracy: 0.7847
203/316 [==================>...........] - ETA: 6s - loss: 0.4496 - accuracy: 0.7839
204/316 [==================>...........] - ETA: 6s - loss: 0.4495 - accuracy: 0.7840
205/316 [==================>...........] - ETA: 6s - loss: 0.4502 - accuracy: 0.7841
206/316 [==================>...........] - ETA: 6s - loss: 0.4512 - accuracy: 0.7837
207/316 [==================>...........] - ETA: 6s - loss: 0.4508 - accuracy: 0.7838
208/316 [==================>...........] - ETA: 6s - loss: 0.4518 - accuracy: 0.7837
209/316 [==================>...........] - ETA: 6s - loss: 0.4521 - accuracy: 0.7835
210/316 [==================>...........] - ETA: 5s - loss: 0.4516 - accuracy: 0.7839
211/316 [===================>..........] - ETA: 5s - loss: 0.4516 - accuracy: 0.7838
212/316 [===================>..........] - ETA: 5s - loss: 0.4522 - accuracy: 0.7839
213/316 [===================>..........] - ETA: 5s - loss: 0.4516 - accuracy: 0.7846
214/316 [===================>..........] - ETA: 5s - loss: 0.4517 - accuracy: 0.7842
215/316 [===================>..........] - ETA: 5s - loss: 0.4518 - accuracy: 0.7834
216/316 [===================>..........] - ETA: 5s - loss: 0.4513 - accuracy: 0.7836
217/316 [===================>..........] - ETA: 5s - loss: 0.4515 - accuracy: 0.7828
218/316 [===================>..........] - ETA: 5s - loss: 0.4517 - accuracy: 0.7830
219/316 [===================>..........] - ETA: 5s - loss: 0.4515 - accuracy: 0.7831
220/316 [===================>..........] - ETA: 5s - loss: 0.4518 - accuracy: 0.7832
221/316 [===================>..........] - ETA: 5s - loss: 0.4524 - accuracy: 0.7822
222/316 [====================>.........] - ETA: 5s - loss: 0.4518 - accuracy: 0.7829
223/316 [====================>.........] - ETA: 5s - loss: 0.4514 - accuracy: 0.7834
224/316 [====================>.........] - ETA: 5s - loss: 0.4512 - accuracy: 0.7832
225/316 [====================>.........] - ETA: 5s - loss: 0.4504 - accuracy: 0.7839
226/316 [====================>.........] - ETA: 5s - loss: 0.4494 - accuracy: 0.7843
227/316 [====================>.........] - ETA: 5s - loss: 0.4491 - accuracy: 0.7844
228/316 [====================>.........] - ETA: 4s - loss: 0.4480 - accuracy: 0.7851
229/316 [====================>.........] - ETA: 4s - loss: 0.4482 - accuracy: 0.7849
230/316 [====================>.........] - ETA: 4s - loss: 0.4478 - accuracy: 0.7856
231/316 [====================>.........] - ETA: 4s - loss: 0.4479 - accuracy: 0.7854
232/316 [=====================>........] - ETA: 4s - loss: 0.4471 - accuracy: 0.7856
233/316 [=====================>........] - ETA: 4s - loss: 0.4469 - accuracy: 0.7857
234/316 [=====================>........] - ETA: 4s - loss: 0.4472 - accuracy: 0.7855
235/316 [=====================>........] - ETA: 4s - loss: 0.4466 - accuracy: 0.7856
236/316 [=====================>........] - ETA: 4s - loss: 0.4481 - accuracy: 0.7850
237/316 [=====================>........] - ETA: 4s - loss: 0.4473 - accuracy: 0.7853
238/316 [=====================>........] - ETA: 4s - loss: 0.4475 - accuracy: 0.7855
239/316 [=====================>........] - ETA: 4s - loss: 0.4477 - accuracy: 0.7853
240/316 [=====================>........] - ETA: 4s - loss: 0.4469 - accuracy: 0.7859
241/316 [=====================>........] - ETA: 4s - loss: 0.4469 - accuracy: 0.7858
242/316 [=====================>........] - ETA: 4s - loss: 0.4469 - accuracy: 0.7859
243/316 [======================>.......] - ETA: 4s - loss: 0.4463 - accuracy: 0.7860
244/316 [======================>.......] - ETA: 4s - loss: 0.4472 - accuracy: 0.7856
245/316 [======================>.......] - ETA: 4s - loss: 0.4467 - accuracy: 0.7857
246/316 [======================>.......] - ETA: 3s - loss: 0.4462 - accuracy: 0.7863
247/316 [======================>.......] - ETA: 3s - loss: 0.4455 - accuracy: 0.7867
248/316 [======================>.......] - ETA: 3s - loss: 0.4446 - accuracy: 0.7870
249/316 [======================>.......] - ETA: 3s - loss: 0.4449 - accuracy: 0.7869
250/316 [======================>.......] - ETA: 3s - loss: 0.4447 - accuracy: 0.7872
251/316 [======================>.......] - ETA: 3s - loss: 0.4452 - accuracy: 0.7869
252/316 [======================>.......] - ETA: 3s - loss: 0.4450 - accuracy: 0.7870
253/316 [=======================>......] - ETA: 3s - loss: 0.4446 - accuracy: 0.7873
254/316 [=======================>......] - ETA: 3s - loss: 0.4445 - accuracy: 0.7872
255/316 [=======================>......] - ETA: 3s - loss: 0.4448 - accuracy: 0.7868
256/316 [=======================>......] - ETA: 3s - loss: 0.4451 - accuracy: 0.7864
257/316 [=======================>......] - ETA: 3s - loss: 0.4459 - accuracy: 0.7860
258/316 [=======================>......] - ETA: 3s - loss: 0.4451 - accuracy: 0.7863
259/316 [=======================>......] - ETA: 3s - loss: 0.4464 - accuracy: 0.7855
260/316 [=======================>......] - ETA: 3s - loss: 0.4470 - accuracy: 0.7851
261/316 [=======================>......] - ETA: 3s - loss: 0.4474 - accuracy: 0.7845
262/316 [=======================>......] - ETA: 3s - loss: 0.4468 - accuracy: 0.7848
263/316 [=======================>......] - ETA: 2s - loss: 0.4475 - accuracy: 0.7845
264/316 [========================>.....] - ETA: 2s - loss: 0.4473 - accuracy: 0.7846
265/316 [========================>.....] - ETA: 2s - loss: 0.4471 - accuracy: 0.7851
266/316 [========================>.....] - ETA: 2s - loss: 0.4469 - accuracy: 0.7850
267/316 [========================>.....] - ETA: 2s - loss: 0.4472 - accuracy: 0.7844
268/316 [========================>.....] - ETA: 2s - loss: 0.4467 - accuracy: 0.7852
269/316 [========================>.....] - ETA: 2s - loss: 0.4470 - accuracy: 0.7849
270/316 [========================>.....] - ETA: 2s - loss: 0.4480 - accuracy: 0.7847
271/316 [========================>.....] - ETA: 2s - loss: 0.4474 - accuracy: 0.7855
272/316 [========================>.....] - ETA: 2s - loss: 0.4474 - accuracy: 0.7852
273/316 [========================>.....] - ETA: 2s - loss: 0.4473 - accuracy: 0.7848
274/316 [=========================>....] - ETA: 2s - loss: 0.4468 - accuracy: 0.7851
275/316 [=========================>....] - ETA: 2s - loss: 0.4467 - accuracy: 0.7855
276/316 [=========================>....] - ETA: 2s - loss: 0.4469 - accuracy: 0.7851
277/316 [=========================>....] - ETA: 2s - loss: 0.4469 - accuracy: 0.7850
278/316 [=========================>....] - ETA: 2s - loss: 0.4464 - accuracy: 0.7853
279/316 [=========================>....] - ETA: 2s - loss: 0.4463 - accuracy: 0.7854
280/316 [=========================>....] - ETA: 2s - loss: 0.4456 - accuracy: 0.7859
281/316 [=========================>....] - ETA: 1s - loss: 0.4449 - accuracy: 0.7865
282/316 [=========================>....] - ETA: 1s - loss: 0.4454 - accuracy: 0.7866
283/316 [=========================>....] - ETA: 1s - loss: 0.4458 - accuracy: 0.7864
284/316 [=========================>....] - ETA: 1s - loss: 0.4452 - accuracy: 0.7868
285/316 [==========================>...] - ETA: 1s - loss: 0.4450 - accuracy: 0.7866
286/316 [==========================>...] - ETA: 1s - loss: 0.4440 - accuracy: 0.7872
287/316 [==========================>...] - ETA: 1s - loss: 0.4436 - accuracy: 0.7872
288/316 [==========================>...] - ETA: 1s - loss: 0.4443 - accuracy: 0.7865
289/316 [==========================>...] - ETA: 1s - loss: 0.4448 - accuracy: 0.7857
290/316 [==========================>...] - ETA: 1s - loss: 0.4446 - accuracy: 0.7860
291/316 [==========================>...] - ETA: 1s - loss: 0.4437 - accuracy: 0.7865
292/316 [==========================>...] - ETA: 1s - loss: 0.4436 - accuracy: 0.7866
293/316 [==========================>...] - ETA: 1s - loss: 0.4431 - accuracy: 0.7869
294/316 [==========================>...] - ETA: 1s - loss: 0.4432 - accuracy: 0.7868
295/316 [===========================>..] - ETA: 1s - loss: 0.4441 - accuracy: 0.7864
296/316 [===========================>..] - ETA: 1s - loss: 0.4440 - accuracy: 0.7863
297/316 [===========================>..] - ETA: 1s - loss: 0.4444 - accuracy: 0.7860
298/316 [===========================>..] - ETA: 1s - loss: 0.4443 - accuracy: 0.7861
299/316 [===========================>..] - ETA: 0s - loss: 0.4442 - accuracy: 0.7862
300/316 [===========================>..] - ETA: 0s - loss: 0.4452 - accuracy: 0.7856
301/316 [===========================>..] - ETA: 0s - loss: 0.4447 - accuracy: 0.7861
302/316 [===========================>..] - ETA: 0s - loss: 0.4451 - accuracy: 0.7858
303/316 [===========================>..] - ETA: 0s - loss: 0.4447 - accuracy: 0.7863
304/316 [===========================>..] - ETA: 0s - loss: 0.4444 - accuracy: 0.7866
305/316 [===========================>..] - ETA: 0s - loss: 0.4443 - accuracy: 0.7865
306/316 [============================>.] - ETA: 0s - loss: 0.4441 - accuracy: 0.7870
307/316 [============================>.] - ETA: 0s - loss: 0.4443 - accuracy: 0.7868
308/316 [============================>.] - ETA: 0s - loss: 0.4447 - accuracy: 0.7863
309/316 [============================>.] - ETA: 0s - loss: 0.4442 - accuracy: 0.7866
310/316 [============================>.] - ETA: 0s - loss: 0.4441 - accuracy: 0.7865
311/316 [============================>.] - ETA: 0s - loss: 0.4447 - accuracy: 0.7862
312/316 [============================>.] - ETA: 0s - loss: 0.4443 - accuracy: 0.7865
313/316 [============================>.] - ETA: 0s - loss: 0.4444 - accuracy: 0.7863
314/316 [============================>.] - ETA: 0s - loss: 0.4446 - accuracy: 0.7860
315/316 [============================>.] - ETA: 0s - loss: 0.4441 - accuracy: 0.7861
316/316 [==============================] - 18s 56ms/step - loss: 0.4445 - accuracy: 0.7860

316/316 [==============================] - 19s 60ms/step - loss: 0.4445 - accuracy: 0.7860 - val_loss: 0.2256 - val_accuracy: 0.9477
Epoch 8/100

  1/316 [..............................] - ETA: 17s - loss: 0.4316 - accuracy: 0.6875
  2/316 [..............................] - ETA: 18s - loss: 0.5248 - accuracy: 0.6875
  3/316 [..............................] - ETA: 17s - loss: 0.5095 - accuracy: 0.7083
  4/316 [..............................] - ETA: 17s - loss: 0.4665 - accuracy: 0.7500
  5/316 [..............................] - ETA: 17s - loss: 0.4690 - accuracy: 0.7500
  6/316 [..............................] - ETA: 17s - loss: 0.4510 - accuracy: 0.7708
  7/316 [..............................] - ETA: 17s - loss: 0.4422 - accuracy: 0.7679
  8/316 [..............................] - ETA: 17s - loss: 0.4202 - accuracy: 0.7891
  9/316 [..............................] - ETA: 17s - loss: 0.4065 - accuracy: 0.7986
 10/316 [..............................] - ETA: 17s - loss: 0.4133 - accuracy: 0.7875
 11/316 [>.............................] - ETA: 17s - loss: 0.4136 - accuracy: 0.7841
 12/316 [>.............................] - ETA: 17s - loss: 0.4130 - accuracy: 0.7812
 13/316 [>.............................] - ETA: 16s - loss: 0.4052 - accuracy: 0.7885
 14/316 [>.............................] - ETA: 16s - loss: 0.4347 - accuracy: 0.7768
 15/316 [>.............................] - ETA: 16s - loss: 0.4225 - accuracy: 0.7875
 16/316 [>.............................] - ETA: 16s - loss: 0.4368 - accuracy: 0.7852
 17/316 [>.............................] - ETA: 16s - loss: 0.4420 - accuracy: 0.7831
 18/316 [>.............................] - ETA: 16s - loss: 0.4375 - accuracy: 0.7812
 19/316 [>.............................] - ETA: 16s - loss: 0.4414 - accuracy: 0.7829
 20/316 [>.............................] - ETA: 16s - loss: 0.4425 - accuracy: 0.7812
 21/316 [>.............................] - ETA: 16s - loss: 0.4401 - accuracy: 0.7798
 22/316 [=>............................] - ETA: 16s - loss: 0.4427 - accuracy: 0.7784
 23/316 [=>............................] - ETA: 16s - loss: 0.4424 - accuracy: 0.7745
 24/316 [=>............................] - ETA: 16s - loss: 0.4421 - accuracy: 0.7734
 25/316 [=>............................] - ETA: 16s - loss: 0.4411 - accuracy: 0.7750
 26/316 [=>............................] - ETA: 16s - loss: 0.4395 - accuracy: 0.7740
 27/316 [=>............................] - ETA: 16s - loss: 0.4458 - accuracy: 0.7731
 28/316 [=>............................] - ETA: 16s - loss: 0.4427 - accuracy: 0.7746
 29/316 [=>............................] - ETA: 16s - loss: 0.4483 - accuracy: 0.7672
 30/316 [=>............................] - ETA: 16s - loss: 0.4437 - accuracy: 0.7708
 31/316 [=>............................] - ETA: 16s - loss: 0.4442 - accuracy: 0.7681
 32/316 [==>...........................] - ETA: 16s - loss: 0.4395 - accuracy: 0.7715
 33/316 [==>...........................] - ETA: 15s - loss: 0.4376 - accuracy: 0.7708
 34/316 [==>...........................] - ETA: 15s - loss: 0.4330 - accuracy: 0.7776
 35/316 [==>...........................] - ETA: 15s - loss: 0.4338 - accuracy: 0.7750
 36/316 [==>...........................] - ETA: 15s - loss: 0.4310 - accuracy: 0.7778
 37/316 [==>...........................] - ETA: 15s - loss: 0.4338 - accuracy: 0.7804
 38/316 [==>...........................] - ETA: 15s - loss: 0.4299 - accuracy: 0.7829
 39/316 [==>...........................] - ETA: 15s - loss: 0.4271 - accuracy: 0.7853
 40/316 [==>...........................] - ETA: 15s - loss: 0.4255 - accuracy: 0.7859
 41/316 [==>...........................] - ETA: 15s - loss: 0.4263 - accuracy: 0.7866
 42/316 [==>...........................] - ETA: 15s - loss: 0.4231 - accuracy: 0.7887
 43/316 [===>..........................] - ETA: 15s - loss: 0.4178 - accuracy: 0.7922
 44/316 [===>..........................] - ETA: 15s - loss: 0.4122 - accuracy: 0.7940
 45/316 [===>..........................] - ETA: 15s - loss: 0.4168 - accuracy: 0.7917
 46/316 [===>..........................] - ETA: 15s - loss: 0.4194 - accuracy: 0.7948
 47/316 [===>..........................] - ETA: 15s - loss: 0.4210 - accuracy: 0.7939
 48/316 [===>..........................] - ETA: 15s - loss: 0.4204 - accuracy: 0.7943
 49/316 [===>..........................] - ETA: 15s - loss: 0.4187 - accuracy: 0.7934
 50/316 [===>..........................] - ETA: 15s - loss: 0.4207 - accuracy: 0.7925
 51/316 [===>..........................] - ETA: 14s - loss: 0.4260 - accuracy: 0.7929
 52/316 [===>..........................] - ETA: 14s - loss: 0.4236 - accuracy: 0.7957
 53/316 [====>.........................] - ETA: 14s - loss: 0.4195 - accuracy: 0.7972
 54/316 [====>.........................] - ETA: 14s - loss: 0.4184 - accuracy: 0.7986
 55/316 [====>.........................] - ETA: 14s - loss: 0.4185 - accuracy: 0.8000
 56/316 [====>.........................] - ETA: 14s - loss: 0.4196 - accuracy: 0.7991
 57/316 [====>.........................] - ETA: 14s - loss: 0.4256 - accuracy: 0.7961
 58/316 [====>.........................] - ETA: 14s - loss: 0.4270 - accuracy: 0.7953
 59/316 [====>.........................] - ETA: 14s - loss: 0.4264 - accuracy: 0.7977
 60/316 [====>.........................] - ETA: 14s - loss: 0.4281 - accuracy: 0.7958
 61/316 [====>.........................] - ETA: 14s - loss: 0.4267 - accuracy: 0.7961
 62/316 [====>.........................] - ETA: 14s - loss: 0.4293 - accuracy: 0.7944
 63/316 [====>.........................] - ETA: 14s - loss: 0.4345 - accuracy: 0.7937
 64/316 [=====>........................] - ETA: 14s - loss: 0.4368 - accuracy: 0.7910
 65/316 [=====>........................] - ETA: 14s - loss: 0.4386 - accuracy: 0.7894
 66/316 [=====>........................] - ETA: 14s - loss: 0.4378 - accuracy: 0.7898
 67/316 [=====>........................] - ETA: 14s - loss: 0.4376 - accuracy: 0.7892
 68/316 [=====>........................] - ETA: 14s - loss: 0.4375 - accuracy: 0.7904
 69/316 [=====>........................] - ETA: 13s - loss: 0.4390 - accuracy: 0.7908
 70/316 [=====>........................] - ETA: 13s - loss: 0.4393 - accuracy: 0.7911
 71/316 [=====>........................] - ETA: 13s - loss: 0.4404 - accuracy: 0.7905
 72/316 [=====>........................] - ETA: 13s - loss: 0.4391 - accuracy: 0.7908
 73/316 [=====>........................] - ETA: 13s - loss: 0.4372 - accuracy: 0.7920
 74/316 [======>.......................] - ETA: 13s - loss: 0.4360 - accuracy: 0.7931
 75/316 [======>.......................] - ETA: 13s - loss: 0.4362 - accuracy: 0.7942
 76/316 [======>.......................] - ETA: 13s - loss: 0.4364 - accuracy: 0.7944
 77/316 [======>.......................] - ETA: 13s - loss: 0.4334 - accuracy: 0.7955
 78/316 [======>.......................] - ETA: 13s - loss: 0.4344 - accuracy: 0.7941
 79/316 [======>.......................] - ETA: 13s - loss: 0.4340 - accuracy: 0.7943
 80/316 [======>.......................] - ETA: 13s - loss: 0.4370 - accuracy: 0.7914
 81/316 [======>.......................] - ETA: 13s - loss: 0.4362 - accuracy: 0.7917
 82/316 [======>.......................] - ETA: 13s - loss: 0.4376 - accuracy: 0.7896
 83/316 [======>.......................] - ETA: 13s - loss: 0.4382 - accuracy: 0.7884
 84/316 [======>.......................] - ETA: 13s - loss: 0.4370 - accuracy: 0.7894
 85/316 [=======>......................] - ETA: 13s - loss: 0.4371 - accuracy: 0.7897
 86/316 [=======>......................] - ETA: 12s - loss: 0.4364 - accuracy: 0.7900
 87/316 [=======>......................] - ETA: 12s - loss: 0.4369 - accuracy: 0.7902
 88/316 [=======>......................] - ETA: 12s - loss: 0.4376 - accuracy: 0.7891
 89/316 [=======>......................] - ETA: 12s - loss: 0.4386 - accuracy: 0.7879
 90/316 [=======>......................] - ETA: 12s - loss: 0.4375 - accuracy: 0.7882
 91/316 [=======>......................] - ETA: 12s - loss: 0.4357 - accuracy: 0.7905
 92/316 [=======>......................] - ETA: 12s - loss: 0.4346 - accuracy: 0.7921
 93/316 [=======>......................] - ETA: 12s - loss: 0.4369 - accuracy: 0.7903
 94/316 [=======>......................] - ETA: 12s - loss: 0.4382 - accuracy: 0.7892
 95/316 [========>.....................] - ETA: 12s - loss: 0.4398 - accuracy: 0.7875
 96/316 [========>.....................] - ETA: 12s - loss: 0.4381 - accuracy: 0.7891
 97/316 [========>.....................] - ETA: 12s - loss: 0.4369 - accuracy: 0.7899
 98/316 [========>.....................] - ETA: 12s - loss: 0.4383 - accuracy: 0.7883
 99/316 [========>.....................] - ETA: 12s - loss: 0.4391 - accuracy: 0.7885
100/316 [========>.....................] - ETA: 12s - loss: 0.4384 - accuracy: 0.7894
101/316 [========>.....................] - ETA: 12s - loss: 0.4377 - accuracy: 0.7902
102/316 [========>.....................] - ETA: 12s - loss: 0.4387 - accuracy: 0.7911
103/316 [========>.....................] - ETA: 12s - loss: 0.4378 - accuracy: 0.7913
104/316 [========>.....................] - ETA: 11s - loss: 0.4390 - accuracy: 0.7897
105/316 [========>.....................] - ETA: 11s - loss: 0.4375 - accuracy: 0.7911
106/316 [=========>....................] - ETA: 11s - loss: 0.4358 - accuracy: 0.7919
107/316 [=========>....................] - ETA: 11s - loss: 0.4354 - accuracy: 0.7921
108/316 [=========>....................] - ETA: 11s - loss: 0.4345 - accuracy: 0.7928
109/316 [=========>....................] - ETA: 11s - loss: 0.4367 - accuracy: 0.7924
110/316 [=========>....................] - ETA: 11s - loss: 0.4388 - accuracy: 0.7903
111/316 [=========>....................] - ETA: 11s - loss: 0.4416 - accuracy: 0.7889
112/316 [=========>....................] - ETA: 11s - loss: 0.4423 - accuracy: 0.7879
113/316 [=========>....................] - ETA: 11s - loss: 0.4424 - accuracy: 0.7882
114/316 [=========>....................] - ETA: 11s - loss: 0.4415 - accuracy: 0.7878
115/316 [=========>....................] - ETA: 11s - loss: 0.4403 - accuracy: 0.7886
116/316 [==========>...................] - ETA: 11s - loss: 0.4403 - accuracy: 0.7888
117/316 [==========>...................] - ETA: 11s - loss: 0.4398 - accuracy: 0.7890
118/316 [==========>...................] - ETA: 11s - loss: 0.4404 - accuracy: 0.7887
119/316 [==========>...................] - ETA: 11s - loss: 0.4407 - accuracy: 0.7878
120/316 [==========>...................] - ETA: 11s - loss: 0.4396 - accuracy: 0.7880
121/316 [==========>...................] - ETA: 11s - loss: 0.4413 - accuracy: 0.7862
122/316 [==========>...................] - ETA: 10s - loss: 0.4417 - accuracy: 0.7859
123/316 [==========>...................] - ETA: 10s - loss: 0.4409 - accuracy: 0.7871
124/316 [==========>...................] - ETA: 10s - loss: 0.4419 - accuracy: 0.7868
125/316 [==========>...................] - ETA: 10s - loss: 0.4441 - accuracy: 0.7855
126/316 [==========>...................] - ETA: 10s - loss: 0.4440 - accuracy: 0.7857
127/316 [===========>..................] - ETA: 10s - loss: 0.4437 - accuracy: 0.7859
128/316 [===========>..................] - ETA: 10s - loss: 0.4425 - accuracy: 0.7871
129/316 [===========>..................] - ETA: 10s - loss: 0.4434 - accuracy: 0.7868
130/316 [===========>..................] - ETA: 10s - loss: 0.4446 - accuracy: 0.7851
131/316 [===========>..................] - ETA: 10s - loss: 0.4440 - accuracy: 0.7853
132/316 [===========>..................] - ETA: 10s - loss: 0.4442 - accuracy: 0.7865
133/316 [===========>..................] - ETA: 10s - loss: 0.4430 - accuracy: 0.7871
134/316 [===========>..................] - ETA: 10s - loss: 0.4424 - accuracy: 0.7878
135/316 [===========>..................] - ETA: 10s - loss: 0.4427 - accuracy: 0.7866
136/316 [===========>..................] - ETA: 10s - loss: 0.4430 - accuracy: 0.7872
137/316 [============>.................] - ETA: 10s - loss: 0.4442 - accuracy: 0.7870
138/316 [============>.................] - ETA: 10s - loss: 0.4433 - accuracy: 0.7871
139/316 [============>.................] - ETA: 9s - loss: 0.4426 - accuracy: 0.7873 
140/316 [============>.................] - ETA: 9s - loss: 0.4425 - accuracy: 0.7875
141/316 [============>.................] - ETA: 9s - loss: 0.4407 - accuracy: 0.7890
142/316 [============>.................] - ETA: 9s - loss: 0.4403 - accuracy: 0.7892
143/316 [============>.................] - ETA: 9s - loss: 0.4422 - accuracy: 0.7876
144/316 [============>.................] - ETA: 9s - loss: 0.4422 - accuracy: 0.7878
145/316 [============>.................] - ETA: 9s - loss: 0.4409 - accuracy: 0.7888
146/316 [============>.................] - ETA: 9s - loss: 0.4423 - accuracy: 0.7877
147/316 [============>.................] - ETA: 9s - loss: 0.4432 - accuracy: 0.7870
148/316 [=============>................] - ETA: 9s - loss: 0.4417 - accuracy: 0.7880
149/316 [=============>................] - ETA: 9s - loss: 0.4416 - accuracy: 0.7882
150/316 [=============>................] - ETA: 9s - loss: 0.4416 - accuracy: 0.7879
151/316 [=============>................] - ETA: 9s - loss: 0.4414 - accuracy: 0.7877
152/316 [=============>................] - ETA: 9s - loss: 0.4411 - accuracy: 0.7878
153/316 [=============>................] - ETA: 9s - loss: 0.4413 - accuracy: 0.7868
154/316 [=============>................] - ETA: 9s - loss: 0.4418 - accuracy: 0.7865
155/316 [=============>................] - ETA: 9s - loss: 0.4421 - accuracy: 0.7859
156/316 [=============>................] - ETA: 9s - loss: 0.4427 - accuracy: 0.7857
157/316 [=============>................] - ETA: 9s - loss: 0.4420 - accuracy: 0.7862
158/316 [==============>...............] - ETA: 9s - loss: 0.4423 - accuracy: 0.7868
159/316 [==============>...............] - ETA: 9s - loss: 0.4411 - accuracy: 0.7877
160/316 [==============>...............] - ETA: 9s - loss: 0.4405 - accuracy: 0.7883
161/316 [==============>...............] - ETA: 9s - loss: 0.4397 - accuracy: 0.7888
162/316 [==============>...............] - ETA: 9s - loss: 0.4397 - accuracy: 0.7886
163/316 [==============>...............] - ETA: 9s - loss: 0.4399 - accuracy: 0.7880
164/316 [==============>...............] - ETA: 9s - loss: 0.4391 - accuracy: 0.7881
165/316 [==============>...............] - ETA: 9s - loss: 0.4396 - accuracy: 0.7875
166/316 [==============>...............] - ETA: 9s - loss: 0.4390 - accuracy: 0.7877
167/316 [==============>...............] - ETA: 9s - loss: 0.4404 - accuracy: 0.7867
168/316 [==============>...............] - ETA: 8s - loss: 0.4414 - accuracy: 0.7857
169/316 [===============>..............] - ETA: 8s - loss: 0.4415 - accuracy: 0.7859
170/316 [===============>..............] - ETA: 8s - loss: 0.4404 - accuracy: 0.7868
171/316 [===============>..............] - ETA: 8s - loss: 0.4402 - accuracy: 0.7865
172/316 [===============>..............] - ETA: 8s - loss: 0.4396 - accuracy: 0.7871
173/316 [===============>..............] - ETA: 8s - loss: 0.4393 - accuracy: 0.7872
174/316 [===============>..............] - ETA: 8s - loss: 0.4399 - accuracy: 0.7863
175/316 [===============>..............] - ETA: 8s - loss: 0.4394 - accuracy: 0.7868
176/316 [===============>..............] - ETA: 8s - loss: 0.4391 - accuracy: 0.7873
177/316 [===============>..............] - ETA: 8s - loss: 0.4394 - accuracy: 0.7867
178/316 [===============>..............] - ETA: 8s - loss: 0.4394 - accuracy: 0.7869
179/316 [===============>..............] - ETA: 8s - loss: 0.4393 - accuracy: 0.7870
180/316 [================>.............] - ETA: 8s - loss: 0.4397 - accuracy: 0.7858
181/316 [================>.............] - ETA: 8s - loss: 0.4389 - accuracy: 0.7866
182/316 [================>.............] - ETA: 8s - loss: 0.4390 - accuracy: 0.7867
183/316 [================>.............] - ETA: 8s - loss: 0.4391 - accuracy: 0.7872
184/316 [================>.............] - ETA: 8s - loss: 0.4388 - accuracy: 0.7874
185/316 [================>.............] - ETA: 8s - loss: 0.4379 - accuracy: 0.7878
186/316 [================>.............] - ETA: 8s - loss: 0.4370 - accuracy: 0.7880
187/316 [================>.............] - ETA: 8s - loss: 0.4354 - accuracy: 0.7891
188/316 [================>.............] - ETA: 8s - loss: 0.4347 - accuracy: 0.7896
189/316 [================>.............] - ETA: 7s - loss: 0.4355 - accuracy: 0.7897
190/316 [=================>............] - ETA: 7s - loss: 0.4374 - accuracy: 0.7878
191/316 [=================>............] - ETA: 7s - loss: 0.4364 - accuracy: 0.7886
192/316 [=================>............] - ETA: 7s - loss: 0.4359 - accuracy: 0.7887
193/316 [=================>............] - ETA: 7s - loss: 0.4353 - accuracy: 0.7892
194/316 [=================>............] - ETA: 7s - loss: 0.4361 - accuracy: 0.7887
195/316 [=================>............] - ETA: 7s - loss: 0.4354 - accuracy: 0.7894
196/316 [=================>............] - ETA: 7s - loss: 0.4365 - accuracy: 0.7889
197/316 [=================>............] - ETA: 7s - loss: 0.4363 - accuracy: 0.7890
198/316 [=================>............] - ETA: 7s - loss: 0.4378 - accuracy: 0.7879
199/316 [=================>............] - ETA: 7s - loss: 0.4388 - accuracy: 0.7874
200/316 [=================>............] - ETA: 7s - loss: 0.4379 - accuracy: 0.7878
201/316 [==================>...........] - ETA: 7s - loss: 0.4378 - accuracy: 0.7879
202/316 [==================>...........] - ETA: 7s - loss: 0.4392 - accuracy: 0.7874
203/316 [==================>...........] - ETA: 7s - loss: 0.4386 - accuracy: 0.7876
204/316 [==================>...........] - ETA: 7s - loss: 0.4383 - accuracy: 0.7877
205/316 [==================>...........] - ETA: 7s - loss: 0.4376 - accuracy: 0.7881
206/316 [==================>...........] - ETA: 7s - loss: 0.4384 - accuracy: 0.7873
207/316 [==================>...........] - ETA: 6s - loss: 0.4380 - accuracy: 0.7880
208/316 [==================>...........] - ETA: 6s - loss: 0.4380 - accuracy: 0.7879
209/316 [==================>...........] - ETA: 6s - loss: 0.4376 - accuracy: 0.7880
210/316 [==================>...........] - ETA: 6s - loss: 0.4375 - accuracy: 0.7881
211/316 [===================>..........] - ETA: 6s - loss: 0.4376 - accuracy: 0.7873
212/316 [===================>..........] - ETA: 6s - loss: 0.4376 - accuracy: 0.7874
213/316 [===================>..........] - ETA: 6s - loss: 0.4383 - accuracy: 0.7873
214/316 [===================>..........] - ETA: 6s - loss: 0.4394 - accuracy: 0.7862
215/316 [===================>..........] - ETA: 6s - loss: 0.4391 - accuracy: 0.7863
216/316 [===================>..........] - ETA: 6s - loss: 0.4393 - accuracy: 0.7862
217/316 [===================>..........] - ETA: 6s - loss: 0.4390 - accuracy: 0.7869
218/316 [===================>..........] - ETA: 6s - loss: 0.4386 - accuracy: 0.7867
219/316 [===================>..........] - ETA: 6s - loss: 0.4389 - accuracy: 0.7865
220/316 [===================>..........] - ETA: 6s - loss: 0.4395 - accuracy: 0.7864
221/316 [===================>..........] - ETA: 6s - loss: 0.4398 - accuracy: 0.7862
222/316 [====================>.........] - ETA: 6s - loss: 0.4404 - accuracy: 0.7860
223/316 [====================>.........] - ETA: 6s - loss: 0.4412 - accuracy: 0.7856
224/316 [====================>.........] - ETA: 6s - loss: 0.4416 - accuracy: 0.7854
225/316 [====================>.........] - ETA: 5s - loss: 0.4411 - accuracy: 0.7861
226/316 [====================>.........] - ETA: 5s - loss: 0.4406 - accuracy: 0.7865
227/316 [====================>.........] - ETA: 5s - loss: 0.4402 - accuracy: 0.7872
228/316 [====================>.........] - ETA: 5s - loss: 0.4397 - accuracy: 0.7876
229/316 [====================>.........] - ETA: 5s - loss: 0.4395 - accuracy: 0.7879
230/316 [====================>.........] - ETA: 5s - loss: 0.4391 - accuracy: 0.7880
231/316 [====================>.........] - ETA: 5s - loss: 0.4395 - accuracy: 0.7879
232/316 [=====================>........] - ETA: 5s - loss: 0.4393 - accuracy: 0.7880
233/316 [=====================>........] - ETA: 5s - loss: 0.4393 - accuracy: 0.7876
234/316 [=====================>........] - ETA: 5s - loss: 0.4390 - accuracy: 0.7874
235/316 [=====================>........] - ETA: 5s - loss: 0.4382 - accuracy: 0.7880
236/316 [=====================>........] - ETA: 5s - loss: 0.4384 - accuracy: 0.7876
237/316 [=====================>........] - ETA: 5s - loss: 0.4387 - accuracy: 0.7877
238/316 [=====================>........] - ETA: 5s - loss: 0.4393 - accuracy: 0.7873
239/316 [=====================>........] - ETA: 5s - loss: 0.4406 - accuracy: 0.7861
240/316 [=====================>........] - ETA: 5s - loss: 0.4412 - accuracy: 0.7857
241/316 [=====================>........] - ETA: 4s - loss: 0.4410 - accuracy: 0.7855
242/316 [=====================>........] - ETA: 4s - loss: 0.4418 - accuracy: 0.7846
243/316 [======================>.......] - ETA: 4s - loss: 0.4428 - accuracy: 0.7840
244/316 [======================>.......] - ETA: 4s - loss: 0.4423 - accuracy: 0.7843
245/316 [======================>.......] - ETA: 4s - loss: 0.4421 - accuracy: 0.7842
246/316 [======================>.......] - ETA: 4s - loss: 0.4428 - accuracy: 0.7840
247/316 [======================>.......] - ETA: 4s - loss: 0.4437 - accuracy: 0.7834
248/316 [======================>.......] - ETA: 4s - loss: 0.4440 - accuracy: 0.7830
249/316 [======================>.......] - ETA: 4s - loss: 0.4443 - accuracy: 0.7826
250/316 [======================>.......] - ETA: 4s - loss: 0.4444 - accuracy: 0.7822
251/316 [======================>.......] - ETA: 4s - loss: 0.4439 - accuracy: 0.7829
252/316 [======================>.......] - ETA: 4s - loss: 0.4441 - accuracy: 0.7830
253/316 [=======================>......] - ETA: 4s - loss: 0.4438 - accuracy: 0.7831
254/316 [=======================>......] - ETA: 4s - loss: 0.4432 - accuracy: 0.7835
255/316 [=======================>......] - ETA: 4s - loss: 0.4432 - accuracy: 0.7838
256/316 [=======================>......] - ETA: 4s - loss: 0.4431 - accuracy: 0.7842
257/316 [=======================>......] - ETA: 3s - loss: 0.4431 - accuracy: 0.7845
258/316 [=======================>......] - ETA: 3s - loss: 0.4424 - accuracy: 0.7854
259/316 [=======================>......] - ETA: 3s - loss: 0.4421 - accuracy: 0.7855
260/316 [=======================>......] - ETA: 3s - loss: 0.4424 - accuracy: 0.7851
261/316 [=======================>......] - ETA: 3s - loss: 0.4424 - accuracy: 0.7852
262/316 [=======================>......] - ETA: 3s - loss: 0.4428 - accuracy: 0.7848
263/316 [=======================>......] - ETA: 3s - loss: 0.4424 - accuracy: 0.7852
264/316 [========================>.....] - ETA: 3s - loss: 0.4422 - accuracy: 0.7853
265/316 [========================>.....] - ETA: 3s - loss: 0.4420 - accuracy: 0.7854
266/316 [========================>.....] - ETA: 3s - loss: 0.4419 - accuracy: 0.7855
267/316 [========================>.....] - ETA: 3s - loss: 0.4420 - accuracy: 0.7853
268/316 [========================>.....] - ETA: 3s - loss: 0.4416 - accuracy: 0.7857
269/316 [========================>.....] - ETA: 3s - loss: 0.4419 - accuracy: 0.7855
270/316 [========================>.....] - ETA: 3s - loss: 0.4434 - accuracy: 0.7843
271/316 [========================>.....] - ETA: 3s - loss: 0.4440 - accuracy: 0.7837
272/316 [========================>.....] - ETA: 2s - loss: 0.4441 - accuracy: 0.7838
273/316 [========================>.....] - ETA: 2s - loss: 0.4436 - accuracy: 0.7841
274/316 [=========================>....] - ETA: 2s - loss: 0.4436 - accuracy: 0.7842
275/316 [=========================>....] - ETA: 2s - loss: 0.4432 - accuracy: 0.7845
276/316 [=========================>....] - ETA: 2s - loss: 0.4428 - accuracy: 0.7849
277/316 [=========================>....] - ETA: 2s - loss: 0.4439 - accuracy: 0.7843
278/316 [=========================>....] - ETA: 2s - loss: 0.4437 - accuracy: 0.7844
279/316 [=========================>....] - ETA: 2s - loss: 0.4431 - accuracy: 0.7847
280/316 [=========================>....] - ETA: 2s - loss: 0.4436 - accuracy: 0.7844
281/316 [=========================>....] - ETA: 2s - loss: 0.4431 - accuracy: 0.7847
282/316 [=========================>....] - ETA: 2s - loss: 0.4429 - accuracy: 0.7850
283/316 [=========================>....] - ETA: 2s - loss: 0.4423 - accuracy: 0.7851
284/316 [=========================>....] - ETA: 2s - loss: 0.4418 - accuracy: 0.7857
285/316 [==========================>...] - ETA: 2s - loss: 0.4422 - accuracy: 0.7851
286/316 [==========================>...] - ETA: 2s - loss: 0.4425 - accuracy: 0.7847
287/316 [==========================>...] - ETA: 1s - loss: 0.4423 - accuracy: 0.7851
288/316 [==========================>...] - ETA: 1s - loss: 0.4431 - accuracy: 0.7852
289/316 [==========================>...] - ETA: 1s - loss: 0.4429 - accuracy: 0.7853
290/316 [==========================>...] - ETA: 1s - loss: 0.4426 - accuracy: 0.7853
291/316 [==========================>...] - ETA: 1s - loss: 0.4422 - accuracy: 0.7857
292/316 [==========================>...] - ETA: 1s - loss: 0.4421 - accuracy: 0.7855
293/316 [==========================>...] - ETA: 1s - loss: 0.4419 - accuracy: 0.7854
294/316 [==========================>...] - ETA: 1s - loss: 0.4423 - accuracy: 0.7853
295/316 [===========================>..] - ETA: 1s - loss: 0.4420 - accuracy: 0.7856
296/316 [===========================>..] - ETA: 1s - loss: 0.4415 - accuracy: 0.7859
297/316 [===========================>..] - ETA: 1s - loss: 0.4418 - accuracy: 0.7856
298/316 [===========================>..] - ETA: 1s - loss: 0.4415 - accuracy: 0.7857
299/316 [===========================>..] - ETA: 1s - loss: 0.4416 - accuracy: 0.7855
300/316 [===========================>..] - ETA: 1s - loss: 0.4416 - accuracy: 0.7854
301/316 [===========================>..] - ETA: 1s - loss: 0.4413 - accuracy: 0.7857
302/316 [===========================>..] - ETA: 0s - loss: 0.4415 - accuracy: 0.7854
303/316 [===========================>..] - ETA: 0s - loss: 0.4412 - accuracy: 0.7855
304/316 [===========================>..] - ETA: 0s - loss: 0.4414 - accuracy: 0.7858
305/316 [===========================>..] - ETA: 0s - loss: 0.4416 - accuracy: 0.7859
306/316 [============================>.] - ETA: 0s - loss: 0.4415 - accuracy: 0.7859
307/316 [============================>.] - ETA: 0s - loss: 0.4410 - accuracy: 0.7862
308/316 [============================>.] - ETA: 0s - loss: 0.4404 - accuracy: 0.7867
309/316 [============================>.] - ETA: 0s - loss: 0.4400 - accuracy: 0.7870
310/316 [============================>.] - ETA: 0s - loss: 0.4400 - accuracy: 0.7867
311/316 [============================>.] - ETA: 0s - loss: 0.4396 - accuracy: 0.7868
312/316 [============================>.] - ETA: 0s - loss: 0.4394 - accuracy: 0.7871
313/316 [============================>.] - ETA: 0s - loss: 0.4392 - accuracy: 0.7871
314/316 [============================>.] - ETA: 0s - loss: 0.4386 - accuracy: 0.7870
315/316 [============================>.] - ETA: 0s - loss: 0.4381 - accuracy: 0.7871
316/316 [==============================] - 22s 70ms/step - loss: 0.4378 - accuracy: 0.7872

316/316 [==============================] - 23s 73ms/step - loss: 0.4378 - accuracy: 0.7872 - val_loss: 0.2291 - val_accuracy: 0.9144
Epoch 9/100

  1/316 [..............................] - ETA: 18s - loss: 0.5189 - accuracy: 0.7500
  2/316 [..............................] - ETA: 18s - loss: 0.6649 - accuracy: 0.7188
  3/316 [..............................] - ETA: 18s - loss: 0.5914 - accuracy: 0.7083
  4/316 [..............................] - ETA: 18s - loss: 0.5136 - accuracy: 0.7344
  5/316 [..............................] - ETA: 18s - loss: 0.5053 - accuracy: 0.7375
  6/316 [..............................] - ETA: 18s - loss: 0.5092 - accuracy: 0.7188
  7/316 [..............................] - ETA: 18s - loss: 0.5059 - accuracy: 0.7232
  8/316 [..............................] - ETA: 18s - loss: 0.4849 - accuracy: 0.7422
  9/316 [..............................] - ETA: 18s - loss: 0.4931 - accuracy: 0.7431
 10/316 [..............................] - ETA: 18s - loss: 0.4980 - accuracy: 0.7437
 11/316 [>.............................] - ETA: 18s - loss: 0.5043 - accuracy: 0.7273
 12/316 [>.............................] - ETA: 18s - loss: 0.4945 - accuracy: 0.7292
 13/316 [>.............................] - ETA: 18s - loss: 0.4954 - accuracy: 0.7356
 14/316 [>.............................] - ETA: 18s - loss: 0.4997 - accuracy: 0.7321
 15/316 [>.............................] - ETA: 18s - loss: 0.4888 - accuracy: 0.7417
 16/316 [>.............................] - ETA: 18s - loss: 0.4821 - accuracy: 0.7461
 17/316 [>.............................] - ETA: 18s - loss: 0.4766 - accuracy: 0.7500
 18/316 [>.............................] - ETA: 18s - loss: 0.4820 - accuracy: 0.7500
 19/316 [>.............................] - ETA: 18s - loss: 0.4755 - accuracy: 0.7599
 20/316 [>.............................] - ETA: 18s - loss: 0.4723 - accuracy: 0.7625
 21/316 [>.............................] - ETA: 18s - loss: 0.4801 - accuracy: 0.7619
 22/316 [=>............................] - ETA: 18s - loss: 0.4729 - accuracy: 0.7670
 23/316 [=>............................] - ETA: 18s - loss: 0.4742 - accuracy: 0.7690
 24/316 [=>............................] - ETA: 17s - loss: 0.4715 - accuracy: 0.7682
 25/316 [=>............................] - ETA: 17s - loss: 0.4682 - accuracy: 0.7725
 26/316 [=>............................] - ETA: 17s - loss: 0.4606 - accuracy: 0.7788
 27/316 [=>............................] - ETA: 17s - loss: 0.4572 - accuracy: 0.7755
 28/316 [=>............................] - ETA: 17s - loss: 0.4612 - accuracy: 0.7723
 29/316 [=>............................] - ETA: 17s - loss: 0.4595 - accuracy: 0.7716
 30/316 [=>............................] - ETA: 17s - loss: 0.4579 - accuracy: 0.7750
 31/316 [=>............................] - ETA: 17s - loss: 0.4581 - accuracy: 0.7762
 32/316 [==>...........................] - ETA: 17s - loss: 0.4622 - accuracy: 0.7715
 33/316 [==>...........................] - ETA: 17s - loss: 0.4591 - accuracy: 0.7727
 34/316 [==>...........................] - ETA: 17s - loss: 0.4537 - accuracy: 0.7757
 35/316 [==>...........................] - ETA: 17s - loss: 0.4524 - accuracy: 0.7750
 36/316 [==>...........................] - ETA: 17s - loss: 0.4507 - accuracy: 0.7743
 37/316 [==>...........................] - ETA: 17s - loss: 0.4505 - accuracy: 0.7753
 38/316 [==>...........................] - ETA: 17s - loss: 0.4482 - accuracy: 0.7796
 39/316 [==>...........................] - ETA: 17s - loss: 0.4461 - accuracy: 0.7804
 40/316 [==>...........................] - ETA: 17s - loss: 0.4471 - accuracy: 0.7781
 41/316 [==>...........................] - ETA: 16s - loss: 0.4484 - accuracy: 0.7774
 42/316 [==>...........................] - ETA: 16s - loss: 0.4446 - accuracy: 0.7798
 43/316 [===>..........................] - ETA: 16s - loss: 0.4431 - accuracy: 0.7805
 44/316 [===>..........................] - ETA: 16s - loss: 0.4466 - accuracy: 0.7798
 45/316 [===>..........................] - ETA: 16s - loss: 0.4470 - accuracy: 0.7833
 46/316 [===>..........................] - ETA: 16s - loss: 0.4416 - accuracy: 0.7880
 47/316 [===>..........................] - ETA: 16s - loss: 0.4401 - accuracy: 0.7886
 48/316 [===>..........................] - ETA: 16s - loss: 0.4387 - accuracy: 0.7878
 49/316 [===>..........................] - ETA: 16s - loss: 0.4361 - accuracy: 0.7895
 50/316 [===>..........................] - ETA: 16s - loss: 0.4366 - accuracy: 0.7912
 51/316 [===>..........................] - ETA: 16s - loss: 0.4396 - accuracy: 0.7880
 52/316 [===>..........................] - ETA: 16s - loss: 0.4355 - accuracy: 0.7885
 53/316 [====>.........................] - ETA: 16s - loss: 0.4374 - accuracy: 0.7889
 54/316 [====>.........................] - ETA: 16s - loss: 0.4433 - accuracy: 0.7859
 55/316 [====>.........................] - ETA: 16s - loss: 0.4438 - accuracy: 0.7852
 56/316 [====>.........................] - ETA: 16s - loss: 0.4417 - accuracy: 0.7879
 57/316 [====>.........................] - ETA: 16s - loss: 0.4372 - accuracy: 0.7906
 58/316 [====>.........................] - ETA: 15s - loss: 0.4335 - accuracy: 0.7942
 59/316 [====>.........................] - ETA: 15s - loss: 0.4297 - accuracy: 0.7966
 60/316 [====>.........................] - ETA: 15s - loss: 0.4317 - accuracy: 0.7948
 61/316 [====>.........................] - ETA: 15s - loss: 0.4314 - accuracy: 0.7961
 62/316 [====>.........................] - ETA: 15s - loss: 0.4277 - accuracy: 0.7984
 63/316 [====>.........................] - ETA: 15s - loss: 0.4261 - accuracy: 0.7986
 64/316 [=====>........................] - ETA: 15s - loss: 0.4244 - accuracy: 0.7988
 65/316 [=====>........................] - ETA: 15s - loss: 0.4270 - accuracy: 0.7981
 66/316 [=====>........................] - ETA: 15s - loss: 0.4240 - accuracy: 0.7992
 67/316 [=====>........................] - ETA: 15s - loss: 0.4255 - accuracy: 0.7985
 68/316 [=====>........................] - ETA: 15s - loss: 0.4227 - accuracy: 0.7996
 69/316 [=====>........................] - ETA: 15s - loss: 0.4195 - accuracy: 0.8007
 70/316 [=====>........................] - ETA: 15s - loss: 0.4245 - accuracy: 0.8000
 71/316 [=====>........................] - ETA: 15s - loss: 0.4292 - accuracy: 0.7984
 72/316 [=====>........................] - ETA: 15s - loss: 0.4280 - accuracy: 0.7995
 73/316 [=====>........................] - ETA: 15s - loss: 0.4310 - accuracy: 0.7979
 74/316 [======>.......................] - ETA: 15s - loss: 0.4290 - accuracy: 0.7998
 75/316 [======>.......................] - ETA: 14s - loss: 0.4307 - accuracy: 0.7983
 76/316 [======>.......................] - ETA: 14s - loss: 0.4330 - accuracy: 0.7969
 77/316 [======>.......................] - ETA: 14s - loss: 0.4340 - accuracy: 0.7971
 78/316 [======>.......................] - ETA: 14s - loss: 0.4319 - accuracy: 0.7997
 79/316 [======>.......................] - ETA: 14s - loss: 0.4342 - accuracy: 0.7975
 80/316 [======>.......................] - ETA: 14s - loss: 0.4351 - accuracy: 0.7961
 81/316 [======>.......................] - ETA: 14s - loss: 0.4368 - accuracy: 0.7955
 82/316 [======>.......................] - ETA: 14s - loss: 0.4361 - accuracy: 0.7957
 83/316 [======>.......................] - ETA: 14s - loss: 0.4372 - accuracy: 0.7944
 84/316 [======>.......................] - ETA: 14s - loss: 0.4361 - accuracy: 0.7961
 85/316 [=======>......................] - ETA: 14s - loss: 0.4379 - accuracy: 0.7956
 86/316 [=======>......................] - ETA: 14s - loss: 0.4393 - accuracy: 0.7951
 87/316 [=======>......................] - ETA: 14s - loss: 0.4385 - accuracy: 0.7960
 88/316 [=======>......................] - ETA: 14s - loss: 0.4397 - accuracy: 0.7947
 89/316 [=======>......................] - ETA: 14s - loss: 0.4403 - accuracy: 0.7942
 90/316 [=======>......................] - ETA: 14s - loss: 0.4397 - accuracy: 0.7944
 91/316 [=======>......................] - ETA: 14s - loss: 0.4418 - accuracy: 0.7926
 92/316 [=======>......................] - ETA: 14s - loss: 0.4415 - accuracy: 0.7928
 93/316 [=======>......................] - ETA: 14s - loss: 0.4407 - accuracy: 0.7944
 94/316 [=======>......................] - ETA: 14s - loss: 0.4410 - accuracy: 0.7939
 95/316 [========>.....................] - ETA: 14s - loss: 0.4418 - accuracy: 0.7941
 96/316 [========>.....................] - ETA: 13s - loss: 0.4443 - accuracy: 0.7923
 97/316 [========>.....................] - ETA: 13s - loss: 0.4440 - accuracy: 0.7919
 98/316 [========>.....................] - ETA: 13s - loss: 0.4434 - accuracy: 0.7915
 99/316 [========>.....................] - ETA: 13s - loss: 0.4434 - accuracy: 0.7923
100/316 [========>.....................] - ETA: 13s - loss: 0.4432 - accuracy: 0.7919
101/316 [========>.....................] - ETA: 13s - loss: 0.4443 - accuracy: 0.7908
102/316 [========>.....................] - ETA: 13s - loss: 0.4449 - accuracy: 0.7892
103/316 [========>.....................] - ETA: 13s - loss: 0.4442 - accuracy: 0.7907
104/316 [========>.....................] - ETA: 13s - loss: 0.4446 - accuracy: 0.7897
105/316 [========>.....................] - ETA: 13s - loss: 0.4442 - accuracy: 0.7899
106/316 [=========>....................] - ETA: 13s - loss: 0.4448 - accuracy: 0.7895
107/316 [=========>....................] - ETA: 13s - loss: 0.4453 - accuracy: 0.7903
108/316 [=========>....................] - ETA: 13s - loss: 0.4441 - accuracy: 0.7911
109/316 [=========>....................] - ETA: 13s - loss: 0.4448 - accuracy: 0.7901
110/316 [=========>....................] - ETA: 13s - loss: 0.4453 - accuracy: 0.7892
111/316 [=========>....................] - ETA: 13s - loss: 0.4469 - accuracy: 0.7866
112/316 [=========>....................] - ETA: 13s - loss: 0.4461 - accuracy: 0.7874
113/316 [=========>....................] - ETA: 13s - loss: 0.4454 - accuracy: 0.7876
114/316 [=========>....................] - ETA: 13s - loss: 0.4446 - accuracy: 0.7884
115/316 [=========>....................] - ETA: 13s - loss: 0.4436 - accuracy: 0.7891
116/316 [==========>...................] - ETA: 13s - loss: 0.4437 - accuracy: 0.7893
117/316 [==========>...................] - ETA: 12s - loss: 0.4446 - accuracy: 0.7874
118/316 [==========>...................] - ETA: 12s - loss: 0.4437 - accuracy: 0.7887
119/316 [==========>...................] - ETA: 12s - loss: 0.4435 - accuracy: 0.7883
120/316 [==========>...................] - ETA: 12s - loss: 0.4425 - accuracy: 0.7896
121/316 [==========>...................] - ETA: 12s - loss: 0.4450 - accuracy: 0.7882
122/316 [==========>...................] - ETA: 12s - loss: 0.4453 - accuracy: 0.7884
123/316 [==========>...................] - ETA: 12s - loss: 0.4451 - accuracy: 0.7896
124/316 [==========>...................] - ETA: 12s - loss: 0.4443 - accuracy: 0.7903
125/316 [==========>...................] - ETA: 12s - loss: 0.4439 - accuracy: 0.7905
126/316 [==========>...................] - ETA: 12s - loss: 0.4433 - accuracy: 0.7912
127/316 [===========>..................] - ETA: 12s - loss: 0.4415 - accuracy: 0.7923
128/316 [===========>..................] - ETA: 12s - loss: 0.4412 - accuracy: 0.7925
129/316 [===========>..................] - ETA: 12s - loss: 0.4416 - accuracy: 0.7907
130/316 [===========>..................] - ETA: 12s - loss: 0.4410 - accuracy: 0.7909
131/316 [===========>..................] - ETA: 12s - loss: 0.4409 - accuracy: 0.7910
132/316 [===========>..................] - ETA: 12s - loss: 0.4396 - accuracy: 0.7926
133/316 [===========>..................] - ETA: 12s - loss: 0.4389 - accuracy: 0.7928
134/316 [===========>..................] - ETA: 12s - loss: 0.4389 - accuracy: 0.7924
135/316 [===========>..................] - ETA: 11s - loss: 0.4386 - accuracy: 0.7921
136/316 [===========>..................] - ETA: 11s - loss: 0.4376 - accuracy: 0.7927
137/316 [============>.................] - ETA: 11s - loss: 0.4373 - accuracy: 0.7929
138/316 [============>.................] - ETA: 11s - loss: 0.4376 - accuracy: 0.7921
139/316 [============>.................] - ETA: 11s - loss: 0.4371 - accuracy: 0.7923
140/316 [============>.................] - ETA: 11s - loss: 0.4381 - accuracy: 0.7911
141/316 [============>.................] - ETA: 11s - loss: 0.4385 - accuracy: 0.7912
142/316 [============>.................] - ETA: 11s - loss: 0.4382 - accuracy: 0.7909
143/316 [============>.................] - ETA: 11s - loss: 0.4377 - accuracy: 0.7911
144/316 [============>.................] - ETA: 11s - loss: 0.4388 - accuracy: 0.7908
145/316 [============>.................] - ETA: 11s - loss: 0.4373 - accuracy: 0.7918
146/316 [============>.................] - ETA: 11s - loss: 0.4364 - accuracy: 0.7920
147/316 [============>.................] - ETA: 11s - loss: 0.4415 - accuracy: 0.7900
148/316 [=============>................] - ETA: 11s - loss: 0.4429 - accuracy: 0.7884
149/316 [=============>................] - ETA: 11s - loss: 0.4427 - accuracy: 0.7886
150/316 [=============>................] - ETA: 11s - loss: 0.4415 - accuracy: 0.7892
151/316 [=============>................] - ETA: 11s - loss: 0.4415 - accuracy: 0.7889
152/316 [=============>................] - ETA: 10s - loss: 0.4418 - accuracy: 0.7895
153/316 [=============>................] - ETA: 10s - loss: 0.4420 - accuracy: 0.7892
154/316 [=============>................] - ETA: 10s - loss: 0.4412 - accuracy: 0.7902
155/316 [=============>................] - ETA: 10s - loss: 0.4425 - accuracy: 0.7887
156/316 [=============>................] - ETA: 10s - loss: 0.4423 - accuracy: 0.7893
157/316 [=============>................] - ETA: 10s - loss: 0.4420 - accuracy: 0.7894
158/316 [==============>...............] - ETA: 10s - loss: 0.4420 - accuracy: 0.7892
159/316 [==============>...............] - ETA: 10s - loss: 0.4414 - accuracy: 0.7897
160/316 [==============>...............] - ETA: 10s - loss: 0.4436 - accuracy: 0.7891
161/316 [==============>...............] - ETA: 10s - loss: 0.4427 - accuracy: 0.7896
162/316 [==============>...............] - ETA: 10s - loss: 0.4431 - accuracy: 0.7890
163/316 [==============>...............] - ETA: 10s - loss: 0.4431 - accuracy: 0.7887
164/316 [==============>...............] - ETA: 10s - loss: 0.4428 - accuracy: 0.7889
165/316 [==============>...............] - ETA: 10s - loss: 0.4421 - accuracy: 0.7894
166/316 [==============>...............] - ETA: 10s - loss: 0.4423 - accuracy: 0.7895
167/316 [==============>...............] - ETA: 10s - loss: 0.4434 - accuracy: 0.7885
168/316 [==============>...............] - ETA: 9s - loss: 0.4446 - accuracy: 0.7876 
169/316 [===============>..............] - ETA: 9s - loss: 0.4466 - accuracy: 0.7870
170/316 [===============>..............] - ETA: 9s - loss: 0.4459 - accuracy: 0.7879
171/316 [===============>..............] - ETA: 9s - loss: 0.4455 - accuracy: 0.7880
172/316 [===============>..............] - ETA: 9s - loss: 0.4444 - accuracy: 0.7889
173/316 [===============>..............] - ETA: 9s - loss: 0.4437 - accuracy: 0.7890
174/316 [===============>..............] - ETA: 9s - loss: 0.4429 - accuracy: 0.7899
175/316 [===============>..............] - ETA: 9s - loss: 0.4421 - accuracy: 0.7904
176/316 [===============>..............] - ETA: 9s - loss: 0.4427 - accuracy: 0.7901
177/316 [===============>..............] - ETA: 9s - loss: 0.4419 - accuracy: 0.7910
178/316 [===============>..............] - ETA: 9s - loss: 0.4419 - accuracy: 0.7904
179/316 [===============>..............] - ETA: 9s - loss: 0.4427 - accuracy: 0.7898
180/316 [================>.............] - ETA: 9s - loss: 0.4428 - accuracy: 0.7899
181/316 [================>.............] - ETA: 9s - loss: 0.4429 - accuracy: 0.7904
182/316 [================>.............] - ETA: 9s - loss: 0.4439 - accuracy: 0.7905
183/316 [================>.............] - ETA: 8s - loss: 0.4433 - accuracy: 0.7906
184/316 [================>.............] - ETA: 8s - loss: 0.4441 - accuracy: 0.7904
185/316 [================>.............] - ETA: 8s - loss: 0.4441 - accuracy: 0.7902
186/316 [================>.............] - ETA: 8s - loss: 0.4442 - accuracy: 0.7903
187/316 [================>.............] - ETA: 8s - loss: 0.4440 - accuracy: 0.7904
188/316 [================>.............] - ETA: 8s - loss: 0.4447 - accuracy: 0.7896
189/316 [================>.............] - ETA: 8s - loss: 0.4453 - accuracy: 0.7890
190/316 [=================>............] - ETA: 8s - loss: 0.4457 - accuracy: 0.7882
191/316 [=================>............] - ETA: 8s - loss: 0.4452 - accuracy: 0.7886
192/316 [=================>............] - ETA: 8s - loss: 0.4443 - accuracy: 0.7894
193/316 [=================>............] - ETA: 8s - loss: 0.4443 - accuracy: 0.7895
194/316 [=================>............] - ETA: 8s - loss: 0.4438 - accuracy: 0.7899
195/316 [=================>............] - ETA: 8s - loss: 0.4441 - accuracy: 0.7901
196/316 [=================>............] - ETA: 8s - loss: 0.4436 - accuracy: 0.7902
197/316 [=================>............] - ETA: 8s - loss: 0.4441 - accuracy: 0.7897
198/316 [=================>............] - ETA: 8s - loss: 0.4440 - accuracy: 0.7898
199/316 [=================>............] - ETA: 7s - loss: 0.4433 - accuracy: 0.7902
200/316 [=================>............] - ETA: 7s - loss: 0.4432 - accuracy: 0.7903
201/316 [==================>...........] - ETA: 7s - loss: 0.4438 - accuracy: 0.7895
202/316 [==================>...........] - ETA: 7s - loss: 0.4430 - accuracy: 0.7899
203/316 [==================>...........] - ETA: 7s - loss: 0.4433 - accuracy: 0.7897
204/316 [==================>...........] - ETA: 7s - loss: 0.4426 - accuracy: 0.7901
205/316 [==================>...........] - ETA: 7s - loss: 0.4426 - accuracy: 0.7905
206/316 [==================>...........] - ETA: 7s - loss: 0.4421 - accuracy: 0.7910
207/316 [==================>...........] - ETA: 7s - loss: 0.4431 - accuracy: 0.7911
208/316 [==================>...........] - ETA: 7s - loss: 0.4435 - accuracy: 0.7915
209/316 [==================>...........] - ETA: 7s - loss: 0.4430 - accuracy: 0.7919
210/316 [==================>...........] - ETA: 7s - loss: 0.4429 - accuracy: 0.7923
211/316 [===================>..........] - ETA: 7s - loss: 0.4434 - accuracy: 0.7918
212/316 [===================>..........] - ETA: 7s - loss: 0.4434 - accuracy: 0.7919
213/316 [===================>..........] - ETA: 7s - loss: 0.4431 - accuracy: 0.7923
214/316 [===================>..........] - ETA: 6s - loss: 0.4427 - accuracy: 0.7923
215/316 [===================>..........] - ETA: 6s - loss: 0.4438 - accuracy: 0.7916
216/316 [===================>..........] - ETA: 6s - loss: 0.4432 - accuracy: 0.7917
217/316 [===================>..........] - ETA: 6s - loss: 0.4425 - accuracy: 0.7923
218/316 [===================>..........] - ETA: 6s - loss: 0.4435 - accuracy: 0.7916
219/316 [===================>..........] - ETA: 6s - loss: 0.4434 - accuracy: 0.7914
220/316 [===================>..........] - ETA: 6s - loss: 0.4429 - accuracy: 0.7918
221/316 [===================>..........] - ETA: 6s - loss: 0.4427 - accuracy: 0.7916
222/316 [====================>.........] - ETA: 6s - loss: 0.4423 - accuracy: 0.7917
223/316 [====================>.........] - ETA: 6s - loss: 0.4425 - accuracy: 0.7912
224/316 [====================>.........] - ETA: 6s - loss: 0.4423 - accuracy: 0.7916
225/316 [====================>.........] - ETA: 6s - loss: 0.4416 - accuracy: 0.7922
226/316 [====================>.........] - ETA: 6s - loss: 0.4420 - accuracy: 0.7920
227/316 [====================>.........] - ETA: 6s - loss: 0.4419 - accuracy: 0.7916
228/316 [====================>.........] - ETA: 6s - loss: 0.4410 - accuracy: 0.7925
229/316 [====================>.........] - ETA: 5s - loss: 0.4407 - accuracy: 0.7926
230/316 [====================>.........] - ETA: 5s - loss: 0.4406 - accuracy: 0.7924
231/316 [====================>.........] - ETA: 5s - loss: 0.4405 - accuracy: 0.7922
232/316 [=====================>........] - ETA: 5s - loss: 0.4400 - accuracy: 0.7926
233/316 [=====================>........] - ETA: 5s - loss: 0.4411 - accuracy: 0.7921
234/316 [=====================>........] - ETA: 5s - loss: 0.4415 - accuracy: 0.7914
235/316 [=====================>........] - ETA: 5s - loss: 0.4424 - accuracy: 0.7910
236/316 [=====================>........] - ETA: 5s - loss: 0.4418 - accuracy: 0.7910
237/316 [=====================>........] - ETA: 5s - loss: 0.4417 - accuracy: 0.7914
238/316 [=====================>........] - ETA: 5s - loss: 0.4415 - accuracy: 0.7918
239/316 [=====================>........] - ETA: 5s - loss: 0.4409 - accuracy: 0.7921
240/316 [=====================>........] - ETA: 5s - loss: 0.4409 - accuracy: 0.7924
241/316 [=====================>........] - ETA: 5s - loss: 0.4418 - accuracy: 0.7920
242/316 [=====================>........] - ETA: 5s - loss: 0.4416 - accuracy: 0.7924
243/316 [======================>.......] - ETA: 5s - loss: 0.4411 - accuracy: 0.7924
244/316 [======================>.......] - ETA: 4s - loss: 0.4404 - accuracy: 0.7928
245/316 [======================>.......] - ETA: 4s - loss: 0.4404 - accuracy: 0.7929
246/316 [======================>.......] - ETA: 4s - loss: 0.4397 - accuracy: 0.7934
247/316 [======================>.......] - ETA: 4s - loss: 0.4401 - accuracy: 0.7930
248/316 [======================>.......] - ETA: 4s - loss: 0.4400 - accuracy: 0.7933
249/316 [======================>.......] - ETA: 4s - loss: 0.4399 - accuracy: 0.7934
250/316 [======================>.......] - ETA: 4s - loss: 0.4400 - accuracy: 0.7933
251/316 [======================>.......] - ETA: 4s - loss: 0.4401 - accuracy: 0.7936
252/316 [======================>.......] - ETA: 4s - loss: 0.4402 - accuracy: 0.7932
253/316 [=======================>......] - ETA: 4s - loss: 0.4391 - accuracy: 0.7940
254/316 [=======================>......] - ETA: 4s - loss: 0.4387 - accuracy: 0.7940
255/316 [=======================>......] - ETA: 4s - loss: 0.4390 - accuracy: 0.7944
256/316 [=======================>......] - ETA: 4s - loss: 0.4387 - accuracy: 0.7942
257/316 [=======================>......] - ETA: 4s - loss: 0.4380 - accuracy: 0.7943
258/316 [=======================>......] - ETA: 4s - loss: 0.4383 - accuracy: 0.7938
259/316 [=======================>......] - ETA: 3s - loss: 0.4376 - accuracy: 0.7944
260/316 [=======================>......] - ETA: 3s - loss: 0.4390 - accuracy: 0.7940
261/316 [=======================>......] - ETA: 3s - loss: 0.4400 - accuracy: 0.7933
262/316 [=======================>......] - ETA: 3s - loss: 0.4401 - accuracy: 0.7934
263/316 [=======================>......] - ETA: 3s - loss: 0.4393 - accuracy: 0.7940
264/316 [========================>.....] - ETA: 3s - loss: 0.4390 - accuracy: 0.7940
265/316 [========================>.....] - ETA: 3s - loss: 0.4379 - accuracy: 0.7948
266/316 [========================>.....] - ETA: 3s - loss: 0.4379 - accuracy: 0.7949
267/316 [========================>.....] - ETA: 3s - loss: 0.4377 - accuracy: 0.7954
268/316 [========================>.....] - ETA: 3s - loss: 0.4372 - accuracy: 0.7957
269/316 [========================>.....] - ETA: 3s - loss: 0.4378 - accuracy: 0.7953
270/316 [========================>.....] - ETA: 3s - loss: 0.4378 - accuracy: 0.7951
271/316 [========================>.....] - ETA: 3s - loss: 0.4376 - accuracy: 0.7950
272/316 [========================>.....] - ETA: 3s - loss: 0.4374 - accuracy: 0.7950
273/316 [========================>.....] - ETA: 3s - loss: 0.4373 - accuracy: 0.7951
274/316 [=========================>....] - ETA: 2s - loss: 0.4372 - accuracy: 0.7949
275/316 [=========================>....] - ETA: 2s - loss: 0.4367 - accuracy: 0.7952
276/316 [=========================>....] - ETA: 2s - loss: 0.4371 - accuracy: 0.7946
277/316 [=========================>....] - ETA: 2s - loss: 0.4370 - accuracy: 0.7949
278/316 [=========================>....] - ETA: 2s - loss: 0.4364 - accuracy: 0.7952
279/316 [=========================>....] - ETA: 2s - loss: 0.4364 - accuracy: 0.7950
280/316 [=========================>....] - ETA: 2s - loss: 0.4363 - accuracy: 0.7951
281/316 [=========================>....] - ETA: 2s - loss: 0.4356 - accuracy: 0.7954
282/316 [=========================>....] - ETA: 2s - loss: 0.4360 - accuracy: 0.7954
283/316 [=========================>....] - ETA: 2s - loss: 0.4356 - accuracy: 0.7957
284/316 [=========================>....] - ETA: 2s - loss: 0.4361 - accuracy: 0.7956
285/316 [==========================>...] - ETA: 2s - loss: 0.4363 - accuracy: 0.7954
286/316 [==========================>...] - ETA: 2s - loss: 0.4362 - accuracy: 0.7957
287/316 [==========================>...] - ETA: 2s - loss: 0.4365 - accuracy: 0.7959
288/316 [==========================>...] - ETA: 2s - loss: 0.4365 - accuracy: 0.7958
289/316 [==========================>...] - ETA: 1s - loss: 0.4365 - accuracy: 0.7958
290/316 [==========================>...] - ETA: 1s - loss: 0.4371 - accuracy: 0.7953
291/316 [==========================>...] - ETA: 1s - loss: 0.4368 - accuracy: 0.7957
292/316 [==========================>...] - ETA: 1s - loss: 0.4366 - accuracy: 0.7958
293/316 [==========================>...] - ETA: 1s - loss: 0.4368 - accuracy: 0.7959
294/316 [==========================>...] - ETA: 1s - loss: 0.4364 - accuracy: 0.7961
295/316 [===========================>..] - ETA: 1s - loss: 0.4357 - accuracy: 0.7966
296/316 [===========================>..] - ETA: 1s - loss: 0.4353 - accuracy: 0.7969
297/316 [===========================>..] - ETA: 1s - loss: 0.4360 - accuracy: 0.7963
298/316 [===========================>..] - ETA: 1s - loss: 0.4364 - accuracy: 0.7959
299/316 [===========================>..] - ETA: 1s - loss: 0.4360 - accuracy: 0.7962
300/316 [===========================>..] - ETA: 1s - loss: 0.4357 - accuracy: 0.7962
301/316 [===========================>..] - ETA: 1s - loss: 0.4360 - accuracy: 0.7959
302/316 [===========================>..] - ETA: 1s - loss: 0.4359 - accuracy: 0.7959
303/316 [===========================>..] - ETA: 0s - loss: 0.4362 - accuracy: 0.7956
304/316 [===========================>..] - ETA: 0s - loss: 0.4359 - accuracy: 0.7956
305/316 [===========================>..] - ETA: 0s - loss: 0.4358 - accuracy: 0.7957
306/316 [============================>.] - ETA: 0s - loss: 0.4357 - accuracy: 0.7958
307/316 [============================>.] - ETA: 0s - loss: 0.4369 - accuracy: 0.7954
308/316 [============================>.] - ETA: 0s - loss: 0.4369 - accuracy: 0.7953
309/316 [============================>.] - ETA: 0s - loss: 0.4364 - accuracy: 0.7957
310/316 [============================>.] - ETA: 0s - loss: 0.4365 - accuracy: 0.7956
311/316 [============================>.] - ETA: 0s - loss: 0.4368 - accuracy: 0.7952
312/316 [============================>.] - ETA: 0s - loss: 0.4375 - accuracy: 0.7945
313/316 [============================>.] - ETA: 0s - loss: 0.4372 - accuracy: 0.7949
314/316 [============================>.] - ETA: 0s - loss: 0.4373 - accuracy: 0.7948
315/316 [============================>.] - ETA: 0s - loss: 0.4372 - accuracy: 0.7946
316/316 [==============================] - 23s 74ms/step - loss: 0.4372 - accuracy: 0.7949

316/316 [==============================] - 25s 78ms/step - loss: 0.4372 - accuracy: 0.7949 - val_loss: 0.3203 - val_accuracy: 0.8661
Epoch 10/100

  1/316 [..............................] - ETA: 19s - loss: 0.1843 - accuracy: 0.9375
  2/316 [..............................] - ETA: 23s - loss: 0.2371 - accuracy: 0.8750
  3/316 [..............................] - ETA: 24s - loss: 0.3035 - accuracy: 0.8333
  4/316 [..............................] - ETA: 24s - loss: 0.3448 - accuracy: 0.8281
  5/316 [..............................] - ETA: 25s - loss: 0.3337 - accuracy: 0.8500
  6/316 [..............................] - ETA: 25s - loss: 0.3470 - accuracy: 0.8542
  7/316 [..............................] - ETA: 25s - loss: 0.3698 - accuracy: 0.8304
  8/316 [..............................] - ETA: 25s - loss: 0.3636 - accuracy: 0.8281
  9/316 [..............................] - ETA: 25s - loss: 0.3540 - accuracy: 0.8333
 10/316 [..............................] - ETA: 25s - loss: 0.3578 - accuracy: 0.8375
 11/316 [>.............................] - ETA: 25s - loss: 0.3547 - accuracy: 0.8352
 12/316 [>.............................] - ETA: 25s - loss: 0.3504 - accuracy: 0.8333
 13/316 [>.............................] - ETA: 25s - loss: 0.3592 - accuracy: 0.8365
 14/316 [>.............................] - ETA: 25s - loss: 0.3470 - accuracy: 0.8438
 15/316 [>.............................] - ETA: 25s - loss: 0.3509 - accuracy: 0.8500
 16/316 [>.............................] - ETA: 25s - loss: 0.3495 - accuracy: 0.8438
 17/316 [>.............................] - ETA: 25s - loss: 0.3551 - accuracy: 0.8419
 18/316 [>.............................] - ETA: 24s - loss: 0.3755 - accuracy: 0.8264
 19/316 [>.............................] - ETA: 24s - loss: 0.3766 - accuracy: 0.8257
 20/316 [>.............................] - ETA: 24s - loss: 0.3842 - accuracy: 0.8219
 21/316 [>.............................] - ETA: 24s - loss: 0.3947 - accuracy: 0.8214
 22/316 [=>............................] - ETA: 24s - loss: 0.3918 - accuracy: 0.8182
 23/316 [=>............................] - ETA: 24s - loss: 0.3917 - accuracy: 0.8207
 24/316 [=>............................] - ETA: 24s - loss: 0.3940 - accuracy: 0.8203
 25/316 [=>............................] - ETA: 24s - loss: 0.4034 - accuracy: 0.8100
 26/316 [=>............................] - ETA: 24s - loss: 0.4051 - accuracy: 0.8077
 27/316 [=>............................] - ETA: 24s - loss: 0.4040 - accuracy: 0.8102
 28/316 [=>............................] - ETA: 24s - loss: 0.4021 - accuracy: 0.8103
 29/316 [=>............................] - ETA: 24s - loss: 0.4035 - accuracy: 0.8060
 30/316 [=>............................] - ETA: 24s - loss: 0.4051 - accuracy: 0.8062
 31/316 [=>............................] - ETA: 23s - loss: 0.4072 - accuracy: 0.8044
 32/316 [==>...........................] - ETA: 23s - loss: 0.4081 - accuracy: 0.8047
 33/316 [==>...........................] - ETA: 23s - loss: 0.4159 - accuracy: 0.7992
 34/316 [==>...........................] - ETA: 23s - loss: 0.4131 - accuracy: 0.7996
 35/316 [==>...........................] - ETA: 23s - loss: 0.4131 - accuracy: 0.7964
 36/316 [==>...........................] - ETA: 23s - loss: 0.4221 - accuracy: 0.7882
 37/316 [==>...........................] - ETA: 23s - loss: 0.4193 - accuracy: 0.7889
 38/316 [==>...........................] - ETA: 23s - loss: 0.4213 - accuracy: 0.7878
 39/316 [==>...........................] - ETA: 23s - loss: 0.4229 - accuracy: 0.7885
 40/316 [==>...........................] - ETA: 23s - loss: 0.4237 - accuracy: 0.7891
 41/316 [==>...........................] - ETA: 23s - loss: 0.4273 - accuracy: 0.7866
 42/316 [==>...........................] - ETA: 23s - loss: 0.4270 - accuracy: 0.7842
 43/316 [===>..........................] - ETA: 22s - loss: 0.4297 - accuracy: 0.7834
 44/316 [===>..........................] - ETA: 22s - loss: 0.4314 - accuracy: 0.7798
 45/316 [===>..........................] - ETA: 22s - loss: 0.4340 - accuracy: 0.7764
 46/316 [===>..........................] - ETA: 22s - loss: 0.4338 - accuracy: 0.7772
 47/316 [===>..........................] - ETA: 22s - loss: 0.4325 - accuracy: 0.7793
 48/316 [===>..........................] - ETA: 22s - loss: 0.4325 - accuracy: 0.7812
 49/316 [===>..........................] - ETA: 22s - loss: 0.4367 - accuracy: 0.7781
 50/316 [===>..........................] - ETA: 22s - loss: 0.4361 - accuracy: 0.7775
 51/316 [===>..........................] - ETA: 22s - loss: 0.4373 - accuracy: 0.7770
 52/316 [===>..........................] - ETA: 22s - loss: 0.4352 - accuracy: 0.7788
 53/316 [====>.........................] - ETA: 22s - loss: 0.4355 - accuracy: 0.7807
 54/316 [====>.........................] - ETA: 22s - loss: 0.4351 - accuracy: 0.7778
 55/316 [====>.........................] - ETA: 21s - loss: 0.4315 - accuracy: 0.7795
 56/316 [====>.........................] - ETA: 21s - loss: 0.4341 - accuracy: 0.7779
 57/316 [====>.........................] - ETA: 21s - loss: 0.4407 - accuracy: 0.7708
 58/316 [====>.........................] - ETA: 21s - loss: 0.4403 - accuracy: 0.7716
 59/316 [====>.........................] - ETA: 21s - loss: 0.4389 - accuracy: 0.7722
 60/316 [====>.........................] - ETA: 21s - loss: 0.4376 - accuracy: 0.7740
 61/316 [====>.........................] - ETA: 21s - loss: 0.4363 - accuracy: 0.7746
 62/316 [====>.........................] - ETA: 21s - loss: 0.4359 - accuracy: 0.7752
 63/316 [====>.........................] - ETA: 21s - loss: 0.4372 - accuracy: 0.7748
 64/316 [=====>........................] - ETA: 21s - loss: 0.4375 - accuracy: 0.7744
 65/316 [=====>........................] - ETA: 21s - loss: 0.4417 - accuracy: 0.7731
 66/316 [=====>........................] - ETA: 21s - loss: 0.4432 - accuracy: 0.7727
 67/316 [=====>........................] - ETA: 20s - loss: 0.4438 - accuracy: 0.7715
 68/316 [=====>........................] - ETA: 20s - loss: 0.4453 - accuracy: 0.7730
 69/316 [=====>........................] - ETA: 20s - loss: 0.4459 - accuracy: 0.7717
 70/316 [=====>........................] - ETA: 20s - loss: 0.4463 - accuracy: 0.7705
 71/316 [=====>........................] - ETA: 20s - loss: 0.4471 - accuracy: 0.7720
 72/316 [=====>........................] - ETA: 20s - loss: 0.4495 - accuracy: 0.7700
 73/316 [=====>........................] - ETA: 20s - loss: 0.4518 - accuracy: 0.7688
 74/316 [======>.......................] - ETA: 20s - loss: 0.4510 - accuracy: 0.7703
 75/316 [======>.......................] - ETA: 20s - loss: 0.4503 - accuracy: 0.7725
 76/316 [======>.......................] - ETA: 20s - loss: 0.4492 - accuracy: 0.7730
 77/316 [======>.......................] - ETA: 20s - loss: 0.4491 - accuracy: 0.7727
 78/316 [======>.......................] - ETA: 20s - loss: 0.4473 - accuracy: 0.7748
 79/316 [======>.......................] - ETA: 19s - loss: 0.4465 - accuracy: 0.7761
 80/316 [======>.......................] - ETA: 19s - loss: 0.4457 - accuracy: 0.7773
 81/316 [======>.......................] - ETA: 19s - loss: 0.4456 - accuracy: 0.7770
 82/316 [======>.......................] - ETA: 19s - loss: 0.4438 - accuracy: 0.7782
 83/316 [======>.......................] - ETA: 19s - loss: 0.4429 - accuracy: 0.7794
 84/316 [======>.......................] - ETA: 19s - loss: 0.4414 - accuracy: 0.7812
 85/316 [=======>......................] - ETA: 19s - loss: 0.4409 - accuracy: 0.7809
 86/316 [=======>......................] - ETA: 19s - loss: 0.4414 - accuracy: 0.7798
 87/316 [=======>......................] - ETA: 19s - loss: 0.4440 - accuracy: 0.7787
 88/316 [=======>......................] - ETA: 19s - loss: 0.4470 - accuracy: 0.7770
 89/316 [=======>......................] - ETA: 19s - loss: 0.4492 - accuracy: 0.7760
 90/316 [=======>......................] - ETA: 19s - loss: 0.4513 - accuracy: 0.7757
 91/316 [=======>......................] - ETA: 18s - loss: 0.4495 - accuracy: 0.7768
 92/316 [=======>......................] - ETA: 18s - loss: 0.4489 - accuracy: 0.7779
 93/316 [=======>......................] - ETA: 18s - loss: 0.4495 - accuracy: 0.7762
 94/316 [=======>......................] - ETA: 18s - loss: 0.4512 - accuracy: 0.7773
 95/316 [========>.....................] - ETA: 18s - loss: 0.4504 - accuracy: 0.7776
 96/316 [========>.....................] - ETA: 18s - loss: 0.4515 - accuracy: 0.7767
 97/316 [========>.....................] - ETA: 18s - loss: 0.4514 - accuracy: 0.7771
 98/316 [========>.....................] - ETA: 18s - loss: 0.4506 - accuracy: 0.7781
 99/316 [========>.....................] - ETA: 18s - loss: 0.4505 - accuracy: 0.7790
100/316 [========>.....................] - ETA: 18s - loss: 0.4490 - accuracy: 0.7806
101/316 [========>.....................] - ETA: 18s - loss: 0.4484 - accuracy: 0.7816
102/316 [========>.....................] - ETA: 18s - loss: 0.4499 - accuracy: 0.7800
103/316 [========>.....................] - ETA: 17s - loss: 0.4526 - accuracy: 0.7785
104/316 [========>.....................] - ETA: 17s - loss: 0.4529 - accuracy: 0.7782
105/316 [========>.....................] - ETA: 17s - loss: 0.4518 - accuracy: 0.7792
106/316 [=========>....................] - ETA: 17s - loss: 0.4513 - accuracy: 0.7795
107/316 [=========>....................] - ETA: 17s - loss: 0.4517 - accuracy: 0.7798
108/316 [=========>....................] - ETA: 17s - loss: 0.4512 - accuracy: 0.7807
109/316 [=========>....................] - ETA: 17s - loss: 0.4500 - accuracy: 0.7815
110/316 [=========>....................] - ETA: 17s - loss: 0.4477 - accuracy: 0.7830
111/316 [=========>....................] - ETA: 17s - loss: 0.4488 - accuracy: 0.7815
112/316 [=========>....................] - ETA: 17s - loss: 0.4478 - accuracy: 0.7818
113/316 [=========>....................] - ETA: 17s - loss: 0.4486 - accuracy: 0.7810
114/316 [=========>....................] - ETA: 17s - loss: 0.4478 - accuracy: 0.7818
115/316 [=========>....................] - ETA: 16s - loss: 0.4487 - accuracy: 0.7821
116/316 [==========>...................] - ETA: 16s - loss: 0.4485 - accuracy: 0.7823
117/316 [==========>...................] - ETA: 16s - loss: 0.4462 - accuracy: 0.7842
118/316 [==========>...................] - ETA: 16s - loss: 0.4457 - accuracy: 0.7844
119/316 [==========>...................] - ETA: 16s - loss: 0.4450 - accuracy: 0.7847
120/316 [==========>...................] - ETA: 16s - loss: 0.4473 - accuracy: 0.7839
121/316 [==========>...................] - ETA: 16s - loss: 0.4474 - accuracy: 0.7841
122/316 [==========>...................] - ETA: 16s - loss: 0.4460 - accuracy: 0.7853
123/316 [==========>...................] - ETA: 16s - loss: 0.4470 - accuracy: 0.7835
124/316 [==========>...................] - ETA: 16s - loss: 0.4481 - accuracy: 0.7838
125/316 [==========>...................] - ETA: 16s - loss: 0.4473 - accuracy: 0.7840
126/316 [==========>...................] - ETA: 16s - loss: 0.4458 - accuracy: 0.7847
127/316 [===========>..................] - ETA: 15s - loss: 0.4452 - accuracy: 0.7859
128/316 [===========>..................] - ETA: 15s - loss: 0.4450 - accuracy: 0.7866
129/316 [===========>..................] - ETA: 15s - loss: 0.4452 - accuracy: 0.7868
130/316 [===========>..................] - ETA: 15s - loss: 0.4451 - accuracy: 0.7870
131/316 [===========>..................] - ETA: 15s - loss: 0.4443 - accuracy: 0.7877
132/316 [===========>..................] - ETA: 15s - loss: 0.4435 - accuracy: 0.7884
133/316 [===========>..................] - ETA: 15s - loss: 0.4423 - accuracy: 0.7895
134/316 [===========>..................] - ETA: 15s - loss: 0.4406 - accuracy: 0.7906
135/316 [===========>..................] - ETA: 15s - loss: 0.4400 - accuracy: 0.7917
136/316 [===========>..................] - ETA: 15s - loss: 0.4398 - accuracy: 0.7918
137/316 [============>.................] - ETA: 15s - loss: 0.4411 - accuracy: 0.7915
138/316 [============>.................] - ETA: 14s - loss: 0.4391 - accuracy: 0.7926
139/316 [============>.................] - ETA: 14s - loss: 0.4381 - accuracy: 0.7927
140/316 [============>.................] - ETA: 14s - loss: 0.4362 - accuracy: 0.7942
141/316 [============>.................] - ETA: 14s - loss: 0.4361 - accuracy: 0.7943
142/316 [============>.................] - ETA: 14s - loss: 0.4352 - accuracy: 0.7945
143/316 [============>.................] - ETA: 14s - loss: 0.4347 - accuracy: 0.7946
144/316 [============>.................] - ETA: 14s - loss: 0.4351 - accuracy: 0.7943
145/316 [============>.................] - ETA: 14s - loss: 0.4405 - accuracy: 0.7931
146/316 [============>.................] - ETA: 14s - loss: 0.4399 - accuracy: 0.7932
147/316 [============>.................] - ETA: 14s - loss: 0.4405 - accuracy: 0.7929
148/316 [=============>................] - ETA: 14s - loss: 0.4419 - accuracy: 0.7927
149/316 [=============>................] - ETA: 14s - loss: 0.4414 - accuracy: 0.7924
150/316 [=============>................] - ETA: 13s - loss: 0.4404 - accuracy: 0.7933
151/316 [=============>................] - ETA: 13s - loss: 0.4399 - accuracy: 0.7943
152/316 [=============>................] - ETA: 13s - loss: 0.4391 - accuracy: 0.7944
153/316 [=============>................] - ETA: 13s - loss: 0.4402 - accuracy: 0.7929
154/316 [=============>................] - ETA: 13s - loss: 0.4401 - accuracy: 0.7930
155/316 [=============>................] - ETA: 13s - loss: 0.4407 - accuracy: 0.7923
156/316 [=============>................] - ETA: 13s - loss: 0.4409 - accuracy: 0.7921
157/316 [=============>................] - ETA: 13s - loss: 0.4403 - accuracy: 0.7926
158/316 [==============>...............] - ETA: 13s - loss: 0.4394 - accuracy: 0.7931
159/316 [==============>...............] - ETA: 13s - loss: 0.4385 - accuracy: 0.7936
160/316 [==============>...............] - ETA: 13s - loss: 0.4395 - accuracy: 0.7934
161/316 [==============>...............] - ETA: 13s - loss: 0.4404 - accuracy: 0.7919
162/316 [==============>...............] - ETA: 12s - loss: 0.4410 - accuracy: 0.7917
163/316 [==============>...............] - ETA: 12s - loss: 0.4393 - accuracy: 0.7929
164/316 [==============>...............] - ETA: 12s - loss: 0.4392 - accuracy: 0.7931
165/316 [==============>...............] - ETA: 12s - loss: 0.4403 - accuracy: 0.7932
166/316 [==============>...............] - ETA: 12s - loss: 0.4402 - accuracy: 0.7929
167/316 [==============>...............] - ETA: 12s - loss: 0.4400 - accuracy: 0.7923
168/316 [==============>...............] - ETA: 12s - loss: 0.4402 - accuracy: 0.7913
169/316 [===============>..............] - ETA: 12s - loss: 0.4412 - accuracy: 0.7907
170/316 [===============>..............] - ETA: 12s - loss: 0.4396 - accuracy: 0.7919
171/316 [===============>..............] - ETA: 12s - loss: 0.4397 - accuracy: 0.7920
172/316 [===============>..............] - ETA: 12s - loss: 0.4393 - accuracy: 0.7922
173/316 [===============>..............] - ETA: 12s - loss: 0.4405 - accuracy: 0.7908
174/316 [===============>..............] - ETA: 11s - loss: 0.4400 - accuracy: 0.7913
175/316 [===============>..............] - ETA: 11s - loss: 0.4410 - accuracy: 0.7904
176/316 [===============>..............] - ETA: 11s - loss: 0.4416 - accuracy: 0.7908
177/316 [===============>..............] - ETA: 11s - loss: 0.4419 - accuracy: 0.7910
178/316 [===============>..............] - ETA: 11s - loss: 0.4407 - accuracy: 0.7921
179/316 [===============>..............] - ETA: 11s - loss: 0.4415 - accuracy: 0.7916
180/316 [================>.............] - ETA: 11s - loss: 0.4420 - accuracy: 0.7910
181/316 [================>.............] - ETA: 11s - loss: 0.4428 - accuracy: 0.7901
182/316 [================>.............] - ETA: 11s - loss: 0.4417 - accuracy: 0.7912
183/316 [================>.............] - ETA: 11s - loss: 0.4421 - accuracy: 0.7910
184/316 [================>.............] - ETA: 11s - loss: 0.4421 - accuracy: 0.7908
185/316 [================>.............] - ETA: 11s - loss: 0.4428 - accuracy: 0.7902
186/316 [================>.............] - ETA: 10s - loss: 0.4428 - accuracy: 0.7903
187/316 [================>.............] - ETA: 10s - loss: 0.4428 - accuracy: 0.7901
188/316 [================>.............] - ETA: 10s - loss: 0.4428 - accuracy: 0.7899
189/316 [================>.............] - ETA: 10s - loss: 0.4426 - accuracy: 0.7897
190/316 [=================>............] - ETA: 10s - loss: 0.4429 - accuracy: 0.7888
191/316 [=================>............] - ETA: 10s - loss: 0.4426 - accuracy: 0.7889
192/316 [=================>............] - ETA: 10s - loss: 0.4430 - accuracy: 0.7891
193/316 [=================>............] - ETA: 10s - loss: 0.4425 - accuracy: 0.7892
194/316 [=================>............] - ETA: 10s - loss: 0.4424 - accuracy: 0.7890
195/316 [=================>............] - ETA: 10s - loss: 0.4417 - accuracy: 0.7897
196/316 [=================>............] - ETA: 10s - loss: 0.4408 - accuracy: 0.7905
197/316 [=================>............] - ETA: 10s - loss: 0.4407 - accuracy: 0.7906
198/316 [=================>............] - ETA: 9s - loss: 0.4410 - accuracy: 0.7904 
199/316 [=================>............] - ETA: 9s - loss: 0.4407 - accuracy: 0.7905
200/316 [=================>............] - ETA: 9s - loss: 0.4417 - accuracy: 0.7903
201/316 [==================>...........] - ETA: 9s - loss: 0.4420 - accuracy: 0.7901
202/316 [==================>...........] - ETA: 9s - loss: 0.4408 - accuracy: 0.7912
203/316 [==================>...........] - ETA: 9s - loss: 0.4399 - accuracy: 0.7913
204/316 [==================>...........] - ETA: 9s - loss: 0.4399 - accuracy: 0.7917
205/316 [==================>...........] - ETA: 9s - loss: 0.4402 - accuracy: 0.7915
206/316 [==================>...........] - ETA: 9s - loss: 0.4406 - accuracy: 0.7913
207/316 [==================>...........] - ETA: 9s - loss: 0.4402 - accuracy: 0.7914
208/316 [==================>...........] - ETA: 9s - loss: 0.4404 - accuracy: 0.7918
209/316 [==================>...........] - ETA: 9s - loss: 0.4401 - accuracy: 0.7919
210/316 [==================>...........] - ETA: 8s - loss: 0.4392 - accuracy: 0.7920
211/316 [===================>..........] - ETA: 8s - loss: 0.4377 - accuracy: 0.7927
212/316 [===================>..........] - ETA: 8s - loss: 0.4380 - accuracy: 0.7925
213/316 [===================>..........] - ETA: 8s - loss: 0.4374 - accuracy: 0.7925
214/316 [===================>..........] - ETA: 8s - loss: 0.4365 - accuracy: 0.7932
215/316 [===================>..........] - ETA: 8s - loss: 0.4363 - accuracy: 0.7933
216/316 [===================>..........] - ETA: 8s - loss: 0.4358 - accuracy: 0.7931
217/316 [===================>..........] - ETA: 8s - loss: 0.4353 - accuracy: 0.7935
218/316 [===================>..........] - ETA: 8s - loss: 0.4359 - accuracy: 0.7936
219/316 [===================>..........] - ETA: 8s - loss: 0.4351 - accuracy: 0.7939
220/316 [===================>..........] - ETA: 8s - loss: 0.4362 - accuracy: 0.7932
221/316 [===================>..........] - ETA: 8s - loss: 0.4357 - accuracy: 0.7930
222/316 [====================>.........] - ETA: 7s - loss: 0.4344 - accuracy: 0.7939
223/316 [====================>.........] - ETA: 7s - loss: 0.4343 - accuracy: 0.7940
224/316 [====================>.........] - ETA: 7s - loss: 0.4347 - accuracy: 0.7941
225/316 [====================>.........] - ETA: 7s - loss: 0.4347 - accuracy: 0.7939
226/316 [====================>.........] - ETA: 7s - loss: 0.4347 - accuracy: 0.7940
227/316 [====================>.........] - ETA: 7s - loss: 0.4340 - accuracy: 0.7946
228/316 [====================>.........] - ETA: 7s - loss: 0.4334 - accuracy: 0.7947
229/316 [====================>.........] - ETA: 7s - loss: 0.4337 - accuracy: 0.7950
230/316 [====================>.........] - ETA: 7s - loss: 0.4339 - accuracy: 0.7946
231/316 [====================>.........] - ETA: 7s - loss: 0.4332 - accuracy: 0.7949
232/316 [=====================>........] - ETA: 7s - loss: 0.4329 - accuracy: 0.7953
233/316 [=====================>........] - ETA: 7s - loss: 0.4323 - accuracy: 0.7956
234/316 [=====================>........] - ETA: 7s - loss: 0.4321 - accuracy: 0.7957
235/316 [=====================>........] - ETA: 6s - loss: 0.4327 - accuracy: 0.7947
236/316 [=====================>........] - ETA: 6s - loss: 0.4317 - accuracy: 0.7953
237/316 [=====================>........] - ETA: 6s - loss: 0.4314 - accuracy: 0.7954
238/316 [=====================>........] - ETA: 6s - loss: 0.4310 - accuracy: 0.7954
239/316 [=====================>........] - ETA: 6s - loss: 0.4318 - accuracy: 0.7952
240/316 [=====================>........] - ETA: 6s - loss: 0.4319 - accuracy: 0.7953
241/316 [=====================>........] - ETA: 6s - loss: 0.4323 - accuracy: 0.7951
242/316 [=====================>........] - ETA: 6s - loss: 0.4327 - accuracy: 0.7947
243/316 [======================>.......] - ETA: 6s - loss: 0.4325 - accuracy: 0.7948
244/316 [======================>.......] - ETA: 6s - loss: 0.4325 - accuracy: 0.7948
245/316 [======================>.......] - ETA: 6s - loss: 0.4330 - accuracy: 0.7944
246/316 [======================>.......] - ETA: 6s - loss: 0.4328 - accuracy: 0.7942
247/316 [======================>.......] - ETA: 5s - loss: 0.4332 - accuracy: 0.7938
248/316 [======================>.......] - ETA: 5s - loss: 0.4335 - accuracy: 0.7941
249/316 [======================>.......] - ETA: 5s - loss: 0.4330 - accuracy: 0.7942
250/316 [======================>.......] - ETA: 5s - loss: 0.4328 - accuracy: 0.7943
251/316 [======================>.......] - ETA: 5s - loss: 0.4329 - accuracy: 0.7943
252/316 [======================>.......] - ETA: 5s - loss: 0.4328 - accuracy: 0.7946
253/316 [=======================>......] - ETA: 5s - loss: 0.4335 - accuracy: 0.7940
254/316 [=======================>......] - ETA: 5s - loss: 0.4342 - accuracy: 0.7933
255/316 [=======================>......] - ETA: 5s - loss: 0.4332 - accuracy: 0.7941
256/316 [=======================>......] - ETA: 5s - loss: 0.4331 - accuracy: 0.7939
257/316 [=======================>......] - ETA: 5s - loss: 0.4342 - accuracy: 0.7933
258/316 [=======================>......] - ETA: 5s - loss: 0.4339 - accuracy: 0.7934
259/316 [=======================>......] - ETA: 4s - loss: 0.4334 - accuracy: 0.7937
260/316 [=======================>......] - ETA: 4s - loss: 0.4336 - accuracy: 0.7937
261/316 [=======================>......] - ETA: 4s - loss: 0.4340 - accuracy: 0.7933
262/316 [=======================>......] - ETA: 4s - loss: 0.4341 - accuracy: 0.7937
263/316 [=======================>......] - ETA: 4s - loss: 0.4347 - accuracy: 0.7930
264/316 [========================>.....] - ETA: 4s - loss: 0.4357 - accuracy: 0.7926
265/316 [========================>.....] - ETA: 4s - loss: 0.4358 - accuracy: 0.7929
266/316 [========================>.....] - ETA: 4s - loss: 0.4353 - accuracy: 0.7935
267/316 [========================>.....] - ETA: 4s - loss: 0.4349 - accuracy: 0.7938
268/316 [========================>.....] - ETA: 4s - loss: 0.4342 - accuracy: 0.7943
269/316 [========================>.....] - ETA: 4s - loss: 0.4336 - accuracy: 0.7946
270/316 [========================>.....] - ETA: 4s - loss: 0.4346 - accuracy: 0.7944
271/316 [========================>.....] - ETA: 3s - loss: 0.4345 - accuracy: 0.7943
272/316 [========================>.....] - ETA: 3s - loss: 0.4345 - accuracy: 0.7943
273/316 [========================>.....] - ETA: 3s - loss: 0.4348 - accuracy: 0.7940
274/316 [=========================>....] - ETA: 3s - loss: 0.4342 - accuracy: 0.7945
275/316 [=========================>....] - ETA: 3s - loss: 0.4342 - accuracy: 0.7945
276/316 [=========================>....] - ETA: 3s - loss: 0.4341 - accuracy: 0.7946
277/316 [=========================>....] - ETA: 3s - loss: 0.4350 - accuracy: 0.7938
278/316 [=========================>....] - ETA: 3s - loss: 0.4343 - accuracy: 0.7941
279/316 [=========================>....] - ETA: 3s - loss: 0.4342 - accuracy: 0.7941
280/316 [=========================>....] - ETA: 3s - loss: 0.4343 - accuracy: 0.7940
281/316 [=========================>....] - ETA: 3s - loss: 0.4340 - accuracy: 0.7945
282/316 [=========================>....] - ETA: 2s - loss: 0.4343 - accuracy: 0.7941
283/316 [=========================>....] - ETA: 2s - loss: 0.4349 - accuracy: 0.7937
284/316 [=========================>....] - ETA: 2s - loss: 0.4348 - accuracy: 0.7938
285/316 [==========================>...] - ETA: 2s - loss: 0.4352 - accuracy: 0.7932
286/316 [==========================>...] - ETA: 2s - loss: 0.4353 - accuracy: 0.7928
287/316 [==========================>...] - ETA: 2s - loss: 0.4353 - accuracy: 0.7927
288/316 [==========================>...] - ETA: 2s - loss: 0.4352 - accuracy: 0.7928
289/316 [==========================>...] - ETA: 2s - loss: 0.4351 - accuracy: 0.7928
290/316 [==========================>...] - ETA: 2s - loss: 0.4352 - accuracy: 0.7927
291/316 [==========================>...] - ETA: 2s - loss: 0.4355 - accuracy: 0.7923
292/316 [==========================>...] - ETA: 2s - loss: 0.4359 - accuracy: 0.7922
293/316 [==========================>...] - ETA: 2s - loss: 0.4366 - accuracy: 0.7914
294/316 [==========================>...] - ETA: 1s - loss: 0.4364 - accuracy: 0.7915
295/316 [===========================>..] - ETA: 1s - loss: 0.4363 - accuracy: 0.7915
296/316 [===========================>..] - ETA: 1s - loss: 0.4364 - accuracy: 0.7914
297/316 [===========================>..] - ETA: 1s - loss: 0.4361 - accuracy: 0.7915
298/316 [===========================>..] - ETA: 1s - loss: 0.4363 - accuracy: 0.7913
299/316 [===========================>..] - ETA: 1s - loss: 0.4367 - accuracy: 0.7910
300/316 [===========================>..] - ETA: 1s - loss: 0.4370 - accuracy: 0.7906
301/316 [===========================>..] - ETA: 1s - loss: 0.4373 - accuracy: 0.7903
302/316 [===========================>..] - ETA: 1s - loss: 0.4375 - accuracy: 0.7904
303/316 [===========================>..] - ETA: 1s - loss: 0.4376 - accuracy: 0.7904
304/316 [===========================>..] - ETA: 1s - loss: 0.4372 - accuracy: 0.7907
305/316 [===========================>..] - ETA: 0s - loss: 0.4373 - accuracy: 0.7906
306/316 [============================>.] - ETA: 0s - loss: 0.4370 - accuracy: 0.7908
307/316 [============================>.] - ETA: 0s - loss: 0.4371 - accuracy: 0.7909
308/316 [============================>.] - ETA: 0s - loss: 0.4370 - accuracy: 0.7908
309/316 [============================>.] - ETA: 0s - loss: 0.4368 - accuracy: 0.7907
310/316 [============================>.] - ETA: 0s - loss: 0.4367 - accuracy: 0.7907
311/316 [============================>.] - ETA: 0s - loss: 0.4371 - accuracy: 0.7902
312/316 [============================>.] - ETA: 0s - loss: 0.4369 - accuracy: 0.7903
313/316 [============================>.] - ETA: 0s - loss: 0.4367 - accuracy: 0.7903
314/316 [============================>.] - ETA: 0s - loss: 0.4363 - accuracy: 0.7906
315/316 [============================>.] - ETA: 0s - loss: 0.4360 - accuracy: 0.7907
316/316 [==============================] - 28s 89ms/step - loss: 0.4361 - accuracy: 0.7907

316/316 [==============================] - 30s 94ms/step - loss: 0.4361 - accuracy: 0.7907 - val_loss: 0.1943 - val_accuracy: 0.9374
Epoch 11/100

  1/316 [..............................] - ETA: 22s - loss: 0.5799 - accuracy: 0.6250
  2/316 [..............................] - ETA: 26s - loss: 0.4378 - accuracy: 0.7500
  3/316 [..............................] - ETA: 26s - loss: 0.4076 - accuracy: 0.7708
  4/316 [..............................] - ETA: 28s - loss: 0.4431 - accuracy: 0.7969
  5/316 [..............................] - ETA: 28s - loss: 0.4875 - accuracy: 0.7750
  6/316 [..............................] - ETA: 29s - loss: 0.4532 - accuracy: 0.7917
  7/316 [..............................] - ETA: 29s - loss: 0.4620 - accuracy: 0.7946
  8/316 [..............................] - ETA: 29s - loss: 0.4608 - accuracy: 0.7891
  9/316 [..............................] - ETA: 29s - loss: 0.4534 - accuracy: 0.7778
 10/316 [..............................] - ETA: 29s - loss: 0.4583 - accuracy: 0.7812
 11/316 [>.............................] - ETA: 29s - loss: 0.4581 - accuracy: 0.7784
 12/316 [>.............................] - ETA: 29s - loss: 0.4789 - accuracy: 0.7552
 13/316 [>.............................] - ETA: 29s - loss: 0.4761 - accuracy: 0.7548
 14/316 [>.............................] - ETA: 29s - loss: 0.4779 - accuracy: 0.7545
 15/316 [>.............................] - ETA: 29s - loss: 0.4689 - accuracy: 0.7625
 16/316 [>.............................] - ETA: 29s - loss: 0.4750 - accuracy: 0.7578
 17/316 [>.............................] - ETA: 29s - loss: 0.4661 - accuracy: 0.7610
 18/316 [>.............................] - ETA: 29s - loss: 0.4583 - accuracy: 0.7639
 19/316 [>.............................] - ETA: 29s - loss: 0.4545 - accuracy: 0.7664
 20/316 [>.............................] - ETA: 29s - loss: 0.4468 - accuracy: 0.7750
 21/316 [>.............................] - ETA: 29s - loss: 0.4500 - accuracy: 0.7738
 22/316 [=>............................] - ETA: 28s - loss: 0.4448 - accuracy: 0.7784
 23/316 [=>............................] - ETA: 28s - loss: 0.4452 - accuracy: 0.7799
 24/316 [=>............................] - ETA: 28s - loss: 0.4442 - accuracy: 0.7812
 25/316 [=>............................] - ETA: 28s - loss: 0.4512 - accuracy: 0.7775
 26/316 [=>............................] - ETA: 28s - loss: 0.4470 - accuracy: 0.7812
 27/316 [=>............................] - ETA: 28s - loss: 0.4437 - accuracy: 0.7801
 28/316 [=>............................] - ETA: 28s - loss: 0.4464 - accuracy: 0.7790
 29/316 [=>............................] - ETA: 28s - loss: 0.4473 - accuracy: 0.7780
 30/316 [=>............................] - ETA: 28s - loss: 0.4510 - accuracy: 0.7771
 31/316 [=>............................] - ETA: 28s - loss: 0.4461 - accuracy: 0.7802
 32/316 [==>...........................] - ETA: 28s - loss: 0.4423 - accuracy: 0.7832
 33/316 [==>...........................] - ETA: 28s - loss: 0.4413 - accuracy: 0.7841
 34/316 [==>...........................] - ETA: 27s - loss: 0.4407 - accuracy: 0.7849
 35/316 [==>...........................] - ETA: 27s - loss: 0.4429 - accuracy: 0.7821
 36/316 [==>...........................] - ETA: 27s - loss: 0.4438 - accuracy: 0.7812
 37/316 [==>...........................] - ETA: 27s - loss: 0.4490 - accuracy: 0.7736
 38/316 [==>...........................] - ETA: 27s - loss: 0.4516 - accuracy: 0.7714
 39/316 [==>...........................] - ETA: 27s - loss: 0.4543 - accuracy: 0.7692
 40/316 [==>...........................] - ETA: 27s - loss: 0.4589 - accuracy: 0.7688
 41/316 [==>...........................] - ETA: 27s - loss: 0.4511 - accuracy: 0.7729
 42/316 [==>...........................] - ETA: 27s - loss: 0.4496 - accuracy: 0.7723
 43/316 [===>..........................] - ETA: 27s - loss: 0.4478 - accuracy: 0.7733
 44/316 [===>..........................] - ETA: 27s - loss: 0.4499 - accuracy: 0.7713
 45/316 [===>..........................] - ETA: 26s - loss: 0.4523 - accuracy: 0.7694
 46/316 [===>..........................] - ETA: 26s - loss: 0.4484 - accuracy: 0.7717
 47/316 [===>..........................] - ETA: 26s - loss: 0.4498 - accuracy: 0.7699
 48/316 [===>..........................] - ETA: 26s - loss: 0.4483 - accuracy: 0.7708
 49/316 [===>..........................] - ETA: 26s - loss: 0.4513 - accuracy: 0.7666
 50/316 [===>..........................] - ETA: 26s - loss: 0.4504 - accuracy: 0.7675
 51/316 [===>..........................] - ETA: 26s - loss: 0.4515 - accuracy: 0.7647
 52/316 [===>..........................] - ETA: 26s - loss: 0.4506 - accuracy: 0.7656
 53/316 [====>.........................] - ETA: 26s - loss: 0.4528 - accuracy: 0.7642
 54/316 [====>.........................] - ETA: 26s - loss: 0.4513 - accuracy: 0.7639
 55/316 [====>.........................] - ETA: 25s - loss: 0.4506 - accuracy: 0.7648
 56/316 [====>.........................] - ETA: 25s - loss: 0.4523 - accuracy: 0.7645
 57/316 [====>.........................] - ETA: 25s - loss: 0.4532 - accuracy: 0.7654
 58/316 [====>.........................] - ETA: 25s - loss: 0.4532 - accuracy: 0.7651
 59/316 [====>.........................] - ETA: 25s - loss: 0.4514 - accuracy: 0.7680
 60/316 [====>.........................] - ETA: 25s - loss: 0.4510 - accuracy: 0.7698
 61/316 [====>.........................] - ETA: 25s - loss: 0.4500 - accuracy: 0.7684
 62/316 [====>.........................] - ETA: 25s - loss: 0.4496 - accuracy: 0.7681
 63/316 [====>.........................] - ETA: 25s - loss: 0.4492 - accuracy: 0.7688
 64/316 [=====>........................] - ETA: 25s - loss: 0.4486 - accuracy: 0.7705
 65/316 [=====>........................] - ETA: 24s - loss: 0.4480 - accuracy: 0.7712
 66/316 [=====>........................] - ETA: 24s - loss: 0.4471 - accuracy: 0.7718
 67/316 [=====>........................] - ETA: 24s - loss: 0.4506 - accuracy: 0.7705
 68/316 [=====>........................] - ETA: 24s - loss: 0.4518 - accuracy: 0.7693
 69/316 [=====>........................] - ETA: 24s - loss: 0.4509 - accuracy: 0.7699
 70/316 [=====>........................] - ETA: 24s - loss: 0.4507 - accuracy: 0.7696
 71/316 [=====>........................] - ETA: 24s - loss: 0.4511 - accuracy: 0.7676
 72/316 [=====>........................] - ETA: 24s - loss: 0.4501 - accuracy: 0.7691
 73/316 [=====>........................] - ETA: 24s - loss: 0.4489 - accuracy: 0.7697
 74/316 [======>.......................] - ETA: 24s - loss: 0.4501 - accuracy: 0.7694
 75/316 [======>.......................] - ETA: 23s - loss: 0.4521 - accuracy: 0.7708
 76/316 [======>.......................] - ETA: 23s - loss: 0.4511 - accuracy: 0.7706
 77/316 [======>.......................] - ETA: 23s - loss: 0.4492 - accuracy: 0.7727
 78/316 [======>.......................] - ETA: 23s - loss: 0.4485 - accuracy: 0.7724
 79/316 [======>.......................] - ETA: 23s - loss: 0.4511 - accuracy: 0.7706
 80/316 [======>.......................] - ETA: 23s - loss: 0.4537 - accuracy: 0.7680
 81/316 [======>.......................] - ETA: 23s - loss: 0.4525 - accuracy: 0.7677
 82/316 [======>.......................] - ETA: 23s - loss: 0.4529 - accuracy: 0.7660
 83/316 [======>.......................] - ETA: 23s - loss: 0.4523 - accuracy: 0.7673
 84/316 [======>.......................] - ETA: 23s - loss: 0.4512 - accuracy: 0.7686
 85/316 [=======>......................] - ETA: 22s - loss: 0.4521 - accuracy: 0.7676
 86/316 [=======>......................] - ETA: 22s - loss: 0.4502 - accuracy: 0.7682
 87/316 [=======>......................] - ETA: 22s - loss: 0.4507 - accuracy: 0.7680
 88/316 [=======>......................] - ETA: 22s - loss: 0.4510 - accuracy: 0.7670
 89/316 [=======>......................] - ETA: 22s - loss: 0.4509 - accuracy: 0.7683
 90/316 [=======>......................] - ETA: 22s - loss: 0.4515 - accuracy: 0.7681
 91/316 [=======>......................] - ETA: 22s - loss: 0.4522 - accuracy: 0.7672
 92/316 [=======>......................] - ETA: 22s - loss: 0.4514 - accuracy: 0.7690
 93/316 [=======>......................] - ETA: 22s - loss: 0.4520 - accuracy: 0.7675
 94/316 [=======>......................] - ETA: 22s - loss: 0.4519 - accuracy: 0.7686
 95/316 [========>.....................] - ETA: 21s - loss: 0.4529 - accuracy: 0.7684
 96/316 [========>.....................] - ETA: 21s - loss: 0.4530 - accuracy: 0.7689
 97/316 [========>.....................] - ETA: 21s - loss: 0.4515 - accuracy: 0.7693
 98/316 [========>.....................] - ETA: 21s - loss: 0.4507 - accuracy: 0.7685
 99/316 [========>.....................] - ETA: 21s - loss: 0.4503 - accuracy: 0.7696
100/316 [========>.....................] - ETA: 21s - loss: 0.4501 - accuracy: 0.7694
101/316 [========>.....................] - ETA: 21s - loss: 0.4530 - accuracy: 0.7673
102/316 [========>.....................] - ETA: 21s - loss: 0.4538 - accuracy: 0.7665
103/316 [========>.....................] - ETA: 21s - loss: 0.4513 - accuracy: 0.7676
104/316 [========>.....................] - ETA: 21s - loss: 0.4519 - accuracy: 0.7674
105/316 [========>.....................] - ETA: 20s - loss: 0.4515 - accuracy: 0.7673
106/316 [=========>....................] - ETA: 20s - loss: 0.4517 - accuracy: 0.7671
107/316 [=========>....................] - ETA: 20s - loss: 0.4507 - accuracy: 0.7681
108/316 [=========>....................] - ETA: 20s - loss: 0.4505 - accuracy: 0.7668
109/316 [=========>....................] - ETA: 20s - loss: 0.4487 - accuracy: 0.7666
110/316 [=========>....................] - ETA: 20s - loss: 0.4486 - accuracy: 0.7665
111/316 [=========>....................] - ETA: 20s - loss: 0.4486 - accuracy: 0.7663
112/316 [=========>....................] - ETA: 20s - loss: 0.4474 - accuracy: 0.7667
113/316 [=========>....................] - ETA: 20s - loss: 0.4472 - accuracy: 0.7671
114/316 [=========>....................] - ETA: 20s - loss: 0.4464 - accuracy: 0.7675
115/316 [=========>....................] - ETA: 20s - loss: 0.4457 - accuracy: 0.7679
116/316 [==========>...................] - ETA: 19s - loss: 0.4450 - accuracy: 0.7689
117/316 [==========>...................] - ETA: 19s - loss: 0.4445 - accuracy: 0.7692
118/316 [==========>...................] - ETA: 19s - loss: 0.4432 - accuracy: 0.7701
119/316 [==========>...................] - ETA: 19s - loss: 0.4434 - accuracy: 0.7689
120/316 [==========>...................] - ETA: 19s - loss: 0.4418 - accuracy: 0.7703
121/316 [==========>...................] - ETA: 19s - loss: 0.4408 - accuracy: 0.7707
122/316 [==========>...................] - ETA: 19s - loss: 0.4431 - accuracy: 0.7700
123/316 [==========>...................] - ETA: 19s - loss: 0.4429 - accuracy: 0.7708
124/316 [==========>...................] - ETA: 19s - loss: 0.4409 - accuracy: 0.7722
125/316 [==========>...................] - ETA: 19s - loss: 0.4409 - accuracy: 0.7725
126/316 [==========>...................] - ETA: 18s - loss: 0.4412 - accuracy: 0.7733
127/316 [===========>..................] - ETA: 18s - loss: 0.4401 - accuracy: 0.7751
128/316 [===========>..................] - ETA: 18s - loss: 0.4399 - accuracy: 0.7749
129/316 [===========>..................] - ETA: 18s - loss: 0.4426 - accuracy: 0.7728
130/316 [===========>..................] - ETA: 18s - loss: 0.4416 - accuracy: 0.7736
131/316 [===========>..................] - ETA: 18s - loss: 0.4421 - accuracy: 0.7739
132/316 [===========>..................] - ETA: 18s - loss: 0.4403 - accuracy: 0.7746
133/316 [===========>..................] - ETA: 18s - loss: 0.4399 - accuracy: 0.7749
134/316 [===========>..................] - ETA: 18s - loss: 0.4444 - accuracy: 0.7724
135/316 [===========>..................] - ETA: 18s - loss: 0.4436 - accuracy: 0.7731
136/316 [===========>..................] - ETA: 17s - loss: 0.4433 - accuracy: 0.7730
137/316 [============>.................] - ETA: 17s - loss: 0.4425 - accuracy: 0.7746
138/316 [============>.................] - ETA: 17s - loss: 0.4428 - accuracy: 0.7736
139/316 [============>.................] - ETA: 17s - loss: 0.4421 - accuracy: 0.7747
140/316 [============>.................] - ETA: 17s - loss: 0.4427 - accuracy: 0.7750
141/316 [============>.................] - ETA: 17s - loss: 0.4427 - accuracy: 0.7753
142/316 [============>.................] - ETA: 17s - loss: 0.4422 - accuracy: 0.7751
143/316 [============>.................] - ETA: 17s - loss: 0.4425 - accuracy: 0.7745
144/316 [============>.................] - ETA: 17s - loss: 0.4427 - accuracy: 0.7747
145/316 [============>.................] - ETA: 17s - loss: 0.4421 - accuracy: 0.7759
146/316 [============>.................] - ETA: 16s - loss: 0.4409 - accuracy: 0.7761
147/316 [============>.................] - ETA: 16s - loss: 0.4400 - accuracy: 0.7764
148/316 [=============>................] - ETA: 16s - loss: 0.4405 - accuracy: 0.7762
149/316 [=============>................] - ETA: 16s - loss: 0.4394 - accuracy: 0.7768
150/316 [=============>................] - ETA: 16s - loss: 0.4383 - accuracy: 0.7775
151/316 [=============>................] - ETA: 16s - loss: 0.4373 - accuracy: 0.7781
152/316 [=============>................] - ETA: 16s - loss: 0.4384 - accuracy: 0.7780
153/316 [=============>................] - ETA: 16s - loss: 0.4364 - accuracy: 0.7790
154/316 [=============>................] - ETA: 16s - loss: 0.4373 - accuracy: 0.7780
155/316 [=============>................] - ETA: 16s - loss: 0.4368 - accuracy: 0.7782
156/316 [=============>................] - ETA: 15s - loss: 0.4352 - accuracy: 0.7788
157/316 [=============>................] - ETA: 15s - loss: 0.4367 - accuracy: 0.7775
158/316 [==============>...............] - ETA: 15s - loss: 0.4359 - accuracy: 0.7781
159/316 [==============>...............] - ETA: 15s - loss: 0.4357 - accuracy: 0.7787
160/316 [==============>...............] - ETA: 15s - loss: 0.4349 - accuracy: 0.7797
161/316 [==============>...............] - ETA: 15s - loss: 0.4349 - accuracy: 0.7799
162/316 [==============>...............] - ETA: 15s - loss: 0.4350 - accuracy: 0.7797
163/316 [==============>...............] - ETA: 15s - loss: 0.4340 - accuracy: 0.7803
164/316 [==============>...............] - ETA: 15s - loss: 0.4345 - accuracy: 0.7805
165/316 [==============>...............] - ETA: 15s - loss: 0.4340 - accuracy: 0.7803
166/316 [==============>...............] - ETA: 14s - loss: 0.4347 - accuracy: 0.7797
167/316 [==============>...............] - ETA: 14s - loss: 0.4336 - accuracy: 0.7803
168/316 [==============>...............] - ETA: 14s - loss: 0.4335 - accuracy: 0.7801
169/316 [===============>..............] - ETA: 14s - loss: 0.4331 - accuracy: 0.7803
170/316 [===============>..............] - ETA: 14s - loss: 0.4346 - accuracy: 0.7794
171/316 [===============>..............] - ETA: 14s - loss: 0.4340 - accuracy: 0.7796
172/316 [===============>..............] - ETA: 14s - loss: 0.4347 - accuracy: 0.7798
173/316 [===============>..............] - ETA: 14s - loss: 0.4333 - accuracy: 0.7807
174/316 [===============>..............] - ETA: 14s - loss: 0.4331 - accuracy: 0.7809
175/316 [===============>..............] - ETA: 14s - loss: 0.4342 - accuracy: 0.7804
176/316 [===============>..............] - ETA: 13s - loss: 0.4340 - accuracy: 0.7798
177/316 [===============>..............] - ETA: 13s - loss: 0.4347 - accuracy: 0.7797
178/316 [===============>..............] - ETA: 13s - loss: 0.4343 - accuracy: 0.7802
179/316 [===============>..............] - ETA: 13s - loss: 0.4339 - accuracy: 0.7804
180/316 [================>.............] - ETA: 13s - loss: 0.4331 - accuracy: 0.7809
181/316 [================>.............] - ETA: 13s - loss: 0.4343 - accuracy: 0.7807
182/316 [================>.............] - ETA: 13s - loss: 0.4335 - accuracy: 0.7812
183/316 [================>.............] - ETA: 13s - loss: 0.4333 - accuracy: 0.7814
184/316 [================>.............] - ETA: 13s - loss: 0.4339 - accuracy: 0.7806
185/316 [================>.............] - ETA: 13s - loss: 0.4349 - accuracy: 0.7797
186/316 [================>.............] - ETA: 12s - loss: 0.4350 - accuracy: 0.7796
187/316 [================>.............] - ETA: 12s - loss: 0.4342 - accuracy: 0.7804
188/316 [================>.............] - ETA: 12s - loss: 0.4335 - accuracy: 0.7809
189/316 [================>.............] - ETA: 12s - loss: 0.4327 - accuracy: 0.7817
190/316 [=================>............] - ETA: 12s - loss: 0.4321 - accuracy: 0.7819
191/316 [=================>............] - ETA: 12s - loss: 0.4317 - accuracy: 0.7817
192/316 [=================>............] - ETA: 12s - loss: 0.4315 - accuracy: 0.7819
193/316 [=================>............] - ETA: 12s - loss: 0.4307 - accuracy: 0.7824
194/316 [=================>............] - ETA: 12s - loss: 0.4320 - accuracy: 0.7816
195/316 [=================>............] - ETA: 12s - loss: 0.4310 - accuracy: 0.7824
196/316 [=================>............] - ETA: 11s - loss: 0.4313 - accuracy: 0.7825
197/316 [=================>............] - ETA: 11s - loss: 0.4309 - accuracy: 0.7824
198/316 [=================>............] - ETA: 11s - loss: 0.4304 - accuracy: 0.7825
199/316 [=================>............] - ETA: 11s - loss: 0.4304 - accuracy: 0.7820
200/316 [=================>............] - ETA: 11s - loss: 0.4301 - accuracy: 0.7828
201/316 [==================>...........] - ETA: 11s - loss: 0.4300 - accuracy: 0.7830
202/316 [==================>...........] - ETA: 11s - loss: 0.4299 - accuracy: 0.7828
203/316 [==================>...........] - ETA: 11s - loss: 0.4299 - accuracy: 0.7833
204/316 [==================>...........] - ETA: 11s - loss: 0.4308 - accuracy: 0.7831
205/316 [==================>...........] - ETA: 11s - loss: 0.4313 - accuracy: 0.7826
206/316 [==================>...........] - ETA: 10s - loss: 0.4314 - accuracy: 0.7828
207/316 [==================>...........] - ETA: 10s - loss: 0.4312 - accuracy: 0.7826
208/316 [==================>...........] - ETA: 10s - loss: 0.4322 - accuracy: 0.7831
209/316 [==================>...........] - ETA: 10s - loss: 0.4327 - accuracy: 0.7823
210/316 [==================>...........] - ETA: 10s - loss: 0.4325 - accuracy: 0.7824
211/316 [===================>..........] - ETA: 10s - loss: 0.4330 - accuracy: 0.7820
212/316 [===================>..........] - ETA: 10s - loss: 0.4337 - accuracy: 0.7815
213/316 [===================>..........] - ETA: 10s - loss: 0.4344 - accuracy: 0.7814
214/316 [===================>..........] - ETA: 10s - loss: 0.4347 - accuracy: 0.7804
215/316 [===================>..........] - ETA: 10s - loss: 0.4346 - accuracy: 0.7805
216/316 [===================>..........] - ETA: 9s - loss: 0.4343 - accuracy: 0.7810 
217/316 [===================>..........] - ETA: 9s - loss: 0.4349 - accuracy: 0.7800
218/316 [===================>..........] - ETA: 9s - loss: 0.4348 - accuracy: 0.7804
219/316 [===================>..........] - ETA: 9s - loss: 0.4344 - accuracy: 0.7805
220/316 [===================>..........] - ETA: 9s - loss: 0.4356 - accuracy: 0.7795
221/316 [===================>..........] - ETA: 9s - loss: 0.4356 - accuracy: 0.7797
222/316 [====================>.........] - ETA: 9s - loss: 0.4360 - accuracy: 0.7798
223/316 [====================>.........] - ETA: 9s - loss: 0.4360 - accuracy: 0.7800
224/316 [====================>.........] - ETA: 9s - loss: 0.4361 - accuracy: 0.7796
225/316 [====================>.........] - ETA: 9s - loss: 0.4366 - accuracy: 0.7792
226/316 [====================>.........] - ETA: 8s - loss: 0.4361 - accuracy: 0.7793
227/316 [====================>.........] - ETA: 8s - loss: 0.4357 - accuracy: 0.7795
228/316 [====================>.........] - ETA: 8s - loss: 0.4351 - accuracy: 0.7799
229/316 [====================>.........] - ETA: 8s - loss: 0.4355 - accuracy: 0.7797
230/316 [====================>.........] - ETA: 8s - loss: 0.4350 - accuracy: 0.7802
231/316 [====================>.........] - ETA: 8s - loss: 0.4347 - accuracy: 0.7808
232/316 [=====================>........] - ETA: 8s - loss: 0.4347 - accuracy: 0.7807
233/316 [=====================>........] - ETA: 8s - loss: 0.4352 - accuracy: 0.7800
234/316 [=====================>........] - ETA: 8s - loss: 0.4354 - accuracy: 0.7796
235/316 [=====================>........] - ETA: 8s - loss: 0.4349 - accuracy: 0.7798
236/316 [=====================>........] - ETA: 7s - loss: 0.4347 - accuracy: 0.7797
237/316 [=====================>........] - ETA: 7s - loss: 0.4354 - accuracy: 0.7793
238/316 [=====================>........] - ETA: 7s - loss: 0.4359 - accuracy: 0.7791
239/316 [=====================>........] - ETA: 7s - loss: 0.4364 - accuracy: 0.7793
240/316 [=====================>........] - ETA: 7s - loss: 0.4360 - accuracy: 0.7799
241/316 [=====================>........] - ETA: 7s - loss: 0.4359 - accuracy: 0.7803
242/316 [=====================>........] - ETA: 7s - loss: 0.4360 - accuracy: 0.7802
243/316 [======================>.......] - ETA: 7s - loss: 0.4365 - accuracy: 0.7796
244/316 [======================>.......] - ETA: 7s - loss: 0.4367 - accuracy: 0.7792
245/316 [======================>.......] - ETA: 7s - loss: 0.4370 - accuracy: 0.7788
246/316 [======================>.......] - ETA: 6s - loss: 0.4375 - accuracy: 0.7785
247/316 [======================>.......] - ETA: 6s - loss: 0.4373 - accuracy: 0.7788
248/316 [======================>.......] - ETA: 6s - loss: 0.4373 - accuracy: 0.7787
249/316 [======================>.......] - ETA: 6s - loss: 0.4369 - accuracy: 0.7791
250/316 [======================>.......] - ETA: 6s - loss: 0.4367 - accuracy: 0.7790
251/316 [======================>.......] - ETA: 6s - loss: 0.4373 - accuracy: 0.7791
252/316 [======================>.......] - ETA: 6s - loss: 0.4382 - accuracy: 0.7793
253/316 [=======================>......] - ETA: 6s - loss: 0.4374 - accuracy: 0.7799
254/316 [=======================>......] - ETA: 6s - loss: 0.4367 - accuracy: 0.7805
255/316 [=======================>......] - ETA: 6s - loss: 0.4363 - accuracy: 0.7811
256/316 [=======================>......] - ETA: 5s - loss: 0.4366 - accuracy: 0.7808
257/316 [=======================>......] - ETA: 5s - loss: 0.4368 - accuracy: 0.7804
258/316 [=======================>......] - ETA: 5s - loss: 0.4365 - accuracy: 0.7805
259/316 [=======================>......] - ETA: 5s - loss: 0.4367 - accuracy: 0.7804
260/316 [=======================>......] - ETA: 5s - loss: 0.4368 - accuracy: 0.7808
261/316 [=======================>......] - ETA: 5s - loss: 0.4365 - accuracy: 0.7807
262/316 [=======================>......] - ETA: 5s - loss: 0.4375 - accuracy: 0.7805
263/316 [=======================>......] - ETA: 5s - loss: 0.4375 - accuracy: 0.7804
264/316 [========================>.....] - ETA: 5s - loss: 0.4375 - accuracy: 0.7808
265/316 [========================>.....] - ETA: 5s - loss: 0.4376 - accuracy: 0.7804
266/316 [========================>.....] - ETA: 4s - loss: 0.4382 - accuracy: 0.7798
267/316 [========================>.....] - ETA: 4s - loss: 0.4386 - accuracy: 0.7795
268/316 [========================>.....] - ETA: 4s - loss: 0.4387 - accuracy: 0.7796
269/316 [========================>.....] - ETA: 4s - loss: 0.4395 - accuracy: 0.7788
270/316 [========================>.....] - ETA: 4s - loss: 0.4401 - accuracy: 0.7782
271/316 [========================>.....] - ETA: 4s - loss: 0.4400 - accuracy: 0.7784
272/316 [========================>.....] - ETA: 4s - loss: 0.4403 - accuracy: 0.7783
273/316 [========================>.....] - ETA: 4s - loss: 0.4402 - accuracy: 0.7784
274/316 [=========================>....] - ETA: 4s - loss: 0.4398 - accuracy: 0.7787
275/316 [=========================>....] - ETA: 4s - loss: 0.4395 - accuracy: 0.7791
276/316 [=========================>....] - ETA: 3s - loss: 0.4392 - accuracy: 0.7797
277/316 [=========================>....] - ETA: 3s - loss: 0.4382 - accuracy: 0.7805
278/316 [=========================>....] - ETA: 3s - loss: 0.4380 - accuracy: 0.7806
279/316 [=========================>....] - ETA: 3s - loss: 0.4382 - accuracy: 0.7805
280/316 [=========================>....] - ETA: 3s - loss: 0.4379 - accuracy: 0.7804
281/316 [=========================>....] - ETA: 3s - loss: 0.4379 - accuracy: 0.7802
282/316 [=========================>....] - ETA: 3s - loss: 0.4374 - accuracy: 0.7804
283/316 [=========================>....] - ETA: 3s - loss: 0.4368 - accuracy: 0.7807
284/316 [=========================>....] - ETA: 3s - loss: 0.4366 - accuracy: 0.7810
285/316 [==========================>...] - ETA: 3s - loss: 0.4368 - accuracy: 0.7809
286/316 [==========================>...] - ETA: 2s - loss: 0.4367 - accuracy: 0.7812
287/316 [==========================>...] - ETA: 2s - loss: 0.4362 - accuracy: 0.7818
288/316 [==========================>...] - ETA: 2s - loss: 0.4356 - accuracy: 0.7823
289/316 [==========================>...] - ETA: 2s - loss: 0.4368 - accuracy: 0.7818
290/316 [==========================>...] - ETA: 2s - loss: 0.4370 - accuracy: 0.7819
291/316 [==========================>...] - ETA: 2s - loss: 0.4371 - accuracy: 0.7820
292/316 [==========================>...] - ETA: 2s - loss: 0.4366 - accuracy: 0.7823
293/316 [==========================>...] - ETA: 2s - loss: 0.4370 - accuracy: 0.7818
294/316 [==========================>...] - ETA: 2s - loss: 0.4363 - accuracy: 0.7823
295/316 [===========================>..] - ETA: 2s - loss: 0.4363 - accuracy: 0.7824
296/316 [===========================>..] - ETA: 1s - loss: 0.4375 - accuracy: 0.7821
297/316 [===========================>..] - ETA: 1s - loss: 0.4374 - accuracy: 0.7822
298/316 [===========================>..] - ETA: 1s - loss: 0.4373 - accuracy: 0.7825
299/316 [===========================>..] - ETA: 1s - loss: 0.4378 - accuracy: 0.7822
300/316 [===========================>..] - ETA: 1s - loss: 0.4372 - accuracy: 0.7827
301/316 [===========================>..] - ETA: 1s - loss: 0.4376 - accuracy: 0.7828
302/316 [===========================>..] - ETA: 1s - loss: 0.4378 - accuracy: 0.7827
303/316 [===========================>..] - ETA: 1s - loss: 0.4376 - accuracy: 0.7828
304/316 [===========================>..] - ETA: 1s - loss: 0.4377 - accuracy: 0.7825
305/316 [===========================>..] - ETA: 1s - loss: 0.4381 - accuracy: 0.7824
306/316 [============================>.] - ETA: 0s - loss: 0.4378 - accuracy: 0.7825
307/316 [============================>.] - ETA: 0s - loss: 0.4375 - accuracy: 0.7826
308/316 [============================>.] - ETA: 0s - loss: 0.4378 - accuracy: 0.7825
309/316 [============================>.] - ETA: 0s - loss: 0.4375 - accuracy: 0.7826
310/316 [============================>.] - ETA: 0s - loss: 0.4381 - accuracy: 0.7817
311/316 [============================>.] - ETA: 0s - loss: 0.4378 - accuracy: 0.7822
312/316 [============================>.] - ETA: 0s - loss: 0.4379 - accuracy: 0.7819
313/316 [============================>.] - ETA: 0s - loss: 0.4383 - accuracy: 0.7817
314/316 [============================>.] - ETA: 0s - loss: 0.4378 - accuracy: 0.7822
315/316 [============================>.] - ETA: 0s - loss: 0.4368 - accuracy: 0.7829
316/316 [==============================] - 31s 100ms/step - loss: 0.4366 - accuracy: 0.7830

316/316 [==============================] - 33s 104ms/step - loss: 0.4366 - accuracy: 0.7830 - val_loss: 0.1890 - val_accuracy: 0.9311
Epoch 12/100

  1/316 [..............................] - ETA: 25s - loss: 0.3445 - accuracy: 0.8125
  2/316 [..............................] - ETA: 27s - loss: 0.3489 - accuracy: 0.8125
  3/316 [..............................] - ETA: 27s - loss: 0.3235 - accuracy: 0.8125
  4/316 [..............................] - ETA: 28s - loss: 0.3899 - accuracy: 0.7656
  5/316 [..............................] - ETA: 29s - loss: 0.4185 - accuracy: 0.7500
  6/316 [..............................] - ETA: 29s - loss: 0.3890 - accuracy: 0.7917
  7/316 [..............................] - ETA: 29s - loss: 0.3626 - accuracy: 0.8125
  8/316 [..............................] - ETA: 29s - loss: 0.3993 - accuracy: 0.8125
  9/316 [..............................] - ETA: 29s - loss: 0.4283 - accuracy: 0.7917
 10/316 [..............................] - ETA: 29s - loss: 0.4471 - accuracy: 0.7937
 11/316 [>.............................] - ETA: 29s - loss: 0.4412 - accuracy: 0.7955
 12/316 [>.............................] - ETA: 29s - loss: 0.4467 - accuracy: 0.7865
 13/316 [>.............................] - ETA: 29s - loss: 0.4329 - accuracy: 0.7981
 14/316 [>.............................] - ETA: 29s - loss: 0.4468 - accuracy: 0.7768
 15/316 [>.............................] - ETA: 29s - loss: 0.4467 - accuracy: 0.7792
 16/316 [>.............................] - ETA: 29s - loss: 0.4526 - accuracy: 0.7695
 17/316 [>.............................] - ETA: 29s - loss: 0.4535 - accuracy: 0.7684
 18/316 [>.............................] - ETA: 29s - loss: 0.4484 - accuracy: 0.7778
 19/316 [>.............................] - ETA: 29s - loss: 0.4463 - accuracy: 0.7829
 20/316 [>.............................] - ETA: 29s - loss: 0.4465 - accuracy: 0.7812
 21/316 [>.............................] - ETA: 29s - loss: 0.4503 - accuracy: 0.7827
 22/316 [=>............................] - ETA: 29s - loss: 0.4596 - accuracy: 0.7784
 23/316 [=>............................] - ETA: 29s - loss: 0.4595 - accuracy: 0.7772
 24/316 [=>............................] - ETA: 28s - loss: 0.4685 - accuracy: 0.7656
 25/316 [=>............................] - ETA: 28s - loss: 0.4675 - accuracy: 0.7650
 26/316 [=>............................] - ETA: 28s - loss: 0.4673 - accuracy: 0.7668
 27/316 [=>............................] - ETA: 28s - loss: 0.4649 - accuracy: 0.7685
 28/316 [=>............................] - ETA: 28s - loss: 0.4582 - accuracy: 0.7723
 29/316 [=>............................] - ETA: 28s - loss: 0.4577 - accuracy: 0.7716
 30/316 [=>............................] - ETA: 28s - loss: 0.4571 - accuracy: 0.7708
 31/316 [=>............................] - ETA: 28s - loss: 0.4529 - accuracy: 0.7762
 32/316 [==>...........................] - ETA: 28s - loss: 0.4563 - accuracy: 0.7754
 33/316 [==>...........................] - ETA: 28s - loss: 0.4580 - accuracy: 0.7727
 34/316 [==>...........................] - ETA: 28s - loss: 0.4615 - accuracy: 0.7721
 35/316 [==>...........................] - ETA: 28s - loss: 0.4566 - accuracy: 0.7732
 36/316 [==>...........................] - ETA: 28s - loss: 0.4582 - accuracy: 0.7708
 37/316 [==>...........................] - ETA: 28s - loss: 0.4565 - accuracy: 0.7753
 38/316 [==>...........................] - ETA: 28s - loss: 0.4556 - accuracy: 0.7747
 39/316 [==>...........................] - ETA: 27s - loss: 0.4564 - accuracy: 0.7740
 40/316 [==>...........................] - ETA: 27s - loss: 0.4560 - accuracy: 0.7766
 41/316 [==>...........................] - ETA: 27s - loss: 0.4543 - accuracy: 0.7790
 42/316 [==>...........................] - ETA: 27s - loss: 0.4525 - accuracy: 0.7783
 43/316 [===>..........................] - ETA: 27s - loss: 0.4529 - accuracy: 0.7776
 44/316 [===>..........................] - ETA: 27s - loss: 0.4502 - accuracy: 0.7784
 45/316 [===>..........................] - ETA: 27s - loss: 0.4499 - accuracy: 0.7764
 46/316 [===>..........................] - ETA: 27s - loss: 0.4509 - accuracy: 0.7758
 47/316 [===>..........................] - ETA: 27s - loss: 0.4479 - accuracy: 0.7779
 48/316 [===>..........................] - ETA: 27s - loss: 0.4501 - accuracy: 0.7773
 49/316 [===>..........................] - ETA: 27s - loss: 0.4521 - accuracy: 0.7730
 50/316 [===>..........................] - ETA: 26s - loss: 0.4525 - accuracy: 0.7713
 51/316 [===>..........................] - ETA: 26s - loss: 0.4490 - accuracy: 0.7733
 52/316 [===>..........................] - ETA: 26s - loss: 0.4493 - accuracy: 0.7728
 53/316 [====>.........................] - ETA: 26s - loss: 0.4485 - accuracy: 0.7736
 54/316 [====>.........................] - ETA: 26s - loss: 0.4470 - accuracy: 0.7743
 55/316 [====>.........................] - ETA: 26s - loss: 0.4447 - accuracy: 0.7773
 56/316 [====>.........................] - ETA: 26s - loss: 0.4489 - accuracy: 0.7757
 57/316 [====>.........................] - ETA: 26s - loss: 0.4506 - accuracy: 0.7774
 58/316 [====>.........................] - ETA: 26s - loss: 0.4527 - accuracy: 0.7780
 59/316 [====>.........................] - ETA: 26s - loss: 0.4510 - accuracy: 0.7807
 60/316 [====>.........................] - ETA: 26s - loss: 0.4508 - accuracy: 0.7802
 61/316 [====>.........................] - ETA: 26s - loss: 0.4489 - accuracy: 0.7807
 62/316 [====>.........................] - ETA: 25s - loss: 0.4503 - accuracy: 0.7802
 63/316 [====>.........................] - ETA: 25s - loss: 0.4491 - accuracy: 0.7817
 64/316 [=====>........................] - ETA: 25s - loss: 0.4486 - accuracy: 0.7822
 65/316 [=====>........................] - ETA: 25s - loss: 0.4500 - accuracy: 0.7827
 66/316 [=====>........................] - ETA: 25s - loss: 0.4505 - accuracy: 0.7822
 67/316 [=====>........................] - ETA: 25s - loss: 0.4493 - accuracy: 0.7826
 68/316 [=====>........................] - ETA: 25s - loss: 0.4451 - accuracy: 0.7858
 69/316 [=====>........................] - ETA: 25s - loss: 0.4421 - accuracy: 0.7880
 70/316 [=====>........................] - ETA: 25s - loss: 0.4400 - accuracy: 0.7893
 71/316 [=====>........................] - ETA: 25s - loss: 0.4364 - accuracy: 0.7914
 72/316 [=====>........................] - ETA: 24s - loss: 0.4365 - accuracy: 0.7908
 73/316 [=====>........................] - ETA: 24s - loss: 0.4388 - accuracy: 0.7920
 74/316 [======>.......................] - ETA: 24s - loss: 0.4384 - accuracy: 0.7922
 75/316 [======>.......................] - ETA: 24s - loss: 0.4412 - accuracy: 0.7908
 76/316 [======>.......................] - ETA: 24s - loss: 0.4381 - accuracy: 0.7928
 77/316 [======>.......................] - ETA: 24s - loss: 0.4391 - accuracy: 0.7922
 78/316 [======>.......................] - ETA: 24s - loss: 0.4403 - accuracy: 0.7901
 79/316 [======>.......................] - ETA: 24s - loss: 0.4369 - accuracy: 0.7927
 80/316 [======>.......................] - ETA: 24s - loss: 0.4336 - accuracy: 0.7945
 81/316 [======>.......................] - ETA: 24s - loss: 0.4321 - accuracy: 0.7955
 82/316 [======>.......................] - ETA: 23s - loss: 0.4335 - accuracy: 0.7957
 83/316 [======>.......................] - ETA: 23s - loss: 0.4315 - accuracy: 0.7974
 84/316 [======>.......................] - ETA: 23s - loss: 0.4345 - accuracy: 0.7946
 85/316 [=======>......................] - ETA: 23s - loss: 0.4325 - accuracy: 0.7956
 86/316 [=======>......................] - ETA: 23s - loss: 0.4317 - accuracy: 0.7965
 87/316 [=======>......................] - ETA: 23s - loss: 0.4323 - accuracy: 0.7960
 88/316 [=======>......................] - ETA: 23s - loss: 0.4294 - accuracy: 0.7983
 89/316 [=======>......................] - ETA: 23s - loss: 0.4281 - accuracy: 0.7992
 90/316 [=======>......................] - ETA: 23s - loss: 0.4315 - accuracy: 0.7965
 91/316 [=======>......................] - ETA: 23s - loss: 0.4313 - accuracy: 0.7974
 92/316 [=======>......................] - ETA: 22s - loss: 0.4314 - accuracy: 0.7969
 93/316 [=======>......................] - ETA: 22s - loss: 0.4326 - accuracy: 0.7950
 94/316 [=======>......................] - ETA: 22s - loss: 0.4321 - accuracy: 0.7945
 95/316 [========>.....................] - ETA: 22s - loss: 0.4316 - accuracy: 0.7947
 96/316 [========>.....................] - ETA: 22s - loss: 0.4314 - accuracy: 0.7943
 97/316 [========>.....................] - ETA: 22s - loss: 0.4310 - accuracy: 0.7945
 98/316 [========>.....................] - ETA: 22s - loss: 0.4291 - accuracy: 0.7966
 99/316 [========>.....................] - ETA: 22s - loss: 0.4281 - accuracy: 0.7967
100/316 [========>.....................] - ETA: 22s - loss: 0.4276 - accuracy: 0.7975
101/316 [========>.....................] - ETA: 22s - loss: 0.4287 - accuracy: 0.7970
102/316 [========>.....................] - ETA: 22s - loss: 0.4286 - accuracy: 0.7978
103/316 [========>.....................] - ETA: 22s - loss: 0.4274 - accuracy: 0.7992
104/316 [========>.....................] - ETA: 21s - loss: 0.4292 - accuracy: 0.7981
105/316 [========>.....................] - ETA: 21s - loss: 0.4291 - accuracy: 0.7970
106/316 [=========>....................] - ETA: 21s - loss: 0.4301 - accuracy: 0.7960
107/316 [=========>....................] - ETA: 21s - loss: 0.4286 - accuracy: 0.7973
108/316 [=========>....................] - ETA: 21s - loss: 0.4271 - accuracy: 0.7992
109/316 [=========>....................] - ETA: 21s - loss: 0.4244 - accuracy: 0.8010
110/316 [=========>....................] - ETA: 21s - loss: 0.4254 - accuracy: 0.7994
111/316 [=========>....................] - ETA: 21s - loss: 0.4289 - accuracy: 0.7990
112/316 [=========>....................] - ETA: 21s - loss: 0.4292 - accuracy: 0.7980
113/316 [=========>....................] - ETA: 21s - loss: 0.4278 - accuracy: 0.7992
114/316 [=========>....................] - ETA: 21s - loss: 0.4280 - accuracy: 0.7988
115/316 [=========>....................] - ETA: 21s - loss: 0.4283 - accuracy: 0.7978
116/316 [==========>...................] - ETA: 21s - loss: 0.4275 - accuracy: 0.7980
117/316 [==========>...................] - ETA: 21s - loss: 0.4280 - accuracy: 0.7975
118/316 [==========>...................] - ETA: 20s - loss: 0.4280 - accuracy: 0.7982
119/316 [==========>...................] - ETA: 20s - loss: 0.4272 - accuracy: 0.7983
120/316 [==========>...................] - ETA: 20s - loss: 0.4280 - accuracy: 0.7974
121/316 [==========>...................] - ETA: 20s - loss: 0.4273 - accuracy: 0.7975
122/316 [==========>...................] - ETA: 20s - loss: 0.4255 - accuracy: 0.7992
123/316 [==========>...................] - ETA: 20s - loss: 0.4258 - accuracy: 0.7988
124/316 [==========>...................] - ETA: 20s - loss: 0.4282 - accuracy: 0.7974
125/316 [==========>...................] - ETA: 20s - loss: 0.4266 - accuracy: 0.7985
126/316 [==========>...................] - ETA: 20s - loss: 0.4268 - accuracy: 0.7986
127/316 [===========>..................] - ETA: 20s - loss: 0.4255 - accuracy: 0.7997
128/316 [===========>..................] - ETA: 20s - loss: 0.4248 - accuracy: 0.8008
129/316 [===========>..................] - ETA: 20s - loss: 0.4237 - accuracy: 0.8014
130/316 [===========>..................] - ETA: 19s - loss: 0.4243 - accuracy: 0.8014
131/316 [===========>..................] - ETA: 19s - loss: 0.4269 - accuracy: 0.8001
132/316 [===========>..................] - ETA: 19s - loss: 0.4269 - accuracy: 0.8002
133/316 [===========>..................] - ETA: 19s - loss: 0.4273 - accuracy: 0.7998
134/316 [===========>..................] - ETA: 19s - loss: 0.4279 - accuracy: 0.7999
135/316 [===========>..................] - ETA: 19s - loss: 0.4297 - accuracy: 0.7995
136/316 [===========>..................] - ETA: 19s - loss: 0.4306 - accuracy: 0.7983
137/316 [============>.................] - ETA: 19s - loss: 0.4322 - accuracy: 0.7970
138/316 [============>.................] - ETA: 19s - loss: 0.4310 - accuracy: 0.7976
139/316 [============>.................] - ETA: 19s - loss: 0.4312 - accuracy: 0.7972
140/316 [============>.................] - ETA: 19s - loss: 0.4305 - accuracy: 0.7978
141/316 [============>.................] - ETA: 18s - loss: 0.4302 - accuracy: 0.7979
142/316 [============>.................] - ETA: 18s - loss: 0.4302 - accuracy: 0.7980
143/316 [============>.................] - ETA: 18s - loss: 0.4300 - accuracy: 0.7985
144/316 [============>.................] - ETA: 18s - loss: 0.4298 - accuracy: 0.7982
145/316 [============>.................] - ETA: 18s - loss: 0.4292 - accuracy: 0.7983
146/316 [============>.................] - ETA: 18s - loss: 0.4289 - accuracy: 0.7984
147/316 [============>.................] - ETA: 18s - loss: 0.4305 - accuracy: 0.7968
148/316 [=============>................] - ETA: 18s - loss: 0.4307 - accuracy: 0.7969
149/316 [=============>................] - ETA: 18s - loss: 0.4297 - accuracy: 0.7974
150/316 [=============>................] - ETA: 18s - loss: 0.4307 - accuracy: 0.7962
151/316 [=============>................] - ETA: 18s - loss: 0.4310 - accuracy: 0.7968
152/316 [=============>................] - ETA: 17s - loss: 0.4327 - accuracy: 0.7969
153/316 [=============>................] - ETA: 17s - loss: 0.4326 - accuracy: 0.7970
154/316 [=============>................] - ETA: 17s - loss: 0.4328 - accuracy: 0.7967
155/316 [=============>................] - ETA: 17s - loss: 0.4315 - accuracy: 0.7976
156/316 [=============>................] - ETA: 17s - loss: 0.4328 - accuracy: 0.7969
157/316 [=============>................] - ETA: 17s - loss: 0.4315 - accuracy: 0.7974
158/316 [==============>...............] - ETA: 17s - loss: 0.4324 - accuracy: 0.7971
159/316 [==============>...............] - ETA: 17s - loss: 0.4316 - accuracy: 0.7976
160/316 [==============>...............] - ETA: 17s - loss: 0.4331 - accuracy: 0.7957
161/316 [==============>...............] - ETA: 17s - loss: 0.4320 - accuracy: 0.7970
162/316 [==============>...............] - ETA: 16s - loss: 0.4312 - accuracy: 0.7975
163/316 [==============>...............] - ETA: 16s - loss: 0.4310 - accuracy: 0.7968
164/316 [==============>...............] - ETA: 16s - loss: 0.4317 - accuracy: 0.7965
165/316 [==============>...............] - ETA: 16s - loss: 0.4317 - accuracy: 0.7966
166/316 [==============>...............] - ETA: 16s - loss: 0.4311 - accuracy: 0.7967
167/316 [==============>...............] - ETA: 16s - loss: 0.4306 - accuracy: 0.7968
168/316 [==============>...............] - ETA: 16s - loss: 0.4303 - accuracy: 0.7969
169/316 [===============>..............] - ETA: 16s - loss: 0.4297 - accuracy: 0.7970
170/316 [===============>..............] - ETA: 16s - loss: 0.4296 - accuracy: 0.7971
171/316 [===============>..............] - ETA: 16s - loss: 0.4312 - accuracy: 0.7961
172/316 [===============>..............] - ETA: 15s - loss: 0.4314 - accuracy: 0.7954
173/316 [===============>..............] - ETA: 15s - loss: 0.4305 - accuracy: 0.7962
174/316 [===============>..............] - ETA: 15s - loss: 0.4305 - accuracy: 0.7963
175/316 [===============>..............] - ETA: 15s - loss: 0.4307 - accuracy: 0.7957
176/316 [===============>..............] - ETA: 15s - loss: 0.4310 - accuracy: 0.7955
177/316 [===============>..............] - ETA: 15s - loss: 0.4316 - accuracy: 0.7948
178/316 [===============>..............] - ETA: 15s - loss: 0.4311 - accuracy: 0.7953
179/316 [===============>..............] - ETA: 15s - loss: 0.4302 - accuracy: 0.7961
180/316 [================>.............] - ETA: 15s - loss: 0.4298 - accuracy: 0.7965
181/316 [================>.............] - ETA: 15s - loss: 0.4295 - accuracy: 0.7966
182/316 [================>.............] - ETA: 14s - loss: 0.4285 - accuracy: 0.7970
183/316 [================>.............] - ETA: 14s - loss: 0.4288 - accuracy: 0.7971
184/316 [================>.............] - ETA: 14s - loss: 0.4279 - accuracy: 0.7972
185/316 [================>.............] - ETA: 14s - loss: 0.4278 - accuracy: 0.7970
186/316 [================>.............] - ETA: 14s - loss: 0.4280 - accuracy: 0.7970
187/316 [================>.............] - ETA: 14s - loss: 0.4278 - accuracy: 0.7975
188/316 [================>.............] - ETA: 14s - loss: 0.4274 - accuracy: 0.7975
189/316 [================>.............] - ETA: 14s - loss: 0.4276 - accuracy: 0.7973
190/316 [=================>............] - ETA: 14s - loss: 0.4270 - accuracy: 0.7974
191/316 [=================>............] - ETA: 13s - loss: 0.4271 - accuracy: 0.7974
192/316 [=================>............] - ETA: 13s - loss: 0.4274 - accuracy: 0.7969
193/316 [=================>............] - ETA: 13s - loss: 0.4268 - accuracy: 0.7970
194/316 [=================>............] - ETA: 13s - loss: 0.4275 - accuracy: 0.7967
195/316 [=================>............] - ETA: 13s - loss: 0.4266 - accuracy: 0.7971
196/316 [=================>............] - ETA: 13s - loss: 0.4271 - accuracy: 0.7966
197/316 [=================>............] - ETA: 13s - loss: 0.4280 - accuracy: 0.7957
198/316 [=================>............] - ETA: 13s - loss: 0.4301 - accuracy: 0.7942
199/316 [=================>............] - ETA: 13s - loss: 0.4297 - accuracy: 0.7949
200/316 [=================>............] - ETA: 13s - loss: 0.4292 - accuracy: 0.7950
201/316 [==================>...........] - ETA: 12s - loss: 0.4292 - accuracy: 0.7954
202/316 [==================>...........] - ETA: 12s - loss: 0.4295 - accuracy: 0.7949
203/316 [==================>...........] - ETA: 12s - loss: 0.4290 - accuracy: 0.7953
204/316 [==================>...........] - ETA: 12s - loss: 0.4297 - accuracy: 0.7956
205/316 [==================>...........] - ETA: 12s - loss: 0.4293 - accuracy: 0.7963
206/316 [==================>...........] - ETA: 12s - loss: 0.4297 - accuracy: 0.7958
207/316 [==================>...........] - ETA: 12s - loss: 0.4300 - accuracy: 0.7959
208/316 [==================>...........] - ETA: 12s - loss: 0.4304 - accuracy: 0.7957
209/316 [==================>...........] - ETA: 12s - loss: 0.4301 - accuracy: 0.7964
210/316 [==================>...........] - ETA: 11s - loss: 0.4295 - accuracy: 0.7967
211/316 [===================>..........] - ETA: 11s - loss: 0.4289 - accuracy: 0.7968
212/316 [===================>..........] - ETA: 11s - loss: 0.4286 - accuracy: 0.7969
213/316 [===================>..........] - ETA: 11s - loss: 0.4281 - accuracy: 0.7975
214/316 [===================>..........] - ETA: 11s - loss: 0.4278 - accuracy: 0.7976
215/316 [===================>..........] - ETA: 11s - loss: 0.4272 - accuracy: 0.7983
216/316 [===================>..........] - ETA: 11s - loss: 0.4275 - accuracy: 0.7983
217/316 [===================>..........] - ETA: 11s - loss: 0.4277 - accuracy: 0.7984
218/316 [===================>..........] - ETA: 11s - loss: 0.4290 - accuracy: 0.7982
219/316 [===================>..........] - ETA: 10s - loss: 0.4297 - accuracy: 0.7974
220/316 [===================>..........] - ETA: 10s - loss: 0.4306 - accuracy: 0.7966
221/316 [===================>..........] - ETA: 10s - loss: 0.4307 - accuracy: 0.7961
222/316 [====================>.........] - ETA: 10s - loss: 0.4311 - accuracy: 0.7962
223/316 [====================>.........] - ETA: 10s - loss: 0.4306 - accuracy: 0.7962
224/316 [====================>.........] - ETA: 10s - loss: 0.4309 - accuracy: 0.7958
225/316 [====================>.........] - ETA: 10s - loss: 0.4311 - accuracy: 0.7958
226/316 [====================>.........] - ETA: 10s - loss: 0.4312 - accuracy: 0.7954
227/316 [====================>.........] - ETA: 10s - loss: 0.4311 - accuracy: 0.7952
228/316 [====================>.........] - ETA: 9s - loss: 0.4312 - accuracy: 0.7955 
229/316 [====================>.........] - ETA: 9s - loss: 0.4313 - accuracy: 0.7956
230/316 [====================>.........] - ETA: 9s - loss: 0.4311 - accuracy: 0.7957
231/316 [====================>.........] - ETA: 9s - loss: 0.4312 - accuracy: 0.7955
232/316 [=====================>........] - ETA: 9s - loss: 0.4306 - accuracy: 0.7963
233/316 [=====================>........] - ETA: 9s - loss: 0.4307 - accuracy: 0.7961
234/316 [=====================>........] - ETA: 9s - loss: 0.4308 - accuracy: 0.7962
235/316 [=====================>........] - ETA: 9s - loss: 0.4316 - accuracy: 0.7960
236/316 [=====================>........] - ETA: 9s - loss: 0.4311 - accuracy: 0.7963
237/316 [=====================>........] - ETA: 8s - loss: 0.4313 - accuracy: 0.7967
238/316 [=====================>........] - ETA: 8s - loss: 0.4309 - accuracy: 0.7967
239/316 [=====================>........] - ETA: 8s - loss: 0.4313 - accuracy: 0.7965
240/316 [=====================>........] - ETA: 8s - loss: 0.4311 - accuracy: 0.7969
241/316 [=====================>........] - ETA: 8s - loss: 0.4315 - accuracy: 0.7967
242/316 [=====================>........] - ETA: 8s - loss: 0.4314 - accuracy: 0.7970
243/316 [======================>.......] - ETA: 8s - loss: 0.4318 - accuracy: 0.7966
244/316 [======================>.......] - ETA: 8s - loss: 0.4326 - accuracy: 0.7959
245/316 [======================>.......] - ETA: 8s - loss: 0.4329 - accuracy: 0.7954
246/316 [======================>.......] - ETA: 7s - loss: 0.4323 - accuracy: 0.7960
247/316 [======================>.......] - ETA: 7s - loss: 0.4327 - accuracy: 0.7958
248/316 [======================>.......] - ETA: 7s - loss: 0.4330 - accuracy: 0.7954
249/316 [======================>.......] - ETA: 7s - loss: 0.4333 - accuracy: 0.7952
250/316 [======================>.......] - ETA: 7s - loss: 0.4329 - accuracy: 0.7952
251/316 [======================>.......] - ETA: 7s - loss: 0.4322 - accuracy: 0.7958
252/316 [======================>.......] - ETA: 7s - loss: 0.4334 - accuracy: 0.7954
253/316 [=======================>......] - ETA: 7s - loss: 0.4330 - accuracy: 0.7957
254/316 [=======================>......] - ETA: 7s - loss: 0.4329 - accuracy: 0.7958
255/316 [=======================>......] - ETA: 6s - loss: 0.4336 - accuracy: 0.7951
256/316 [=======================>......] - ETA: 6s - loss: 0.4331 - accuracy: 0.7954
257/316 [=======================>......] - ETA: 6s - loss: 0.4323 - accuracy: 0.7960
258/316 [=======================>......] - ETA: 6s - loss: 0.4320 - accuracy: 0.7960
259/316 [=======================>......] - ETA: 6s - loss: 0.4320 - accuracy: 0.7958
260/316 [=======================>......] - ETA: 6s - loss: 0.4317 - accuracy: 0.7959
261/316 [=======================>......] - ETA: 6s - loss: 0.4320 - accuracy: 0.7953
262/316 [=======================>......] - ETA: 6s - loss: 0.4315 - accuracy: 0.7951
263/316 [=======================>......] - ETA: 6s - loss: 0.4321 - accuracy: 0.7947
264/316 [========================>.....] - ETA: 5s - loss: 0.4327 - accuracy: 0.7940
265/316 [========================>.....] - ETA: 5s - loss: 0.4329 - accuracy: 0.7939
266/316 [========================>.....] - ETA: 5s - loss: 0.4319 - accuracy: 0.7944
267/316 [========================>.....] - ETA: 5s - loss: 0.4315 - accuracy: 0.7949
268/316 [========================>.....] - ETA: 5s - loss: 0.4316 - accuracy: 0.7948
269/316 [========================>.....] - ETA: 5s - loss: 0.4313 - accuracy: 0.7951
270/316 [========================>.....] - ETA: 5s - loss: 0.4317 - accuracy: 0.7944
271/316 [========================>.....] - ETA: 5s - loss: 0.4309 - accuracy: 0.7952
272/316 [========================>.....] - ETA: 5s - loss: 0.4307 - accuracy: 0.7953
273/316 [========================>.....] - ETA: 4s - loss: 0.4307 - accuracy: 0.7956
274/316 [=========================>....] - ETA: 4s - loss: 0.4312 - accuracy: 0.7954
275/316 [=========================>....] - ETA: 4s - loss: 0.4314 - accuracy: 0.7950
276/316 [=========================>....] - ETA: 4s - loss: 0.4311 - accuracy: 0.7948
277/316 [=========================>....] - ETA: 4s - loss: 0.4309 - accuracy: 0.7951
278/316 [=========================>....] - ETA: 4s - loss: 0.4315 - accuracy: 0.7947
279/316 [=========================>....] - ETA: 4s - loss: 0.4313 - accuracy: 0.7948
280/316 [=========================>....] - ETA: 4s - loss: 0.4312 - accuracy: 0.7951
281/316 [=========================>....] - ETA: 4s - loss: 0.4309 - accuracy: 0.7954
282/316 [=========================>....] - ETA: 3s - loss: 0.4307 - accuracy: 0.7957
283/316 [=========================>....] - ETA: 3s - loss: 0.4308 - accuracy: 0.7955
284/316 [=========================>....] - ETA: 3s - loss: 0.4310 - accuracy: 0.7953
285/316 [==========================>...] - ETA: 3s - loss: 0.4307 - accuracy: 0.7956
286/316 [==========================>...] - ETA: 3s - loss: 0.4302 - accuracy: 0.7957
287/316 [==========================>...] - ETA: 3s - loss: 0.4298 - accuracy: 0.7962
288/316 [==========================>...] - ETA: 3s - loss: 0.4298 - accuracy: 0.7962
289/316 [==========================>...] - ETA: 3s - loss: 0.4296 - accuracy: 0.7965
290/316 [==========================>...] - ETA: 2s - loss: 0.4298 - accuracy: 0.7963
291/316 [==========================>...] - ETA: 2s - loss: 0.4290 - accuracy: 0.7968
292/316 [==========================>...] - ETA: 2s - loss: 0.4283 - accuracy: 0.7971
293/316 [==========================>...] - ETA: 2s - loss: 0.4289 - accuracy: 0.7971
294/316 [==========================>...] - ETA: 2s - loss: 0.4297 - accuracy: 0.7968
295/316 [===========================>..] - ETA: 2s - loss: 0.4288 - accuracy: 0.7972
296/316 [===========================>..] - ETA: 2s - loss: 0.4280 - accuracy: 0.7977
297/316 [===========================>..] - ETA: 2s - loss: 0.4273 - accuracy: 0.7980
298/316 [===========================>..] - ETA: 2s - loss: 0.4268 - accuracy: 0.7982
299/316 [===========================>..] - ETA: 1s - loss: 0.4265 - accuracy: 0.7983
300/316 [===========================>..] - ETA: 1s - loss: 0.4267 - accuracy: 0.7985
301/316 [===========================>..] - ETA: 1s - loss: 0.4264 - accuracy: 0.7986
302/316 [===========================>..] - ETA: 1s - loss: 0.4269 - accuracy: 0.7986
303/316 [===========================>..] - ETA: 1s - loss: 0.4273 - accuracy: 0.7985
304/316 [===========================>..] - ETA: 1s - loss: 0.4267 - accuracy: 0.7985
305/316 [===========================>..] - ETA: 1s - loss: 0.4275 - accuracy: 0.7977
306/316 [============================>.] - ETA: 1s - loss: 0.4279 - accuracy: 0.7972
307/316 [============================>.] - ETA: 1s - loss: 0.4283 - accuracy: 0.7970
308/316 [============================>.] - ETA: 0s - loss: 0.4277 - accuracy: 0.7975
309/316 [============================>.] - ETA: 0s - loss: 0.4278 - accuracy: 0.7975
310/316 [============================>.] - ETA: 0s - loss: 0.4283 - accuracy: 0.7974
311/316 [============================>.] - ETA: 0s - loss: 0.4281 - accuracy: 0.7976
312/316 [============================>.] - ETA: 0s - loss: 0.4283 - accuracy: 0.7977
313/316 [============================>.] - ETA: 0s - loss: 0.4280 - accuracy: 0.7979
314/316 [============================>.] - ETA: 0s - loss: 0.4280 - accuracy: 0.7982
315/316 [============================>.] - ETA: 0s - loss: 0.4278 - accuracy: 0.7984
316/316 [==============================] - 36s 115ms/step - loss: 0.4279 - accuracy: 0.7985

316/316 [==============================] - 38s 121ms/step - loss: 0.4279 - accuracy: 0.7985 - val_loss: 0.3359 - val_accuracy: 0.8494
Epoch 13/100

  1/316 [..............................] - ETA: 22s - loss: 0.2604 - accuracy: 0.9375
  2/316 [..............................] - ETA: 24s - loss: 0.2572 - accuracy: 0.9062
  3/316 [..............................] - ETA: 24s - loss: 0.3822 - accuracy: 0.8333
  4/316 [..............................] - ETA: 24s - loss: 0.3653 - accuracy: 0.8594
  5/316 [..............................] - ETA: 24s - loss: 0.3769 - accuracy: 0.8375
  6/316 [..............................] - ETA: 24s - loss: 0.3662 - accuracy: 0.8438
  7/316 [..............................] - ETA: 24s - loss: 0.3744 - accuracy: 0.8304
  8/316 [..............................] - ETA: 24s - loss: 0.4028 - accuracy: 0.8203
  9/316 [..............................] - ETA: 26s - loss: 0.4399 - accuracy: 0.7986
 10/316 [..............................] - ETA: 29s - loss: 0.4450 - accuracy: 0.7937
 11/316 [>.............................] - ETA: 32s - loss: 0.4278 - accuracy: 0.8011
 12/316 [>.............................] - ETA: 33s - loss: 0.4231 - accuracy: 0.8021
 13/316 [>.............................] - ETA: 35s - loss: 0.4323 - accuracy: 0.7981
 14/316 [>.............................] - ETA: 36s - loss: 0.4325 - accuracy: 0.7946
 15/316 [>.............................] - ETA: 37s - loss: 0.4491 - accuracy: 0.7792
 16/316 [>.............................] - ETA: 38s - loss: 0.4503 - accuracy: 0.7773
 17/316 [>.............................] - ETA: 38s - loss: 0.4562 - accuracy: 0.7757
 18/316 [>.............................] - ETA: 39s - loss: 0.4508 - accuracy: 0.7847
 19/316 [>.............................] - ETA: 40s - loss: 0.4513 - accuracy: 0.7829
 20/316 [>.............................] - ETA: 40s - loss: 0.4499 - accuracy: 0.7844
 21/316 [>.............................] - ETA: 41s - loss: 0.4484 - accuracy: 0.7827
 22/316 [=>............................] - ETA: 41s - loss: 0.4428 - accuracy: 0.7869
 23/316 [=>............................] - ETA: 41s - loss: 0.4439 - accuracy: 0.7853
 24/316 [=>............................] - ETA: 41s - loss: 0.4438 - accuracy: 0.7839
 25/316 [=>............................] - ETA: 42s - loss: 0.4432 - accuracy: 0.7850
 26/316 [=>............................] - ETA: 42s - loss: 0.4477 - accuracy: 0.7812
 27/316 [=>............................] - ETA: 42s - loss: 0.4489 - accuracy: 0.7824
 28/316 [=>............................] - ETA: 42s - loss: 0.4466 - accuracy: 0.7857
 29/316 [=>............................] - ETA: 42s - loss: 0.4499 - accuracy: 0.7866
 30/316 [=>............................] - ETA: 42s - loss: 0.4472 - accuracy: 0.7896
 31/316 [=>............................] - ETA: 42s - loss: 0.4400 - accuracy: 0.7944
 32/316 [==>...........................] - ETA: 42s - loss: 0.4387 - accuracy: 0.7949
 33/316 [==>...........................] - ETA: 42s - loss: 0.4434 - accuracy: 0.7973
 34/316 [==>...........................] - ETA: 42s - loss: 0.4409 - accuracy: 0.7996
 35/316 [==>...........................] - ETA: 42s - loss: 0.4393 - accuracy: 0.8018
 36/316 [==>...........................] - ETA: 42s - loss: 0.4388 - accuracy: 0.8038
 37/316 [==>...........................] - ETA: 42s - loss: 0.4367 - accuracy: 0.8041
 38/316 [==>...........................] - ETA: 42s - loss: 0.4367 - accuracy: 0.8043
 39/316 [==>...........................] - ETA: 42s - loss: 0.4365 - accuracy: 0.8013
 40/316 [==>...........................] - ETA: 42s - loss: 0.4332 - accuracy: 0.8016
 41/316 [==>...........................] - ETA: 42s - loss: 0.4331 - accuracy: 0.8003
 42/316 [==>...........................] - ETA: 42s - loss: 0.4309 - accuracy: 0.8006
 43/316 [===>..........................] - ETA: 42s - loss: 0.4316 - accuracy: 0.7994
 44/316 [===>..........................] - ETA: 42s - loss: 0.4332 - accuracy: 0.7983
 45/316 [===>..........................] - ETA: 42s - loss: 0.4259 - accuracy: 0.8028
 46/316 [===>..........................] - ETA: 42s - loss: 0.4284 - accuracy: 0.8016
 47/316 [===>..........................] - ETA: 42s - loss: 0.4295 - accuracy: 0.8019
 48/316 [===>..........................] - ETA: 42s - loss: 0.4309 - accuracy: 0.8008
 49/316 [===>..........................] - ETA: 42s - loss: 0.4271 - accuracy: 0.8036
 50/316 [===>..........................] - ETA: 42s - loss: 0.4271 - accuracy: 0.8025
 51/316 [===>..........................] - ETA: 42s - loss: 0.4246 - accuracy: 0.8039
 52/316 [===>..........................] - ETA: 41s - loss: 0.4211 - accuracy: 0.8065
 53/316 [====>.........................] - ETA: 41s - loss: 0.4217 - accuracy: 0.8042
 54/316 [====>.........................] - ETA: 41s - loss: 0.4219 - accuracy: 0.8032
 55/316 [====>.........................] - ETA: 41s - loss: 0.4262 - accuracy: 0.8034
 56/316 [====>.........................] - ETA: 41s - loss: 0.4257 - accuracy: 0.8047
 57/316 [====>.........................] - ETA: 41s - loss: 0.4243 - accuracy: 0.8059
 58/316 [====>.........................] - ETA: 41s - loss: 0.4249 - accuracy: 0.8050
 59/316 [====>.........................] - ETA: 41s - loss: 0.4257 - accuracy: 0.8051
 60/316 [====>.........................] - ETA: 41s - loss: 0.4241 - accuracy: 0.8042
 61/316 [====>.........................] - ETA: 41s - loss: 0.4287 - accuracy: 0.7992
 62/316 [====>.........................] - ETA: 40s - loss: 0.4301 - accuracy: 0.7964
 63/316 [====>.........................] - ETA: 40s - loss: 0.4288 - accuracy: 0.7976
 64/316 [=====>........................] - ETA: 40s - loss: 0.4337 - accuracy: 0.7949
 65/316 [=====>........................] - ETA: 40s - loss: 0.4344 - accuracy: 0.7942
 66/316 [=====>........................] - ETA: 40s - loss: 0.4361 - accuracy: 0.7936
 67/316 [=====>........................] - ETA: 40s - loss: 0.4376 - accuracy: 0.7920
 68/316 [=====>........................] - ETA: 39s - loss: 0.4387 - accuracy: 0.7932
 69/316 [=====>........................] - ETA: 39s - loss: 0.4375 - accuracy: 0.7953
 70/316 [=====>........................] - ETA: 39s - loss: 0.4355 - accuracy: 0.7973
 71/316 [=====>........................] - ETA: 38s - loss: 0.4373 - accuracy: 0.7975
 72/316 [=====>........................] - ETA: 38s - loss: 0.4369 - accuracy: 0.7977
 73/316 [=====>........................] - ETA: 38s - loss: 0.4360 - accuracy: 0.7997
 74/316 [======>.......................] - ETA: 37s - loss: 0.4362 - accuracy: 0.7981
 75/316 [======>.......................] - ETA: 37s - loss: 0.4353 - accuracy: 0.7992
 76/316 [======>.......................] - ETA: 37s - loss: 0.4350 - accuracy: 0.7993
 77/316 [======>.......................] - ETA: 36s - loss: 0.4362 - accuracy: 0.7971
 78/316 [======>.......................] - ETA: 36s - loss: 0.4381 - accuracy: 0.7965
 79/316 [======>.......................] - ETA: 36s - loss: 0.4378 - accuracy: 0.7951
 80/316 [======>.......................] - ETA: 36s - loss: 0.4359 - accuracy: 0.7953
 81/316 [======>.......................] - ETA: 35s - loss: 0.4338 - accuracy: 0.7963
 82/316 [======>.......................] - ETA: 35s - loss: 0.4336 - accuracy: 0.7957
 83/316 [======>.......................] - ETA: 35s - loss: 0.4324 - accuracy: 0.7967
 84/316 [======>.......................] - ETA: 35s - loss: 0.4347 - accuracy: 0.7969
 85/316 [=======>......................] - ETA: 34s - loss: 0.4323 - accuracy: 0.7978
 86/316 [=======>......................] - ETA: 34s - loss: 0.4322 - accuracy: 0.7980
 87/316 [=======>......................] - ETA: 34s - loss: 0.4304 - accuracy: 0.7974
 88/316 [=======>......................] - ETA: 34s - loss: 0.4313 - accuracy: 0.7969
 89/316 [=======>......................] - ETA: 33s - loss: 0.4311 - accuracy: 0.7963
 90/316 [=======>......................] - ETA: 33s - loss: 0.4311 - accuracy: 0.7972
 91/316 [=======>......................] - ETA: 33s - loss: 0.4316 - accuracy: 0.7967
 92/316 [=======>......................] - ETA: 33s - loss: 0.4364 - accuracy: 0.7942
 93/316 [=======>......................] - ETA: 32s - loss: 0.4353 - accuracy: 0.7950
 94/316 [=======>......................] - ETA: 32s - loss: 0.4339 - accuracy: 0.7952
 95/316 [========>.....................] - ETA: 32s - loss: 0.4339 - accuracy: 0.7961
 96/316 [========>.....................] - ETA: 32s - loss: 0.4321 - accuracy: 0.7969
 97/316 [========>.....................] - ETA: 31s - loss: 0.4319 - accuracy: 0.7970
 98/316 [========>.....................] - ETA: 31s - loss: 0.4334 - accuracy: 0.7953
 99/316 [========>.....................] - ETA: 31s - loss: 0.4342 - accuracy: 0.7942
100/316 [========>.....................] - ETA: 31s - loss: 0.4347 - accuracy: 0.7944
101/316 [========>.....................] - ETA: 31s - loss: 0.4365 - accuracy: 0.7933
102/316 [========>.....................] - ETA: 30s - loss: 0.4372 - accuracy: 0.7917
103/316 [========>.....................] - ETA: 30s - loss: 0.4356 - accuracy: 0.7925
104/316 [========>.....................] - ETA: 30s - loss: 0.4367 - accuracy: 0.7915
105/316 [========>.....................] - ETA: 30s - loss: 0.4377 - accuracy: 0.7905
106/316 [=========>....................] - ETA: 30s - loss: 0.4353 - accuracy: 0.7919
107/316 [=========>....................] - ETA: 29s - loss: 0.4368 - accuracy: 0.7909
108/316 [=========>....................] - ETA: 29s - loss: 0.4353 - accuracy: 0.7911
109/316 [=========>....................] - ETA: 29s - loss: 0.4340 - accuracy: 0.7924
110/316 [=========>....................] - ETA: 29s - loss: 0.4334 - accuracy: 0.7920
111/316 [=========>....................] - ETA: 29s - loss: 0.4321 - accuracy: 0.7922
112/316 [=========>....................] - ETA: 28s - loss: 0.4319 - accuracy: 0.7919
113/316 [=========>....................] - ETA: 28s - loss: 0.4335 - accuracy: 0.7909
114/316 [=========>....................] - ETA: 28s - loss: 0.4339 - accuracy: 0.7900
115/316 [=========>....................] - ETA: 28s - loss: 0.4331 - accuracy: 0.7908
116/316 [==========>...................] - ETA: 28s - loss: 0.4323 - accuracy: 0.7909
117/316 [==========>...................] - ETA: 27s - loss: 0.4319 - accuracy: 0.7911
118/316 [==========>...................] - ETA: 27s - loss: 0.4320 - accuracy: 0.7913
119/316 [==========>...................] - ETA: 27s - loss: 0.4319 - accuracy: 0.7915
120/316 [==========>...................] - ETA: 27s - loss: 0.4323 - accuracy: 0.7917
121/316 [==========>...................] - ETA: 27s - loss: 0.4337 - accuracy: 0.7908
122/316 [==========>...................] - ETA: 26s - loss: 0.4326 - accuracy: 0.7915
123/316 [==========>...................] - ETA: 26s - loss: 0.4321 - accuracy: 0.7912
124/316 [==========>...................] - ETA: 26s - loss: 0.4304 - accuracy: 0.7928
125/316 [==========>...................] - ETA: 26s - loss: 0.4305 - accuracy: 0.7930
126/316 [==========>...................] - ETA: 26s - loss: 0.4317 - accuracy: 0.7922
127/316 [===========>..................] - ETA: 26s - loss: 0.4322 - accuracy: 0.7918
128/316 [===========>..................] - ETA: 25s - loss: 0.4323 - accuracy: 0.7910
129/316 [===========>..................] - ETA: 25s - loss: 0.4319 - accuracy: 0.7907
130/316 [===========>..................] - ETA: 25s - loss: 0.4310 - accuracy: 0.7918
131/316 [===========>..................] - ETA: 25s - loss: 0.4306 - accuracy: 0.7920
132/316 [===========>..................] - ETA: 25s - loss: 0.4297 - accuracy: 0.7926
133/316 [===========>..................] - ETA: 25s - loss: 0.4312 - accuracy: 0.7918
134/316 [===========>..................] - ETA: 24s - loss: 0.4312 - accuracy: 0.7910
135/316 [===========>..................] - ETA: 24s - loss: 0.4319 - accuracy: 0.7912
136/316 [===========>..................] - ETA: 24s - loss: 0.4318 - accuracy: 0.7918
137/316 [============>.................] - ETA: 24s - loss: 0.4324 - accuracy: 0.7911
138/316 [============>.................] - ETA: 24s - loss: 0.4329 - accuracy: 0.7899
139/316 [============>.................] - ETA: 24s - loss: 0.4325 - accuracy: 0.7896
140/316 [============>.................] - ETA: 23s - loss: 0.4328 - accuracy: 0.7897
141/316 [============>.................] - ETA: 23s - loss: 0.4327 - accuracy: 0.7899
142/316 [============>.................] - ETA: 23s - loss: 0.4320 - accuracy: 0.7896
143/316 [============>.................] - ETA: 23s - loss: 0.4311 - accuracy: 0.7902
144/316 [============>.................] - ETA: 23s - loss: 0.4302 - accuracy: 0.7899
145/316 [============>.................] - ETA: 23s - loss: 0.4293 - accuracy: 0.7901
146/316 [============>.................] - ETA: 22s - loss: 0.4281 - accuracy: 0.7907
147/316 [============>.................] - ETA: 22s - loss: 0.4274 - accuracy: 0.7908
148/316 [=============>................] - ETA: 22s - loss: 0.4288 - accuracy: 0.7893
149/316 [=============>................] - ETA: 22s - loss: 0.4303 - accuracy: 0.7890
150/316 [=============>................] - ETA: 22s - loss: 0.4279 - accuracy: 0.7904
151/316 [=============>................] - ETA: 22s - loss: 0.4292 - accuracy: 0.7901
152/316 [=============>................] - ETA: 21s - loss: 0.4284 - accuracy: 0.7907
153/316 [=============>................] - ETA: 21s - loss: 0.4283 - accuracy: 0.7913
154/316 [=============>................] - ETA: 21s - loss: 0.4292 - accuracy: 0.7902
155/316 [=============>................] - ETA: 21s - loss: 0.4288 - accuracy: 0.7911
156/316 [=============>................] - ETA: 21s - loss: 0.4299 - accuracy: 0.7909
157/316 [=============>................] - ETA: 21s - loss: 0.4304 - accuracy: 0.7910
158/316 [==============>...............] - ETA: 21s - loss: 0.4309 - accuracy: 0.7911
159/316 [==============>...............] - ETA: 20s - loss: 0.4305 - accuracy: 0.7917
160/316 [==============>...............] - ETA: 20s - loss: 0.4316 - accuracy: 0.7914
161/316 [==============>...............] - ETA: 20s - loss: 0.4313 - accuracy: 0.7915
162/316 [==============>...............] - ETA: 20s - loss: 0.4317 - accuracy: 0.7909
163/316 [==============>...............] - ETA: 20s - loss: 0.4320 - accuracy: 0.7906
164/316 [==============>...............] - ETA: 20s - loss: 0.4316 - accuracy: 0.7908
165/316 [==============>...............] - ETA: 19s - loss: 0.4321 - accuracy: 0.7905
166/316 [==============>...............] - ETA: 19s - loss: 0.4319 - accuracy: 0.7907
167/316 [==============>...............] - ETA: 19s - loss: 0.4310 - accuracy: 0.7915
168/316 [==============>...............] - ETA: 19s - loss: 0.4307 - accuracy: 0.7917
169/316 [===============>..............] - ETA: 19s - loss: 0.4302 - accuracy: 0.7918
170/316 [===============>..............] - ETA: 19s - loss: 0.4310 - accuracy: 0.7904
171/316 [===============>..............] - ETA: 19s - loss: 0.4318 - accuracy: 0.7898
172/316 [===============>..............] - ETA: 18s - loss: 0.4316 - accuracy: 0.7900
173/316 [===============>..............] - ETA: 18s - loss: 0.4312 - accuracy: 0.7897
174/316 [===============>..............] - ETA: 18s - loss: 0.4312 - accuracy: 0.7899
175/316 [===============>..............] - ETA: 18s - loss: 0.4320 - accuracy: 0.7889
176/316 [===============>..............] - ETA: 18s - loss: 0.4328 - accuracy: 0.7884
177/316 [===============>..............] - ETA: 18s - loss: 0.4337 - accuracy: 0.7881
178/316 [===============>..............] - ETA: 18s - loss: 0.4338 - accuracy: 0.7876
179/316 [===============>..............] - ETA: 17s - loss: 0.4342 - accuracy: 0.7870
180/316 [================>.............] - ETA: 17s - loss: 0.4339 - accuracy: 0.7872
181/316 [================>.............] - ETA: 17s - loss: 0.4334 - accuracy: 0.7876
182/316 [================>.............] - ETA: 17s - loss: 0.4332 - accuracy: 0.7878
183/316 [================>.............] - ETA: 17s - loss: 0.4332 - accuracy: 0.7876
184/316 [================>.............] - ETA: 17s - loss: 0.4331 - accuracy: 0.7874
185/316 [================>.............] - ETA: 17s - loss: 0.4332 - accuracy: 0.7875
186/316 [================>.............] - ETA: 16s - loss: 0.4324 - accuracy: 0.7880
187/316 [================>.............] - ETA: 16s - loss: 0.4325 - accuracy: 0.7881
188/316 [================>.............] - ETA: 16s - loss: 0.4321 - accuracy: 0.7886
189/316 [================>.............] - ETA: 16s - loss: 0.4321 - accuracy: 0.7887
190/316 [=================>............] - ETA: 16s - loss: 0.4322 - accuracy: 0.7888
191/316 [=================>............] - ETA: 16s - loss: 0.4315 - accuracy: 0.7893
192/316 [=================>............] - ETA: 16s - loss: 0.4308 - accuracy: 0.7894
193/316 [=================>............] - ETA: 15s - loss: 0.4308 - accuracy: 0.7889
194/316 [=================>............] - ETA: 15s - loss: 0.4302 - accuracy: 0.7893
195/316 [=================>............] - ETA: 15s - loss: 0.4293 - accuracy: 0.7901
196/316 [=================>............] - ETA: 15s - loss: 0.4288 - accuracy: 0.7905
197/316 [=================>............] - ETA: 15s - loss: 0.4288 - accuracy: 0.7906
198/316 [=================>............] - ETA: 15s - loss: 0.4289 - accuracy: 0.7910
199/316 [=================>............] - ETA: 15s - loss: 0.4276 - accuracy: 0.7918
200/316 [=================>............] - ETA: 14s - loss: 0.4277 - accuracy: 0.7919
201/316 [==================>...........] - ETA: 14s - loss: 0.4277 - accuracy: 0.7917
202/316 [==================>...........] - ETA: 14s - loss: 0.4277 - accuracy: 0.7921
203/316 [==================>...........] - ETA: 14s - loss: 0.4274 - accuracy: 0.7922
204/316 [==================>...........] - ETA: 14s - loss: 0.4272 - accuracy: 0.7923
205/316 [==================>...........] - ETA: 14s - loss: 0.4268 - accuracy: 0.7924
206/316 [==================>...........] - ETA: 14s - loss: 0.4264 - accuracy: 0.7931
207/316 [==================>...........] - ETA: 13s - loss: 0.4267 - accuracy: 0.7929
208/316 [==================>...........] - ETA: 13s - loss: 0.4280 - accuracy: 0.7930
209/316 [==================>...........] - ETA: 13s - loss: 0.4272 - accuracy: 0.7934
210/316 [==================>...........] - ETA: 13s - loss: 0.4265 - accuracy: 0.7935
211/316 [===================>..........] - ETA: 13s - loss: 0.4259 - accuracy: 0.7935
212/316 [===================>..........] - ETA: 13s - loss: 0.4245 - accuracy: 0.7942
213/316 [===================>..........] - ETA: 13s - loss: 0.4256 - accuracy: 0.7937
214/316 [===================>..........] - ETA: 13s - loss: 0.4262 - accuracy: 0.7932
215/316 [===================>..........] - ETA: 12s - loss: 0.4260 - accuracy: 0.7936
216/316 [===================>..........] - ETA: 12s - loss: 0.4260 - accuracy: 0.7937
217/316 [===================>..........] - ETA: 12s - loss: 0.4264 - accuracy: 0.7935
218/316 [===================>..........] - ETA: 12s - loss: 0.4267 - accuracy: 0.7936
219/316 [===================>..........] - ETA: 12s - loss: 0.4264 - accuracy: 0.7942
220/316 [===================>..........] - ETA: 12s - loss: 0.4256 - accuracy: 0.7949
221/316 [===================>..........] - ETA: 12s - loss: 0.4257 - accuracy: 0.7950
222/316 [====================>.........] - ETA: 11s - loss: 0.4256 - accuracy: 0.7948
223/316 [====================>.........] - ETA: 11s - loss: 0.4250 - accuracy: 0.7951
224/316 [====================>.........] - ETA: 11s - loss: 0.4255 - accuracy: 0.7946
225/316 [====================>.........] - ETA: 11s - loss: 0.4260 - accuracy: 0.7942
226/316 [====================>.........] - ETA: 11s - loss: 0.4259 - accuracy: 0.7945
227/316 [====================>.........] - ETA: 11s - loss: 0.4259 - accuracy: 0.7941
228/316 [====================>.........] - ETA: 11s - loss: 0.4253 - accuracy: 0.7947
229/316 [====================>.........] - ETA: 11s - loss: 0.4251 - accuracy: 0.7950
230/316 [====================>.........] - ETA: 10s - loss: 0.4254 - accuracy: 0.7948
231/316 [====================>.........] - ETA: 10s - loss: 0.4252 - accuracy: 0.7949
232/316 [=====================>........] - ETA: 10s - loss: 0.4248 - accuracy: 0.7953
233/316 [=====================>........] - ETA: 10s - loss: 0.4251 - accuracy: 0.7948
234/316 [=====================>........] - ETA: 10s - loss: 0.4259 - accuracy: 0.7941
235/316 [=====================>........] - ETA: 10s - loss: 0.4261 - accuracy: 0.7934
236/316 [=====================>........] - ETA: 10s - loss: 0.4258 - accuracy: 0.7934
237/316 [=====================>........] - ETA: 9s - loss: 0.4259 - accuracy: 0.7932 
238/316 [=====================>........] - ETA: 9s - loss: 0.4253 - accuracy: 0.7936
239/316 [=====================>........] - ETA: 9s - loss: 0.4253 - accuracy: 0.7939
240/316 [=====================>........] - ETA: 9s - loss: 0.4254 - accuracy: 0.7937
241/316 [=====================>........] - ETA: 9s - loss: 0.4250 - accuracy: 0.7943
242/316 [=====================>........] - ETA: 9s - loss: 0.4246 - accuracy: 0.7947
243/316 [======================>.......] - ETA: 9s - loss: 0.4250 - accuracy: 0.7942
244/316 [======================>.......] - ETA: 9s - loss: 0.4248 - accuracy: 0.7943
245/316 [======================>.......] - ETA: 8s - loss: 0.4242 - accuracy: 0.7946
246/316 [======================>.......] - ETA: 8s - loss: 0.4246 - accuracy: 0.7945
247/316 [======================>.......] - ETA: 8s - loss: 0.4248 - accuracy: 0.7945
248/316 [======================>.......] - ETA: 8s - loss: 0.4246 - accuracy: 0.7949
249/316 [======================>.......] - ETA: 8s - loss: 0.4243 - accuracy: 0.7947
250/316 [======================>.......] - ETA: 8s - loss: 0.4241 - accuracy: 0.7950
251/316 [======================>.......] - ETA: 8s - loss: 0.4235 - accuracy: 0.7956
252/316 [======================>.......] - ETA: 8s - loss: 0.4244 - accuracy: 0.7954
253/316 [=======================>......] - ETA: 7s - loss: 0.4239 - accuracy: 0.7957
254/316 [=======================>......] - ETA: 7s - loss: 0.4231 - accuracy: 0.7965
255/316 [=======================>......] - ETA: 7s - loss: 0.4233 - accuracy: 0.7963
256/316 [=======================>......] - ETA: 7s - loss: 0.4223 - accuracy: 0.7969
257/316 [=======================>......] - ETA: 7s - loss: 0.4219 - accuracy: 0.7969
258/316 [=======================>......] - ETA: 7s - loss: 0.4215 - accuracy: 0.7968
259/316 [=======================>......] - ETA: 7s - loss: 0.4223 - accuracy: 0.7966
260/316 [=======================>......] - ETA: 7s - loss: 0.4221 - accuracy: 0.7966
261/316 [=======================>......] - ETA: 6s - loss: 0.4217 - accuracy: 0.7969
262/316 [=======================>......] - ETA: 6s - loss: 0.4218 - accuracy: 0.7968
263/316 [=======================>......] - ETA: 6s - loss: 0.4214 - accuracy: 0.7966
264/316 [========================>.....] - ETA: 6s - loss: 0.4207 - accuracy: 0.7971
265/316 [========================>.....] - ETA: 6s - loss: 0.4203 - accuracy: 0.7976
266/316 [========================>.....] - ETA: 6s - loss: 0.4206 - accuracy: 0.7970
267/316 [========================>.....] - ETA: 6s - loss: 0.4215 - accuracy: 0.7971
268/316 [========================>.....] - ETA: 5s - loss: 0.4213 - accuracy: 0.7973
269/316 [========================>.....] - ETA: 5s - loss: 0.4215 - accuracy: 0.7972
270/316 [========================>.....] - ETA: 5s - loss: 0.4209 - accuracy: 0.7975
271/316 [========================>.....] - ETA: 5s - loss: 0.4203 - accuracy: 0.7980
272/316 [========================>.....] - ETA: 5s - loss: 0.4195 - accuracy: 0.7987
273/316 [========================>.....] - ETA: 5s - loss: 0.4200 - accuracy: 0.7981
274/316 [=========================>....] - ETA: 5s - loss: 0.4195 - accuracy: 0.7984
275/316 [=========================>....] - ETA: 5s - loss: 0.4189 - accuracy: 0.7991
276/316 [=========================>....] - ETA: 4s - loss: 0.4198 - accuracy: 0.7985
277/316 [=========================>....] - ETA: 4s - loss: 0.4199 - accuracy: 0.7983
278/316 [=========================>....] - ETA: 4s - loss: 0.4190 - accuracy: 0.7988
279/316 [=========================>....] - ETA: 4s - loss: 0.4186 - accuracy: 0.7991
280/316 [=========================>....] - ETA: 4s - loss: 0.4185 - accuracy: 0.7989
281/316 [=========================>....] - ETA: 4s - loss: 0.4196 - accuracy: 0.7983
282/316 [=========================>....] - ETA: 4s - loss: 0.4195 - accuracy: 0.7983
283/316 [=========================>....] - ETA: 4s - loss: 0.4194 - accuracy: 0.7979
284/316 [=========================>....] - ETA: 3s - loss: 0.4200 - accuracy: 0.7982
285/316 [==========================>...] - ETA: 3s - loss: 0.4211 - accuracy: 0.7974
286/316 [==========================>...] - ETA: 3s - loss: 0.4227 - accuracy: 0.7972
287/316 [==========================>...] - ETA: 3s - loss: 0.4231 - accuracy: 0.7970
288/316 [==========================>...] - ETA: 3s - loss: 0.4238 - accuracy: 0.7964
289/316 [==========================>...] - ETA: 3s - loss: 0.4240 - accuracy: 0.7965
290/316 [==========================>...] - ETA: 3s - loss: 0.4238 - accuracy: 0.7966
291/316 [==========================>...] - ETA: 3s - loss: 0.4235 - accuracy: 0.7968
292/316 [==========================>...] - ETA: 2s - loss: 0.4232 - accuracy: 0.7973
293/316 [==========================>...] - ETA: 2s - loss: 0.4235 - accuracy: 0.7969
294/316 [==========================>...] - ETA: 2s - loss: 0.4239 - accuracy: 0.7968
295/316 [===========================>..] - ETA: 2s - loss: 0.4246 - accuracy: 0.7964
296/316 [===========================>..] - ETA: 2s - loss: 0.4248 - accuracy: 0.7965
297/316 [===========================>..] - ETA: 2s - loss: 0.4246 - accuracy: 0.7965
298/316 [===========================>..] - ETA: 2s - loss: 0.4254 - accuracy: 0.7961
299/316 [===========================>..] - ETA: 2s - loss: 0.4250 - accuracy: 0.7966
300/316 [===========================>..] - ETA: 1s - loss: 0.4253 - accuracy: 0.7965
301/316 [===========================>..] - ETA: 1s - loss: 0.4251 - accuracy: 0.7965
302/316 [===========================>..] - ETA: 1s - loss: 0.4251 - accuracy: 0.7968
303/316 [===========================>..] - ETA: 1s - loss: 0.4255 - accuracy: 0.7966
304/316 [===========================>..] - ETA: 1s - loss: 0.4260 - accuracy: 0.7965
305/316 [===========================>..] - ETA: 1s - loss: 0.4257 - accuracy: 0.7967
306/316 [============================>.] - ETA: 1s - loss: 0.4257 - accuracy: 0.7964
307/316 [============================>.] - ETA: 1s - loss: 0.4259 - accuracy: 0.7958
308/316 [============================>.] - ETA: 0s - loss: 0.4255 - accuracy: 0.7959
309/316 [============================>.] - ETA: 0s - loss: 0.4261 - accuracy: 0.7953
310/316 [============================>.] - ETA: 0s - loss: 0.4257 - accuracy: 0.7956
311/316 [============================>.] - ETA: 0s - loss: 0.4249 - accuracy: 0.7960
312/316 [============================>.] - ETA: 0s - loss: 0.4247 - accuracy: 0.7963
313/316 [============================>.] - ETA: 0s - loss: 0.4250 - accuracy: 0.7961
314/316 [============================>.] - ETA: 0s - loss: 0.4257 - accuracy: 0.7960
315/316 [============================>.] - ETA: 0s - loss: 0.4250 - accuracy: 0.7960
316/316 [==============================] - 39s 123ms/step - loss: 0.4247 - accuracy: 0.7963

316/316 [==============================] - 41s 129ms/step - loss: 0.4247 - accuracy: 0.7963 - val_loss: 0.1520 - val_accuracy: 0.9881
Epoch 14/100

  1/316 [..............................] - ETA: 25s - loss: 0.4086 - accuracy: 0.8125
  2/316 [..............................] - ETA: 30s - loss: 0.3292 - accuracy: 0.8750
  3/316 [..............................] - ETA: 32s - loss: 0.3585 - accuracy: 0.8125
  4/316 [..............................] - ETA: 32s - loss: 0.3962 - accuracy: 0.7812
  5/316 [..............................] - ETA: 33s - loss: 0.3713 - accuracy: 0.8125
  6/316 [..............................] - ETA: 33s - loss: 0.3924 - accuracy: 0.7917
  7/316 [..............................] - ETA: 33s - loss: 0.3921 - accuracy: 0.7946
  8/316 [..............................] - ETA: 33s - loss: 0.4079 - accuracy: 0.7734
  9/316 [..............................] - ETA: 34s - loss: 0.4202 - accuracy: 0.7778
 10/316 [..............................] - ETA: 34s - loss: 0.4067 - accuracy: 0.7875
 11/316 [>.............................] - ETA: 34s - loss: 0.4148 - accuracy: 0.7784
 12/316 [>.............................] - ETA: 33s - loss: 0.4232 - accuracy: 0.7708
 13/316 [>.............................] - ETA: 33s - loss: 0.4315 - accuracy: 0.7596
 14/316 [>.............................] - ETA: 33s - loss: 0.4303 - accuracy: 0.7545
 15/316 [>.............................] - ETA: 33s - loss: 0.4390 - accuracy: 0.7542
 16/316 [>.............................] - ETA: 33s - loss: 0.4560 - accuracy: 0.7305
 17/316 [>.............................] - ETA: 33s - loss: 0.4543 - accuracy: 0.7353
 18/316 [>.............................] - ETA: 33s - loss: 0.4585 - accuracy: 0.7326
 19/316 [>.............................] - ETA: 33s - loss: 0.4538 - accuracy: 0.7401
 20/316 [>.............................] - ETA: 33s - loss: 0.4557 - accuracy: 0.7406
 21/316 [>.............................] - ETA: 33s - loss: 0.4482 - accuracy: 0.7500
 22/316 [=>............................] - ETA: 33s - loss: 0.4538 - accuracy: 0.7415
 23/316 [=>............................] - ETA: 33s - loss: 0.4540 - accuracy: 0.7418
 24/316 [=>............................] - ETA: 33s - loss: 0.4596 - accuracy: 0.7422
 25/316 [=>............................] - ETA: 33s - loss: 0.4664 - accuracy: 0.7425
 26/316 [=>............................] - ETA: 32s - loss: 0.4654 - accuracy: 0.7428
 27/316 [=>............................] - ETA: 32s - loss: 0.4665 - accuracy: 0.7407
 28/316 [=>............................] - ETA: 32s - loss: 0.4693 - accuracy: 0.7388
 29/316 [=>............................] - ETA: 32s - loss: 0.4716 - accuracy: 0.7371
 30/316 [=>............................] - ETA: 32s - loss: 0.4719 - accuracy: 0.7375
 31/316 [=>............................] - ETA: 32s - loss: 0.4697 - accuracy: 0.7419
 32/316 [==>...........................] - ETA: 32s - loss: 0.4705 - accuracy: 0.7461
 33/316 [==>...........................] - ETA: 32s - loss: 0.4678 - accuracy: 0.7481
 34/316 [==>...........................] - ETA: 32s - loss: 0.4645 - accuracy: 0.7500
 35/316 [==>...........................] - ETA: 32s - loss: 0.4599 - accuracy: 0.7518
 36/316 [==>...........................] - ETA: 31s - loss: 0.4680 - accuracy: 0.7465
 37/316 [==>...........................] - ETA: 31s - loss: 0.4668 - accuracy: 0.7483
 38/316 [==>...........................] - ETA: 31s - loss: 0.4658 - accuracy: 0.7484
 39/316 [==>...........................] - ETA: 31s - loss: 0.4663 - accuracy: 0.7484
 40/316 [==>...........................] - ETA: 31s - loss: 0.4711 - accuracy: 0.7453
 41/316 [==>...........................] - ETA: 31s - loss: 0.4751 - accuracy: 0.7409
 42/316 [==>...........................] - ETA: 31s - loss: 0.4754 - accuracy: 0.7411
 43/316 [===>..........................] - ETA: 31s - loss: 0.4724 - accuracy: 0.7427
 44/316 [===>..........................] - ETA: 31s - loss: 0.4703 - accuracy: 0.7457
 45/316 [===>..........................] - ETA: 30s - loss: 0.4696 - accuracy: 0.7472
 46/316 [===>..........................] - ETA: 30s - loss: 0.4657 - accuracy: 0.7527
 47/316 [===>..........................] - ETA: 30s - loss: 0.4663 - accuracy: 0.7513
 48/316 [===>..........................] - ETA: 30s - loss: 0.4688 - accuracy: 0.7487
 49/316 [===>..........................] - ETA: 30s - loss: 0.4678 - accuracy: 0.7513
 50/316 [===>..........................] - ETA: 30s - loss: 0.4694 - accuracy: 0.7525
 51/316 [===>..........................] - ETA: 31s - loss: 0.4679 - accuracy: 0.7525
 52/316 [===>..........................] - ETA: 31s - loss: 0.4673 - accuracy: 0.7524
 53/316 [====>.........................] - ETA: 31s - loss: 0.4684 - accuracy: 0.7524
 54/316 [====>.........................] - ETA: 31s - loss: 0.4674 - accuracy: 0.7546
 55/316 [====>.........................] - ETA: 32s - loss: 0.4658 - accuracy: 0.7568
 56/316 [====>.........................] - ETA: 32s - loss: 0.4669 - accuracy: 0.7567
 57/316 [====>.........................] - ETA: 32s - loss: 0.4644 - accuracy: 0.7588
 58/316 [====>.........................] - ETA: 32s - loss: 0.4626 - accuracy: 0.7608
 59/316 [====>.........................] - ETA: 32s - loss: 0.4618 - accuracy: 0.7617
 60/316 [====>.........................] - ETA: 32s - loss: 0.4607 - accuracy: 0.7625
 61/316 [====>.........................] - ETA: 32s - loss: 0.4618 - accuracy: 0.7623
 62/316 [====>.........................] - ETA: 33s - loss: 0.4594 - accuracy: 0.7631
 63/316 [====>.........................] - ETA: 33s - loss: 0.4591 - accuracy: 0.7639
 64/316 [=====>........................] - ETA: 33s - loss: 0.4574 - accuracy: 0.7646
 65/316 [=====>........................] - ETA: 33s - loss: 0.4555 - accuracy: 0.7663
 66/316 [=====>........................] - ETA: 33s - loss: 0.4593 - accuracy: 0.7642
 67/316 [=====>........................] - ETA: 33s - loss: 0.4568 - accuracy: 0.7659
 68/316 [=====>........................] - ETA: 33s - loss: 0.4584 - accuracy: 0.7665
 69/316 [=====>........................] - ETA: 33s - loss: 0.4578 - accuracy: 0.7663
 70/316 [=====>........................] - ETA: 33s - loss: 0.4544 - accuracy: 0.7688
 71/316 [=====>........................] - ETA: 33s - loss: 0.4539 - accuracy: 0.7685
 72/316 [=====>........................] - ETA: 33s - loss: 0.4519 - accuracy: 0.7691
 73/316 [=====>........................] - ETA: 33s - loss: 0.4514 - accuracy: 0.7697
 74/316 [======>.......................] - ETA: 33s - loss: 0.4478 - accuracy: 0.7728
 75/316 [======>.......................] - ETA: 33s - loss: 0.4472 - accuracy: 0.7725
 76/316 [======>.......................] - ETA: 33s - loss: 0.4457 - accuracy: 0.7730
 77/316 [======>.......................] - ETA: 33s - loss: 0.4446 - accuracy: 0.7735
 78/316 [======>.......................] - ETA: 33s - loss: 0.4436 - accuracy: 0.7732
 79/316 [======>.......................] - ETA: 33s - loss: 0.4429 - accuracy: 0.7737
 80/316 [======>.......................] - ETA: 33s - loss: 0.4413 - accuracy: 0.7742
 81/316 [======>.......................] - ETA: 33s - loss: 0.4413 - accuracy: 0.7739
 82/316 [======>.......................] - ETA: 33s - loss: 0.4402 - accuracy: 0.7752
 83/316 [======>.......................] - ETA: 33s - loss: 0.4396 - accuracy: 0.7764
 84/316 [======>.......................] - ETA: 33s - loss: 0.4428 - accuracy: 0.7746
 85/316 [=======>......................] - ETA: 33s - loss: 0.4418 - accuracy: 0.7757
 86/316 [=======>......................] - ETA: 33s - loss: 0.4431 - accuracy: 0.7747
 87/316 [=======>......................] - ETA: 33s - loss: 0.4423 - accuracy: 0.7744
 88/316 [=======>......................] - ETA: 33s - loss: 0.4413 - accuracy: 0.7749
 89/316 [=======>......................] - ETA: 33s - loss: 0.4409 - accuracy: 0.7760
 90/316 [=======>......................] - ETA: 33s - loss: 0.4390 - accuracy: 0.7778
 91/316 [=======>......................] - ETA: 33s - loss: 0.4387 - accuracy: 0.7782
 92/316 [=======>......................] - ETA: 33s - loss: 0.4383 - accuracy: 0.7785
 93/316 [=======>......................] - ETA: 33s - loss: 0.4365 - accuracy: 0.7789
 94/316 [=======>......................] - ETA: 33s - loss: 0.4350 - accuracy: 0.7806
 95/316 [========>.....................] - ETA: 33s - loss: 0.4335 - accuracy: 0.7822
 96/316 [========>.....................] - ETA: 33s - loss: 0.4342 - accuracy: 0.7819
 97/316 [========>.....................] - ETA: 33s - loss: 0.4362 - accuracy: 0.7816
 98/316 [========>.....................] - ETA: 33s - loss: 0.4339 - accuracy: 0.7825
 99/316 [========>.....................] - ETA: 33s - loss: 0.4322 - accuracy: 0.7835
100/316 [========>.....................] - ETA: 33s - loss: 0.4326 - accuracy: 0.7831
101/316 [========>.....................] - ETA: 32s - loss: 0.4334 - accuracy: 0.7822
102/316 [========>.....................] - ETA: 32s - loss: 0.4337 - accuracy: 0.7819
103/316 [========>.....................] - ETA: 32s - loss: 0.4334 - accuracy: 0.7816
104/316 [========>.....................] - ETA: 32s - loss: 0.4321 - accuracy: 0.7819
105/316 [========>.....................] - ETA: 32s - loss: 0.4335 - accuracy: 0.7810
106/316 [=========>....................] - ETA: 32s - loss: 0.4342 - accuracy: 0.7801
107/316 [=========>....................] - ETA: 32s - loss: 0.4333 - accuracy: 0.7804
108/316 [=========>....................] - ETA: 32s - loss: 0.4322 - accuracy: 0.7807
109/316 [=========>....................] - ETA: 32s - loss: 0.4344 - accuracy: 0.7810
110/316 [=========>....................] - ETA: 32s - loss: 0.4336 - accuracy: 0.7812
111/316 [=========>....................] - ETA: 32s - loss: 0.4339 - accuracy: 0.7804
112/316 [=========>....................] - ETA: 31s - loss: 0.4344 - accuracy: 0.7807
113/316 [=========>....................] - ETA: 31s - loss: 0.4348 - accuracy: 0.7804
114/316 [=========>....................] - ETA: 31s - loss: 0.4372 - accuracy: 0.7796
115/316 [=========>....................] - ETA: 31s - loss: 0.4360 - accuracy: 0.7810
116/316 [==========>...................] - ETA: 31s - loss: 0.4382 - accuracy: 0.7802
117/316 [==========>...................] - ETA: 31s - loss: 0.4390 - accuracy: 0.7799
118/316 [==========>...................] - ETA: 31s - loss: 0.4384 - accuracy: 0.7802
119/316 [==========>...................] - ETA: 31s - loss: 0.4387 - accuracy: 0.7799
120/316 [==========>...................] - ETA: 31s - loss: 0.4383 - accuracy: 0.7807
121/316 [==========>...................] - ETA: 31s - loss: 0.4386 - accuracy: 0.7794
122/316 [==========>...................] - ETA: 30s - loss: 0.4384 - accuracy: 0.7797
123/316 [==========>...................] - ETA: 30s - loss: 0.4376 - accuracy: 0.7815
124/316 [==========>...................] - ETA: 30s - loss: 0.4371 - accuracy: 0.7818
125/316 [==========>...................] - ETA: 30s - loss: 0.4369 - accuracy: 0.7820
126/316 [==========>...................] - ETA: 30s - loss: 0.4365 - accuracy: 0.7822
127/316 [===========>..................] - ETA: 30s - loss: 0.4364 - accuracy: 0.7825
128/316 [===========>..................] - ETA: 30s - loss: 0.4356 - accuracy: 0.7837
129/316 [===========>..................] - ETA: 30s - loss: 0.4357 - accuracy: 0.7839
130/316 [===========>..................] - ETA: 30s - loss: 0.4352 - accuracy: 0.7846
131/316 [===========>..................] - ETA: 29s - loss: 0.4350 - accuracy: 0.7853
132/316 [===========>..................] - ETA: 29s - loss: 0.4355 - accuracy: 0.7846
133/316 [===========>..................] - ETA: 29s - loss: 0.4373 - accuracy: 0.7848
134/316 [===========>..................] - ETA: 29s - loss: 0.4373 - accuracy: 0.7854
135/316 [===========>..................] - ETA: 29s - loss: 0.4381 - accuracy: 0.7852
136/316 [===========>..................] - ETA: 29s - loss: 0.4381 - accuracy: 0.7854
137/316 [============>.................] - ETA: 28s - loss: 0.4377 - accuracy: 0.7856
138/316 [============>.................] - ETA: 28s - loss: 0.4367 - accuracy: 0.7858
139/316 [============>.................] - ETA: 28s - loss: 0.4360 - accuracy: 0.7864
140/316 [============>.................] - ETA: 28s - loss: 0.4353 - accuracy: 0.7871
141/316 [============>.................] - ETA: 28s - loss: 0.4354 - accuracy: 0.7872
142/316 [============>.................] - ETA: 28s - loss: 0.4346 - accuracy: 0.7874
143/316 [============>.................] - ETA: 27s - loss: 0.4347 - accuracy: 0.7876
144/316 [============>.................] - ETA: 27s - loss: 0.4341 - accuracy: 0.7873
145/316 [============>.................] - ETA: 27s - loss: 0.4365 - accuracy: 0.7862
146/316 [============>.................] - ETA: 27s - loss: 0.4354 - accuracy: 0.7864
147/316 [============>.................] - ETA: 27s - loss: 0.4349 - accuracy: 0.7866
148/316 [=============>................] - ETA: 27s - loss: 0.4373 - accuracy: 0.7863
149/316 [=============>................] - ETA: 26s - loss: 0.4384 - accuracy: 0.7857
150/316 [=============>................] - ETA: 26s - loss: 0.4390 - accuracy: 0.7850
151/316 [=============>................] - ETA: 26s - loss: 0.4409 - accuracy: 0.7827
152/316 [=============>................] - ETA: 26s - loss: 0.4400 - accuracy: 0.7833
153/316 [=============>................] - ETA: 26s - loss: 0.4391 - accuracy: 0.7839
154/316 [=============>................] - ETA: 26s - loss: 0.4407 - accuracy: 0.7837
155/316 [=============>................] - ETA: 25s - loss: 0.4408 - accuracy: 0.7843
156/316 [=============>................] - ETA: 25s - loss: 0.4418 - accuracy: 0.7837
157/316 [=============>................] - ETA: 25s - loss: 0.4419 - accuracy: 0.7834
158/316 [==============>...............] - ETA: 25s - loss: 0.4421 - accuracy: 0.7836
159/316 [==============>...............] - ETA: 25s - loss: 0.4414 - accuracy: 0.7842
160/316 [==============>...............] - ETA: 25s - loss: 0.4419 - accuracy: 0.7836
161/316 [==============>...............] - ETA: 24s - loss: 0.4406 - accuracy: 0.7842
162/316 [==============>...............] - ETA: 24s - loss: 0.4408 - accuracy: 0.7836
163/316 [==============>...............] - ETA: 24s - loss: 0.4399 - accuracy: 0.7837
164/316 [==============>...............] - ETA: 24s - loss: 0.4400 - accuracy: 0.7835
165/316 [==============>...............] - ETA: 24s - loss: 0.4398 - accuracy: 0.7841
166/316 [==============>...............] - ETA: 24s - loss: 0.4393 - accuracy: 0.7839
167/316 [==============>...............] - ETA: 24s - loss: 0.4389 - accuracy: 0.7841
168/316 [==============>...............] - ETA: 23s - loss: 0.4390 - accuracy: 0.7842
169/316 [===============>..............] - ETA: 23s - loss: 0.4387 - accuracy: 0.7848
170/316 [===============>..............] - ETA: 23s - loss: 0.4386 - accuracy: 0.7849
171/316 [===============>..............] - ETA: 23s - loss: 0.4386 - accuracy: 0.7847
172/316 [===============>..............] - ETA: 23s - loss: 0.4392 - accuracy: 0.7845
173/316 [===============>..............] - ETA: 23s - loss: 0.4400 - accuracy: 0.7840
174/316 [===============>..............] - ETA: 22s - loss: 0.4393 - accuracy: 0.7845
175/316 [===============>..............] - ETA: 22s - loss: 0.4404 - accuracy: 0.7839
176/316 [===============>..............] - ETA: 22s - loss: 0.4391 - accuracy: 0.7852
177/316 [===============>..............] - ETA: 22s - loss: 0.4386 - accuracy: 0.7850
178/316 [===============>..............] - ETA: 22s - loss: 0.4388 - accuracy: 0.7851
179/316 [===============>..............] - ETA: 22s - loss: 0.4385 - accuracy: 0.7849
180/316 [================>.............] - ETA: 21s - loss: 0.4395 - accuracy: 0.7837
181/316 [================>.............] - ETA: 21s - loss: 0.4408 - accuracy: 0.7831
182/316 [================>.............] - ETA: 21s - loss: 0.4409 - accuracy: 0.7826
183/316 [================>.............] - ETA: 21s - loss: 0.4420 - accuracy: 0.7814
184/316 [================>.............] - ETA: 21s - loss: 0.4421 - accuracy: 0.7816
185/316 [================>.............] - ETA: 21s - loss: 0.4432 - accuracy: 0.7804
186/316 [================>.............] - ETA: 20s - loss: 0.4445 - accuracy: 0.7802
187/316 [================>.............] - ETA: 20s - loss: 0.4446 - accuracy: 0.7797
188/316 [================>.............] - ETA: 20s - loss: 0.4443 - accuracy: 0.7796
189/316 [================>.............] - ETA: 20s - loss: 0.4430 - accuracy: 0.7801
190/316 [=================>............] - ETA: 20s - loss: 0.4430 - accuracy: 0.7799
191/316 [=================>............] - ETA: 20s - loss: 0.4432 - accuracy: 0.7795
192/316 [=================>............] - ETA: 19s - loss: 0.4434 - accuracy: 0.7793
193/316 [=================>............] - ETA: 19s - loss: 0.4437 - accuracy: 0.7788
194/316 [=================>............] - ETA: 19s - loss: 0.4445 - accuracy: 0.7784
195/316 [=================>............] - ETA: 19s - loss: 0.4437 - accuracy: 0.7788
196/316 [=================>............] - ETA: 19s - loss: 0.4430 - accuracy: 0.7790
197/316 [=================>............] - ETA: 19s - loss: 0.4435 - accuracy: 0.7786
198/316 [=================>............] - ETA: 18s - loss: 0.4435 - accuracy: 0.7787
199/316 [=================>............] - ETA: 18s - loss: 0.4430 - accuracy: 0.7792
200/316 [=================>............] - ETA: 18s - loss: 0.4438 - accuracy: 0.7784
201/316 [==================>...........] - ETA: 18s - loss: 0.4438 - accuracy: 0.7783
202/316 [==================>...........] - ETA: 18s - loss: 0.4428 - accuracy: 0.7794
203/316 [==================>...........] - ETA: 18s - loss: 0.4427 - accuracy: 0.7799
204/316 [==================>...........] - ETA: 17s - loss: 0.4423 - accuracy: 0.7800
205/316 [==================>...........] - ETA: 17s - loss: 0.4424 - accuracy: 0.7802
206/316 [==================>...........] - ETA: 17s - loss: 0.4426 - accuracy: 0.7803
207/316 [==================>...........] - ETA: 17s - loss: 0.4427 - accuracy: 0.7799
208/316 [==================>...........] - ETA: 17s - loss: 0.4419 - accuracy: 0.7803
209/316 [==================>...........] - ETA: 17s - loss: 0.4420 - accuracy: 0.7811
210/316 [==================>...........] - ETA: 17s - loss: 0.4419 - accuracy: 0.7807
211/316 [===================>..........] - ETA: 16s - loss: 0.4417 - accuracy: 0.7811
212/316 [===================>..........] - ETA: 16s - loss: 0.4419 - accuracy: 0.7812
213/316 [===================>..........] - ETA: 16s - loss: 0.4417 - accuracy: 0.7814
214/316 [===================>..........] - ETA: 16s - loss: 0.4419 - accuracy: 0.7807
215/316 [===================>..........] - ETA: 16s - loss: 0.4427 - accuracy: 0.7802
216/316 [===================>..........] - ETA: 16s - loss: 0.4424 - accuracy: 0.7804
217/316 [===================>..........] - ETA: 15s - loss: 0.4429 - accuracy: 0.7808
218/316 [===================>..........] - ETA: 15s - loss: 0.4433 - accuracy: 0.7804
219/316 [===================>..........] - ETA: 15s - loss: 0.4430 - accuracy: 0.7808
220/316 [===================>..........] - ETA: 15s - loss: 0.4431 - accuracy: 0.7807
221/316 [===================>..........] - ETA: 15s - loss: 0.4432 - accuracy: 0.7805
222/316 [====================>.........] - ETA: 15s - loss: 0.4426 - accuracy: 0.7812
223/316 [====================>.........] - ETA: 14s - loss: 0.4425 - accuracy: 0.7817
224/316 [====================>.........] - ETA: 14s - loss: 0.4424 - accuracy: 0.7818
225/316 [====================>.........] - ETA: 14s - loss: 0.4421 - accuracy: 0.7817
226/316 [====================>.........] - ETA: 14s - loss: 0.4422 - accuracy: 0.7818
227/316 [====================>.........] - ETA: 14s - loss: 0.4417 - accuracy: 0.7822
228/316 [====================>.........] - ETA: 14s - loss: 0.4417 - accuracy: 0.7823
229/316 [====================>.........] - ETA: 13s - loss: 0.4410 - accuracy: 0.7828
230/316 [====================>.........] - ETA: 13s - loss: 0.4406 - accuracy: 0.7832
231/316 [====================>.........] - ETA: 13s - loss: 0.4398 - accuracy: 0.7838
232/316 [=====================>........] - ETA: 13s - loss: 0.4397 - accuracy: 0.7839
233/316 [=====================>........] - ETA: 13s - loss: 0.4402 - accuracy: 0.7841
234/316 [=====================>........] - ETA: 13s - loss: 0.4398 - accuracy: 0.7845
235/316 [=====================>........] - ETA: 12s - loss: 0.4394 - accuracy: 0.7851
236/316 [=====================>........] - ETA: 12s - loss: 0.4389 - accuracy: 0.7855
237/316 [=====================>........] - ETA: 12s - loss: 0.4388 - accuracy: 0.7856
238/316 [=====================>........] - ETA: 12s - loss: 0.4373 - accuracy: 0.7865
239/316 [=====================>........] - ETA: 12s - loss: 0.4368 - accuracy: 0.7866
240/316 [=====================>........] - ETA: 12s - loss: 0.4362 - accuracy: 0.7867
241/316 [=====================>........] - ETA: 12s - loss: 0.4358 - accuracy: 0.7871
242/316 [=====================>........] - ETA: 11s - loss: 0.4352 - accuracy: 0.7877
243/316 [======================>.......] - ETA: 11s - loss: 0.4342 - accuracy: 0.7881
244/316 [======================>.......] - ETA: 11s - loss: 0.4336 - accuracy: 0.7884
245/316 [======================>.......] - ETA: 11s - loss: 0.4335 - accuracy: 0.7885
246/316 [======================>.......] - ETA: 11s - loss: 0.4349 - accuracy: 0.7884
247/316 [======================>.......] - ETA: 11s - loss: 0.4342 - accuracy: 0.7887
248/316 [======================>.......] - ETA: 10s - loss: 0.4339 - accuracy: 0.7888
249/316 [======================>.......] - ETA: 10s - loss: 0.4339 - accuracy: 0.7889
250/316 [======================>.......] - ETA: 10s - loss: 0.4334 - accuracy: 0.7890
251/316 [======================>.......] - ETA: 10s - loss: 0.4335 - accuracy: 0.7891
252/316 [======================>.......] - ETA: 10s - loss: 0.4334 - accuracy: 0.7894
253/316 [=======================>......] - ETA: 10s - loss: 0.4327 - accuracy: 0.7898
254/316 [=======================>......] - ETA: 9s - loss: 0.4328 - accuracy: 0.7896 
255/316 [=======================>......] - ETA: 9s - loss: 0.4323 - accuracy: 0.7900
256/316 [=======================>......] - ETA: 9s - loss: 0.4333 - accuracy: 0.7893
257/316 [=======================>......] - ETA: 9s - loss: 0.4333 - accuracy: 0.7894
258/316 [=======================>......] - ETA: 9s - loss: 0.4326 - accuracy: 0.7900
259/316 [=======================>......] - ETA: 9s - loss: 0.4326 - accuracy: 0.7898
260/316 [=======================>......] - ETA: 8s - loss: 0.4322 - accuracy: 0.7901
261/316 [=======================>......] - ETA: 8s - loss: 0.4316 - accuracy: 0.7902
262/316 [=======================>......] - ETA: 8s - loss: 0.4313 - accuracy: 0.7903
263/316 [=======================>......] - ETA: 8s - loss: 0.4312 - accuracy: 0.7904
264/316 [========================>.....] - ETA: 8s - loss: 0.4308 - accuracy: 0.7907
265/316 [========================>.....] - ETA: 8s - loss: 0.4307 - accuracy: 0.7913
266/316 [========================>.....] - ETA: 8s - loss: 0.4317 - accuracy: 0.7906
267/316 [========================>.....] - ETA: 7s - loss: 0.4315 - accuracy: 0.7907
268/316 [========================>.....] - ETA: 7s - loss: 0.4314 - accuracy: 0.7908
269/316 [========================>.....] - ETA: 7s - loss: 0.4309 - accuracy: 0.7911
270/316 [========================>.....] - ETA: 7s - loss: 0.4321 - accuracy: 0.7907
271/316 [========================>.....] - ETA: 7s - loss: 0.4318 - accuracy: 0.7911
272/316 [========================>.....] - ETA: 7s - loss: 0.4313 - accuracy: 0.7911
273/316 [========================>.....] - ETA: 6s - loss: 0.4314 - accuracy: 0.7912
274/316 [=========================>....] - ETA: 6s - loss: 0.4308 - accuracy: 0.7915
275/316 [=========================>....] - ETA: 6s - loss: 0.4312 - accuracy: 0.7914
276/316 [=========================>....] - ETA: 6s - loss: 0.4312 - accuracy: 0.7917
277/316 [=========================>....] - ETA: 6s - loss: 0.4317 - accuracy: 0.7915
278/316 [=========================>....] - ETA: 6s - loss: 0.4311 - accuracy: 0.7918
279/316 [=========================>....] - ETA: 5s - loss: 0.4313 - accuracy: 0.7914
280/316 [=========================>....] - ETA: 5s - loss: 0.4325 - accuracy: 0.7913
281/316 [=========================>....] - ETA: 5s - loss: 0.4330 - accuracy: 0.7905
282/316 [=========================>....] - ETA: 5s - loss: 0.4334 - accuracy: 0.7901
283/316 [=========================>....] - ETA: 5s - loss: 0.4340 - accuracy: 0.7900
284/316 [=========================>....] - ETA: 5s - loss: 0.4336 - accuracy: 0.7901
285/316 [==========================>...] - ETA: 4s - loss: 0.4339 - accuracy: 0.7899
286/316 [==========================>...] - ETA: 4s - loss: 0.4340 - accuracy: 0.7900
287/316 [==========================>...] - ETA: 4s - loss: 0.4341 - accuracy: 0.7903
288/316 [==========================>...] - ETA: 4s - loss: 0.4338 - accuracy: 0.7906
289/316 [==========================>...] - ETA: 4s - loss: 0.4336 - accuracy: 0.7907
290/316 [==========================>...] - ETA: 4s - loss: 0.4334 - accuracy: 0.7909
291/316 [==========================>...] - ETA: 3s - loss: 0.4332 - accuracy: 0.7910
292/316 [==========================>...] - ETA: 3s - loss: 0.4329 - accuracy: 0.7915
293/316 [==========================>...] - ETA: 3s - loss: 0.4322 - accuracy: 0.7920
294/316 [==========================>...] - ETA: 3s - loss: 0.4323 - accuracy: 0.7921
295/316 [===========================>..] - ETA: 3s - loss: 0.4320 - accuracy: 0.7922
296/316 [===========================>..] - ETA: 3s - loss: 0.4315 - accuracy: 0.7922
297/316 [===========================>..] - ETA: 3s - loss: 0.4322 - accuracy: 0.7912
298/316 [===========================>..] - ETA: 2s - loss: 0.4318 - accuracy: 0.7915
299/316 [===========================>..] - ETA: 2s - loss: 0.4315 - accuracy: 0.7918
300/316 [===========================>..] - ETA: 2s - loss: 0.4316 - accuracy: 0.7915
301/316 [===========================>..] - ETA: 2s - loss: 0.4313 - accuracy: 0.7917
302/316 [===========================>..] - ETA: 2s - loss: 0.4315 - accuracy: 0.7914
303/316 [===========================>..] - ETA: 2s - loss: 0.4315 - accuracy: 0.7913
304/316 [===========================>..] - ETA: 1s - loss: 0.4311 - accuracy: 0.7917
305/316 [===========================>..] - ETA: 1s - loss: 0.4308 - accuracy: 0.7920
306/316 [============================>.] - ETA: 1s - loss: 0.4307 - accuracy: 0.7921
307/316 [============================>.] - ETA: 1s - loss: 0.4306 - accuracy: 0.7921
308/316 [============================>.] - ETA: 1s - loss: 0.4303 - accuracy: 0.7922
309/316 [============================>.] - ETA: 1s - loss: 0.4300 - accuracy: 0.7925
310/316 [============================>.] - ETA: 0s - loss: 0.4296 - accuracy: 0.7929
311/316 [============================>.] - ETA: 0s - loss: 0.4305 - accuracy: 0.7918
312/316 [============================>.] - ETA: 0s - loss: 0.4303 - accuracy: 0.7923
313/316 [============================>.] - ETA: 0s - loss: 0.4306 - accuracy: 0.7917
314/316 [============================>.] - ETA: 0s - loss: 0.4308 - accuracy: 0.7914
315/316 [============================>.] - ETA: 0s - loss: 0.4308 - accuracy: 0.7917
316/316 [==============================] - 50s 160ms/step - loss: 0.4305 - accuracy: 0.7919

316/316 [==============================] - 53s 167ms/step - loss: 0.4305 - accuracy: 0.7919 - val_loss: 0.3292 - val_accuracy: 0.8217
Epoch 15/100

  1/316 [..............................] - ETA: 31s - loss: 0.3357 - accuracy: 0.8750
  2/316 [..............................] - ETA: 30s - loss: 0.4434 - accuracy: 0.8438
  3/316 [..............................] - ETA: 29s - loss: 0.4006 - accuracy: 0.8542
  4/316 [..............................] - ETA: 29s - loss: 0.3805 - accuracy: 0.8438
  5/316 [..............................] - ETA: 29s - loss: 0.4048 - accuracy: 0.8000
  6/316 [..............................] - ETA: 29s - loss: 0.4155 - accuracy: 0.7917
  7/316 [..............................] - ETA: 29s - loss: 0.3972 - accuracy: 0.8036
  8/316 [..............................] - ETA: 29s - loss: 0.4131 - accuracy: 0.7812
  9/316 [..............................] - ETA: 29s - loss: 0.3829 - accuracy: 0.7986
 10/316 [..............................] - ETA: 29s - loss: 0.3916 - accuracy: 0.8000
 11/316 [>.............................] - ETA: 29s - loss: 0.3758 - accuracy: 0.8125
 12/316 [>.............................] - ETA: 29s - loss: 0.3989 - accuracy: 0.8073
 13/316 [>.............................] - ETA: 29s - loss: 0.4060 - accuracy: 0.7981
 14/316 [>.............................] - ETA: 29s - loss: 0.4137 - accuracy: 0.7902
 15/316 [>.............................] - ETA: 29s - loss: 0.4272 - accuracy: 0.7917
 16/316 [>.............................] - ETA: 29s - loss: 0.4191 - accuracy: 0.7969
 17/316 [>.............................] - ETA: 29s - loss: 0.4161 - accuracy: 0.7978
 18/316 [>.............................] - ETA: 29s - loss: 0.4039 - accuracy: 0.8090
 19/316 [>.............................] - ETA: 29s - loss: 0.4152 - accuracy: 0.8026
 20/316 [>.............................] - ETA: 29s - loss: 0.4172 - accuracy: 0.8031
 21/316 [>.............................] - ETA: 29s - loss: 0.4196 - accuracy: 0.8065
 22/316 [=>............................] - ETA: 29s - loss: 0.4211 - accuracy: 0.8040
 23/316 [=>............................] - ETA: 28s - loss: 0.4238 - accuracy: 0.7989
 24/316 [=>............................] - ETA: 28s - loss: 0.4251 - accuracy: 0.7995
 25/316 [=>............................] - ETA: 28s - loss: 0.4311 - accuracy: 0.7975
 26/316 [=>............................] - ETA: 28s - loss: 0.4318 - accuracy: 0.7957
 27/316 [=>............................] - ETA: 28s - loss: 0.4391 - accuracy: 0.7894
 28/316 [=>............................] - ETA: 28s - loss: 0.4392 - accuracy: 0.7924
 29/316 [=>............................] - ETA: 28s - loss: 0.4397 - accuracy: 0.7909
 30/316 [=>............................] - ETA: 28s - loss: 0.4335 - accuracy: 0.7937
 31/316 [=>............................] - ETA: 28s - loss: 0.4428 - accuracy: 0.7903
 32/316 [==>...........................] - ETA: 28s - loss: 0.4403 - accuracy: 0.7891
 33/316 [==>...........................] - ETA: 28s - loss: 0.4351 - accuracy: 0.7917
 34/316 [==>...........................] - ETA: 28s - loss: 0.4347 - accuracy: 0.7941
 35/316 [==>...........................] - ETA: 27s - loss: 0.4329 - accuracy: 0.7946
 36/316 [==>...........................] - ETA: 27s - loss: 0.4310 - accuracy: 0.7934
 37/316 [==>...........................] - ETA: 27s - loss: 0.4303 - accuracy: 0.7939
 38/316 [==>...........................] - ETA: 27s - loss: 0.4291 - accuracy: 0.7977
 39/316 [==>...........................] - ETA: 27s - loss: 0.4319 - accuracy: 0.7965
 40/316 [==>...........................] - ETA: 27s - loss: 0.4360 - accuracy: 0.7906
 41/316 [==>...........................] - ETA: 27s - loss: 0.4368 - accuracy: 0.7896
 42/316 [==>...........................] - ETA: 27s - loss: 0.4386 - accuracy: 0.7887
 43/316 [===>..........................] - ETA: 27s - loss: 0.4397 - accuracy: 0.7878
 44/316 [===>..........................] - ETA: 27s - loss: 0.4370 - accuracy: 0.7898
 45/316 [===>..........................] - ETA: 26s - loss: 0.4350 - accuracy: 0.7917
 46/316 [===>..........................] - ETA: 26s - loss: 0.4304 - accuracy: 0.7962
 47/316 [===>..........................] - ETA: 26s - loss: 0.4332 - accuracy: 0.7926
 48/316 [===>..........................] - ETA: 26s - loss: 0.4298 - accuracy: 0.7956
 49/316 [===>..........................] - ETA: 26s - loss: 0.4269 - accuracy: 0.7972
 50/316 [===>..........................] - ETA: 26s - loss: 0.4266 - accuracy: 0.7975
 51/316 [===>..........................] - ETA: 26s - loss: 0.4276 - accuracy: 0.7978
 52/316 [===>..........................] - ETA: 26s - loss: 0.4300 - accuracy: 0.7957
 53/316 [====>.........................] - ETA: 26s - loss: 0.4321 - accuracy: 0.7948
 54/316 [====>.........................] - ETA: 26s - loss: 0.4294 - accuracy: 0.7986
 55/316 [====>.........................] - ETA: 25s - loss: 0.4272 - accuracy: 0.8011
 56/316 [====>.........................] - ETA: 25s - loss: 0.4276 - accuracy: 0.7991
 57/316 [====>.........................] - ETA: 25s - loss: 0.4250 - accuracy: 0.7993
 58/316 [====>.........................] - ETA: 25s - loss: 0.4245 - accuracy: 0.8006
 59/316 [====>.........................] - ETA: 25s - loss: 0.4248 - accuracy: 0.8008
 60/316 [====>.........................] - ETA: 25s - loss: 0.4290 - accuracy: 0.7990
 61/316 [====>.........................] - ETA: 25s - loss: 0.4309 - accuracy: 0.7982
 62/316 [====>.........................] - ETA: 25s - loss: 0.4308 - accuracy: 0.7984
 63/316 [====>.........................] - ETA: 25s - loss: 0.4307 - accuracy: 0.7976
 64/316 [=====>........................] - ETA: 25s - loss: 0.4292 - accuracy: 0.7998
 65/316 [=====>........................] - ETA: 25s - loss: 0.4272 - accuracy: 0.8000
 66/316 [=====>........................] - ETA: 24s - loss: 0.4264 - accuracy: 0.8011
 67/316 [=====>........................] - ETA: 24s - loss: 0.4239 - accuracy: 0.8032
 68/316 [=====>........................] - ETA: 24s - loss: 0.4241 - accuracy: 0.8015
 69/316 [=====>........................] - ETA: 24s - loss: 0.4231 - accuracy: 0.8016
 70/316 [=====>........................] - ETA: 24s - loss: 0.4238 - accuracy: 0.8000
 71/316 [=====>........................] - ETA: 24s - loss: 0.4258 - accuracy: 0.7984
 72/316 [=====>........................] - ETA: 24s - loss: 0.4264 - accuracy: 0.7986
 73/316 [=====>........................] - ETA: 24s - loss: 0.4266 - accuracy: 0.7979
 74/316 [======>.......................] - ETA: 24s - loss: 0.4257 - accuracy: 0.7981
 75/316 [======>.......................] - ETA: 24s - loss: 0.4248 - accuracy: 0.8000
 76/316 [======>.......................] - ETA: 23s - loss: 0.4273 - accuracy: 0.7977
 77/316 [======>.......................] - ETA: 23s - loss: 0.4329 - accuracy: 0.7979
 78/316 [======>.......................] - ETA: 23s - loss: 0.4306 - accuracy: 0.7989
 79/316 [======>.......................] - ETA: 23s - loss: 0.4296 - accuracy: 0.8006
 80/316 [======>.......................] - ETA: 23s - loss: 0.4283 - accuracy: 0.8016
 81/316 [======>.......................] - ETA: 23s - loss: 0.4300 - accuracy: 0.7994
 82/316 [======>.......................] - ETA: 23s - loss: 0.4326 - accuracy: 0.7988
 83/316 [======>.......................] - ETA: 23s - loss: 0.4336 - accuracy: 0.7989
 84/316 [======>.......................] - ETA: 23s - loss: 0.4342 - accuracy: 0.7976
 85/316 [=======>......................] - ETA: 23s - loss: 0.4332 - accuracy: 0.7985
 86/316 [=======>......................] - ETA: 23s - loss: 0.4336 - accuracy: 0.7965
 87/316 [=======>......................] - ETA: 22s - loss: 0.4338 - accuracy: 0.7967
 88/316 [=======>......................] - ETA: 22s - loss: 0.4324 - accuracy: 0.7983
 89/316 [=======>......................] - ETA: 22s - loss: 0.4326 - accuracy: 0.7978
 90/316 [=======>......................] - ETA: 22s - loss: 0.4352 - accuracy: 0.7972
 91/316 [=======>......................] - ETA: 22s - loss: 0.4342 - accuracy: 0.7974
 92/316 [=======>......................] - ETA: 22s - loss: 0.4364 - accuracy: 0.7955
 93/316 [=======>......................] - ETA: 22s - loss: 0.4361 - accuracy: 0.7950
 94/316 [=======>......................] - ETA: 22s - loss: 0.4362 - accuracy: 0.7945
 95/316 [========>.....................] - ETA: 22s - loss: 0.4372 - accuracy: 0.7941
 96/316 [========>.....................] - ETA: 22s - loss: 0.4370 - accuracy: 0.7936
 97/316 [========>.....................] - ETA: 21s - loss: 0.4375 - accuracy: 0.7932
 98/316 [========>.....................] - ETA: 21s - loss: 0.4370 - accuracy: 0.7934
 99/316 [========>.....................] - ETA: 21s - loss: 0.4371 - accuracy: 0.7936
100/316 [========>.....................] - ETA: 21s - loss: 0.4367 - accuracy: 0.7944
101/316 [========>.....................] - ETA: 21s - loss: 0.4373 - accuracy: 0.7939
102/316 [========>.....................] - ETA: 21s - loss: 0.4375 - accuracy: 0.7935
103/316 [========>.....................] - ETA: 21s - loss: 0.4358 - accuracy: 0.7943
104/316 [========>.....................] - ETA: 21s - loss: 0.4350 - accuracy: 0.7957
105/316 [========>.....................] - ETA: 21s - loss: 0.4357 - accuracy: 0.7952
106/316 [=========>....................] - ETA: 21s - loss: 0.4377 - accuracy: 0.7942
107/316 [=========>....................] - ETA: 21s - loss: 0.4361 - accuracy: 0.7950
108/316 [=========>....................] - ETA: 20s - loss: 0.4355 - accuracy: 0.7957
109/316 [=========>....................] - ETA: 20s - loss: 0.4347 - accuracy: 0.7953
110/316 [=========>....................] - ETA: 20s - loss: 0.4326 - accuracy: 0.7972
111/316 [=========>....................] - ETA: 20s - loss: 0.4316 - accuracy: 0.7984
112/316 [=========>....................] - ETA: 20s - loss: 0.4303 - accuracy: 0.7991
113/316 [=========>....................] - ETA: 20s - loss: 0.4295 - accuracy: 0.7987
114/316 [=========>....................] - ETA: 20s - loss: 0.4285 - accuracy: 0.7988
115/316 [=========>....................] - ETA: 20s - loss: 0.4290 - accuracy: 0.7989
116/316 [==========>...................] - ETA: 20s - loss: 0.4289 - accuracy: 0.7990
117/316 [==========>...................] - ETA: 20s - loss: 0.4290 - accuracy: 0.7997
118/316 [==========>...................] - ETA: 19s - loss: 0.4283 - accuracy: 0.8003
119/316 [==========>...................] - ETA: 19s - loss: 0.4283 - accuracy: 0.7999
120/316 [==========>...................] - ETA: 19s - loss: 0.4280 - accuracy: 0.7995
121/316 [==========>...................] - ETA: 19s - loss: 0.4274 - accuracy: 0.8001
122/316 [==========>...................] - ETA: 19s - loss: 0.4247 - accuracy: 0.8012
123/316 [==========>...................] - ETA: 19s - loss: 0.4239 - accuracy: 0.8018
124/316 [==========>...................] - ETA: 19s - loss: 0.4252 - accuracy: 0.7999
125/316 [==========>...................] - ETA: 19s - loss: 0.4257 - accuracy: 0.8005
126/316 [==========>...................] - ETA: 19s - loss: 0.4244 - accuracy: 0.8011
127/316 [===========>..................] - ETA: 19s - loss: 0.4239 - accuracy: 0.8007
128/316 [===========>..................] - ETA: 18s - loss: 0.4230 - accuracy: 0.8018
129/316 [===========>..................] - ETA: 18s - loss: 0.4238 - accuracy: 0.8004
130/316 [===========>..................] - ETA: 18s - loss: 0.4261 - accuracy: 0.7995
131/316 [===========>..................] - ETA: 18s - loss: 0.4267 - accuracy: 0.7996
132/316 [===========>..................] - ETA: 18s - loss: 0.4273 - accuracy: 0.7988
133/316 [===========>..................] - ETA: 18s - loss: 0.4275 - accuracy: 0.7989
134/316 [===========>..................] - ETA: 18s - loss: 0.4285 - accuracy: 0.7985
135/316 [===========>..................] - ETA: 18s - loss: 0.4301 - accuracy: 0.7977
136/316 [===========>..................] - ETA: 18s - loss: 0.4302 - accuracy: 0.7973
137/316 [============>.................] - ETA: 18s - loss: 0.4297 - accuracy: 0.7984
138/316 [============>.................] - ETA: 17s - loss: 0.4292 - accuracy: 0.7989
139/316 [============>.................] - ETA: 17s - loss: 0.4280 - accuracy: 0.8004
140/316 [============>.................] - ETA: 17s - loss: 0.4272 - accuracy: 0.8004
141/316 [============>.................] - ETA: 17s - loss: 0.4271 - accuracy: 0.7996
142/316 [============>.................] - ETA: 17s - loss: 0.4263 - accuracy: 0.8006
143/316 [============>.................] - ETA: 17s - loss: 0.4257 - accuracy: 0.8007
144/316 [============>.................] - ETA: 17s - loss: 0.4267 - accuracy: 0.8003
145/316 [============>.................] - ETA: 17s - loss: 0.4263 - accuracy: 0.8004
146/316 [============>.................] - ETA: 17s - loss: 0.4268 - accuracy: 0.8005
147/316 [============>.................] - ETA: 17s - loss: 0.4271 - accuracy: 0.8002
148/316 [=============>................] - ETA: 16s - loss: 0.4271 - accuracy: 0.8003
149/316 [=============>................] - ETA: 16s - loss: 0.4288 - accuracy: 0.7995
150/316 [=============>................] - ETA: 16s - loss: 0.4284 - accuracy: 0.7992
151/316 [=============>................] - ETA: 16s - loss: 0.4281 - accuracy: 0.7993
152/316 [=============>................] - ETA: 16s - loss: 0.4276 - accuracy: 0.7998
153/316 [=============>................] - ETA: 16s - loss: 0.4270 - accuracy: 0.8002
154/316 [=============>................] - ETA: 16s - loss: 0.4263 - accuracy: 0.8011
155/316 [=============>................] - ETA: 16s - loss: 0.4256 - accuracy: 0.8016
156/316 [=============>................] - ETA: 16s - loss: 0.4259 - accuracy: 0.8013
157/316 [=============>................] - ETA: 16s - loss: 0.4276 - accuracy: 0.8002
158/316 [==============>...............] - ETA: 16s - loss: 0.4272 - accuracy: 0.8002
159/316 [==============>...............] - ETA: 16s - loss: 0.4275 - accuracy: 0.7999
160/316 [==============>...............] - ETA: 16s - loss: 0.4276 - accuracy: 0.7992
161/316 [==============>...............] - ETA: 16s - loss: 0.4273 - accuracy: 0.7997
162/316 [==============>...............] - ETA: 16s - loss: 0.4278 - accuracy: 0.8002
163/316 [==============>...............] - ETA: 16s - loss: 0.4276 - accuracy: 0.7998
164/316 [==============>...............] - ETA: 16s - loss: 0.4279 - accuracy: 0.7995
165/316 [==============>...............] - ETA: 16s - loss: 0.4266 - accuracy: 0.8000
166/316 [==============>...............] - ETA: 16s - loss: 0.4276 - accuracy: 0.7993
167/316 [==============>...............] - ETA: 16s - loss: 0.4268 - accuracy: 0.7994
168/316 [==============>...............] - ETA: 16s - loss: 0.4263 - accuracy: 0.7999
169/316 [===============>..............] - ETA: 16s - loss: 0.4259 - accuracy: 0.8003
170/316 [===============>..............] - ETA: 15s - loss: 0.4278 - accuracy: 0.7993
171/316 [===============>..............] - ETA: 15s - loss: 0.4269 - accuracy: 0.7993
172/316 [===============>..............] - ETA: 15s - loss: 0.4267 - accuracy: 0.7994
173/316 [===============>..............] - ETA: 15s - loss: 0.4269 - accuracy: 0.7988
174/316 [===============>..............] - ETA: 15s - loss: 0.4276 - accuracy: 0.7985
175/316 [===============>..............] - ETA: 15s - loss: 0.4282 - accuracy: 0.7982
176/316 [===============>..............] - ETA: 15s - loss: 0.4282 - accuracy: 0.7979
177/316 [===============>..............] - ETA: 15s - loss: 0.4273 - accuracy: 0.7984
178/316 [===============>..............] - ETA: 15s - loss: 0.4269 - accuracy: 0.7988
179/316 [===============>..............] - ETA: 15s - loss: 0.4259 - accuracy: 0.7992
180/316 [================>.............] - ETA: 15s - loss: 0.4246 - accuracy: 0.8003
181/316 [================>.............] - ETA: 15s - loss: 0.4244 - accuracy: 0.7997
182/316 [================>.............] - ETA: 15s - loss: 0.4248 - accuracy: 0.7998
183/316 [================>.............] - ETA: 15s - loss: 0.4243 - accuracy: 0.8002
184/316 [================>.............] - ETA: 15s - loss: 0.4257 - accuracy: 0.7996
185/316 [================>.............] - ETA: 15s - loss: 0.4256 - accuracy: 0.7990
186/316 [================>.............] - ETA: 15s - loss: 0.4251 - accuracy: 0.7991
187/316 [================>.............] - ETA: 14s - loss: 0.4250 - accuracy: 0.7995
188/316 [================>.............] - ETA: 14s - loss: 0.4245 - accuracy: 0.8002
189/316 [================>.............] - ETA: 14s - loss: 0.4247 - accuracy: 0.7999
190/316 [=================>............] - ETA: 14s - loss: 0.4243 - accuracy: 0.8000
191/316 [=================>............] - ETA: 14s - loss: 0.4246 - accuracy: 0.8001
192/316 [=================>............] - ETA: 14s - loss: 0.4243 - accuracy: 0.8008
193/316 [=================>............] - ETA: 14s - loss: 0.4243 - accuracy: 0.8012
194/316 [=================>............] - ETA: 14s - loss: 0.4240 - accuracy: 0.8012
195/316 [=================>............] - ETA: 14s - loss: 0.4242 - accuracy: 0.8013
196/316 [=================>............] - ETA: 14s - loss: 0.4239 - accuracy: 0.8013
197/316 [=================>............] - ETA: 14s - loss: 0.4229 - accuracy: 0.8020
198/316 [=================>............] - ETA: 14s - loss: 0.4236 - accuracy: 0.8015
199/316 [=================>............] - ETA: 14s - loss: 0.4231 - accuracy: 0.8015
200/316 [=================>............] - ETA: 13s - loss: 0.4234 - accuracy: 0.8012
201/316 [==================>...........] - ETA: 13s - loss: 0.4241 - accuracy: 0.8007
202/316 [==================>...........] - ETA: 13s - loss: 0.4239 - accuracy: 0.8007
203/316 [==================>...........] - ETA: 13s - loss: 0.4234 - accuracy: 0.8008
204/316 [==================>...........] - ETA: 13s - loss: 0.4235 - accuracy: 0.8009
205/316 [==================>...........] - ETA: 13s - loss: 0.4226 - accuracy: 0.8015
206/316 [==================>...........] - ETA: 13s - loss: 0.4229 - accuracy: 0.8010
207/316 [==================>...........] - ETA: 13s - loss: 0.4231 - accuracy: 0.8007
208/316 [==================>...........] - ETA: 13s - loss: 0.4226 - accuracy: 0.8011
209/316 [==================>...........] - ETA: 13s - loss: 0.4222 - accuracy: 0.8014
210/316 [==================>...........] - ETA: 13s - loss: 0.4222 - accuracy: 0.8012
211/316 [===================>..........] - ETA: 12s - loss: 0.4242 - accuracy: 0.8001
212/316 [===================>..........] - ETA: 12s - loss: 0.4236 - accuracy: 0.8001
213/316 [===================>..........] - ETA: 12s - loss: 0.4241 - accuracy: 0.7993
214/316 [===================>..........] - ETA: 12s - loss: 0.4242 - accuracy: 0.7988
215/316 [===================>..........] - ETA: 12s - loss: 0.4237 - accuracy: 0.7991
216/316 [===================>..........] - ETA: 12s - loss: 0.4238 - accuracy: 0.7992
217/316 [===================>..........] - ETA: 12s - loss: 0.4230 - accuracy: 0.7995
218/316 [===================>..........] - ETA: 12s - loss: 0.4225 - accuracy: 0.7996
219/316 [===================>..........] - ETA: 12s - loss: 0.4223 - accuracy: 0.7999
220/316 [===================>..........] - ETA: 12s - loss: 0.4234 - accuracy: 0.7997
221/316 [===================>..........] - ETA: 12s - loss: 0.4238 - accuracy: 0.7989
222/316 [====================>.........] - ETA: 11s - loss: 0.4240 - accuracy: 0.7987
223/316 [====================>.........] - ETA: 11s - loss: 0.4241 - accuracy: 0.7985
224/316 [====================>.........] - ETA: 11s - loss: 0.4239 - accuracy: 0.7985
225/316 [====================>.........] - ETA: 11s - loss: 0.4238 - accuracy: 0.7983
226/316 [====================>.........] - ETA: 11s - loss: 0.4239 - accuracy: 0.7981
227/316 [====================>.........] - ETA: 11s - loss: 0.4247 - accuracy: 0.7974
228/316 [====================>.........] - ETA: 11s - loss: 0.4241 - accuracy: 0.7980
229/316 [====================>.........] - ETA: 11s - loss: 0.4241 - accuracy: 0.7980
230/316 [====================>.........] - ETA: 11s - loss: 0.4242 - accuracy: 0.7978
231/316 [====================>.........] - ETA: 10s - loss: 0.4244 - accuracy: 0.7979
232/316 [=====================>........] - ETA: 10s - loss: 0.4242 - accuracy: 0.7977
233/316 [=====================>........] - ETA: 10s - loss: 0.4239 - accuracy: 0.7977
234/316 [=====================>........] - ETA: 10s - loss: 0.4235 - accuracy: 0.7983
235/316 [=====================>........] - ETA: 10s - loss: 0.4232 - accuracy: 0.7987
236/316 [=====================>........] - ETA: 10s - loss: 0.4243 - accuracy: 0.7979
237/316 [=====================>........] - ETA: 10s - loss: 0.4247 - accuracy: 0.7980
238/316 [=====================>........] - ETA: 10s - loss: 0.4248 - accuracy: 0.7978
239/316 [=====================>........] - ETA: 10s - loss: 0.4259 - accuracy: 0.7973
240/316 [=====================>........] - ETA: 9s - loss: 0.4247 - accuracy: 0.7982 
241/316 [=====================>........] - ETA: 9s - loss: 0.4251 - accuracy: 0.7982
242/316 [=====================>........] - ETA: 9s - loss: 0.4242 - accuracy: 0.7991
243/316 [======================>.......] - ETA: 9s - loss: 0.4243 - accuracy: 0.7989
244/316 [======================>.......] - ETA: 9s - loss: 0.4244 - accuracy: 0.7987
245/316 [======================>.......] - ETA: 9s - loss: 0.4245 - accuracy: 0.7985
246/316 [======================>.......] - ETA: 9s - loss: 0.4252 - accuracy: 0.7983
247/316 [======================>.......] - ETA: 9s - loss: 0.4250 - accuracy: 0.7983
248/316 [======================>.......] - ETA: 9s - loss: 0.4247 - accuracy: 0.7986
249/316 [======================>.......] - ETA: 8s - loss: 0.4245 - accuracy: 0.7989
250/316 [======================>.......] - ETA: 8s - loss: 0.4249 - accuracy: 0.7983
251/316 [======================>.......] - ETA: 8s - loss: 0.4253 - accuracy: 0.7981
252/316 [======================>.......] - ETA: 8s - loss: 0.4260 - accuracy: 0.7976
253/316 [=======================>......] - ETA: 8s - loss: 0.4252 - accuracy: 0.7979
254/316 [=======================>......] - ETA: 8s - loss: 0.4249 - accuracy: 0.7982
255/316 [=======================>......] - ETA: 8s - loss: 0.4262 - accuracy: 0.7978
256/316 [=======================>......] - ETA: 8s - loss: 0.4263 - accuracy: 0.7976
257/316 [=======================>......] - ETA: 7s - loss: 0.4265 - accuracy: 0.7972
258/316 [=======================>......] - ETA: 7s - loss: 0.4269 - accuracy: 0.7968
259/316 [=======================>......] - ETA: 7s - loss: 0.4276 - accuracy: 0.7966
260/316 [=======================>......] - ETA: 7s - loss: 0.4270 - accuracy: 0.7971
261/316 [=======================>......] - ETA: 7s - loss: 0.4273 - accuracy: 0.7969
262/316 [=======================>......] - ETA: 7s - loss: 0.4276 - accuracy: 0.7968
263/316 [=======================>......] - ETA: 7s - loss: 0.4276 - accuracy: 0.7968
264/316 [========================>.....] - ETA: 7s - loss: 0.4276 - accuracy: 0.7969
265/316 [========================>.....] - ETA: 6s - loss: 0.4275 - accuracy: 0.7969
266/316 [========================>.....] - ETA: 6s - loss: 0.4280 - accuracy: 0.7965
267/316 [========================>.....] - ETA: 6s - loss: 0.4276 - accuracy: 0.7971
268/316 [========================>.....] - ETA: 6s - loss: 0.4275 - accuracy: 0.7971
269/316 [========================>.....] - ETA: 6s - loss: 0.4274 - accuracy: 0.7969
270/316 [========================>.....] - ETA: 6s - loss: 0.4274 - accuracy: 0.7970
271/316 [========================>.....] - ETA: 6s - loss: 0.4275 - accuracy: 0.7970
272/316 [========================>.....] - ETA: 6s - loss: 0.4274 - accuracy: 0.7971
273/316 [========================>.....] - ETA: 5s - loss: 0.4274 - accuracy: 0.7972
274/316 [=========================>....] - ETA: 5s - loss: 0.4276 - accuracy: 0.7965
275/316 [=========================>....] - ETA: 5s - loss: 0.4276 - accuracy: 0.7964
276/316 [=========================>....] - ETA: 5s - loss: 0.4279 - accuracy: 0.7964
277/316 [=========================>....] - ETA: 5s - loss: 0.4278 - accuracy: 0.7967
278/316 [=========================>....] - ETA: 5s - loss: 0.4280 - accuracy: 0.7968
279/316 [=========================>....] - ETA: 5s - loss: 0.4278 - accuracy: 0.7966
280/316 [=========================>....] - ETA: 4s - loss: 0.4273 - accuracy: 0.7971
281/316 [=========================>....] - ETA: 4s - loss: 0.4270 - accuracy: 0.7974
282/316 [=========================>....] - ETA: 4s - loss: 0.4275 - accuracy: 0.7968
283/316 [=========================>....] - ETA: 4s - loss: 0.4272 - accuracy: 0.7968
284/316 [=========================>....] - ETA: 4s - loss: 0.4277 - accuracy: 0.7967
285/316 [==========================>...] - ETA: 4s - loss: 0.4275 - accuracy: 0.7969
286/316 [==========================>...] - ETA: 4s - loss: 0.4269 - accuracy: 0.7972
287/316 [==========================>...] - ETA: 4s - loss: 0.4267 - accuracy: 0.7973
288/316 [==========================>...] - ETA: 3s - loss: 0.4267 - accuracy: 0.7973
289/316 [==========================>...] - ETA: 3s - loss: 0.4267 - accuracy: 0.7974
290/316 [==========================>...] - ETA: 3s - loss: 0.4270 - accuracy: 0.7974
291/316 [==========================>...] - ETA: 3s - loss: 0.4267 - accuracy: 0.7975
292/316 [==========================>...] - ETA: 3s - loss: 0.4272 - accuracy: 0.7973
293/316 [==========================>...] - ETA: 3s - loss: 0.4270 - accuracy: 0.7976
294/316 [==========================>...] - ETA: 3s - loss: 0.4269 - accuracy: 0.7976
295/316 [===========================>..] - ETA: 2s - loss: 0.4265 - accuracy: 0.7979
296/316 [===========================>..] - ETA: 2s - loss: 0.4260 - accuracy: 0.7979
297/316 [===========================>..] - ETA: 2s - loss: 0.4259 - accuracy: 0.7982
298/316 [===========================>..] - ETA: 2s - loss: 0.4267 - accuracy: 0.7980
299/316 [===========================>..] - ETA: 2s - loss: 0.4260 - accuracy: 0.7987
300/316 [===========================>..] - ETA: 2s - loss: 0.4254 - accuracy: 0.7987
301/316 [===========================>..] - ETA: 2s - loss: 0.4253 - accuracy: 0.7988
302/316 [===========================>..] - ETA: 1s - loss: 0.4248 - accuracy: 0.7990
303/316 [===========================>..] - ETA: 1s - loss: 0.4248 - accuracy: 0.7989
304/316 [===========================>..] - ETA: 1s - loss: 0.4253 - accuracy: 0.7989
305/316 [===========================>..] - ETA: 1s - loss: 0.4248 - accuracy: 0.7992
306/316 [============================>.] - ETA: 1s - loss: 0.4247 - accuracy: 0.7990
307/316 [============================>.] - ETA: 1s - loss: 0.4250 - accuracy: 0.7987
308/316 [============================>.] - ETA: 1s - loss: 0.4258 - accuracy: 0.7985
309/316 [============================>.] - ETA: 0s - loss: 0.4258 - accuracy: 0.7981
310/316 [============================>.] - ETA: 0s - loss: 0.4260 - accuracy: 0.7976
311/316 [============================>.] - ETA: 0s - loss: 0.4267 - accuracy: 0.7976
312/316 [============================>.] - ETA: 0s - loss: 0.4274 - accuracy: 0.7973
313/316 [============================>.] - ETA: 0s - loss: 0.4273 - accuracy: 0.7971
314/316 [============================>.] - ETA: 0s - loss: 0.4269 - accuracy: 0.7974
315/316 [============================>.] - ETA: 0s - loss: 0.4264 - accuracy: 0.7976
316/316 [==============================] - 45s 143ms/step - loss: 0.4265 - accuracy: 0.7977

316/316 [==============================] - 48s 151ms/step - loss: 0.4265 - accuracy: 0.7977 - val_loss: 0.2649 - val_accuracy: 0.8669
Epoch 16/100

  1/316 [..............................] - ETA: 23s - loss: 0.3607 - accuracy: 0.8125
  2/316 [..............................] - ETA: 24s - loss: 0.3847 - accuracy: 0.8438
  3/316 [..............................] - ETA: 23s - loss: 0.3646 - accuracy: 0.8750
  4/316 [..............................] - ETA: 24s - loss: 0.3652 - accuracy: 0.8750
  5/316 [..............................] - ETA: 24s - loss: 0.4025 - accuracy: 0.8375
  6/316 [..............................] - ETA: 24s - loss: 0.3941 - accuracy: 0.8229
  7/316 [..............................] - ETA: 24s - loss: 0.3887 - accuracy: 0.8304
  8/316 [..............................] - ETA: 24s - loss: 0.3968 - accuracy: 0.8281
  9/316 [..............................] - ETA: 24s - loss: 0.4342 - accuracy: 0.8264
 10/316 [..............................] - ETA: 24s - loss: 0.4467 - accuracy: 0.8188
 11/316 [>.............................] - ETA: 24s - loss: 0.4490 - accuracy: 0.8239
 12/316 [>.............................] - ETA: 25s - loss: 0.4589 - accuracy: 0.8125
 13/316 [>.............................] - ETA: 25s - loss: 0.4602 - accuracy: 0.8125
 14/316 [>.............................] - ETA: 25s - loss: 0.4528 - accuracy: 0.8080
 15/316 [>.............................] - ETA: 25s - loss: 0.4615 - accuracy: 0.8000
 16/316 [>.............................] - ETA: 25s - loss: 0.4633 - accuracy: 0.8008
 17/316 [>.............................] - ETA: 25s - loss: 0.4658 - accuracy: 0.7978
 18/316 [>.............................] - ETA: 26s - loss: 0.4636 - accuracy: 0.8021
 19/316 [>.............................] - ETA: 27s - loss: 0.4600 - accuracy: 0.8026
 20/316 [>.............................] - ETA: 28s - loss: 0.4653 - accuracy: 0.8000
 21/316 [>.............................] - ETA: 29s - loss: 0.4604 - accuracy: 0.8036
 22/316 [=>............................] - ETA: 30s - loss: 0.4541 - accuracy: 0.8068
 23/316 [=>............................] - ETA: 31s - loss: 0.4534 - accuracy: 0.8043
 24/316 [=>............................] - ETA: 31s - loss: 0.4539 - accuracy: 0.8021
 25/316 [=>............................] - ETA: 32s - loss: 0.4532 - accuracy: 0.8025
 26/316 [=>............................] - ETA: 32s - loss: 0.4500 - accuracy: 0.8053
 27/316 [=>............................] - ETA: 33s - loss: 0.4465 - accuracy: 0.8079
 28/316 [=>............................] - ETA: 33s - loss: 0.4459 - accuracy: 0.8058
 29/316 [=>............................] - ETA: 33s - loss: 0.4424 - accuracy: 0.8060
 30/316 [=>............................] - ETA: 34s - loss: 0.4483 - accuracy: 0.8042
 31/316 [=>............................] - ETA: 34s - loss: 0.4509 - accuracy: 0.8024
 32/316 [==>...........................] - ETA: 34s - loss: 0.4509 - accuracy: 0.8027
 33/316 [==>...........................] - ETA: 35s - loss: 0.4491 - accuracy: 0.8049
 34/316 [==>...........................] - ETA: 35s - loss: 0.4496 - accuracy: 0.8015
 35/316 [==>...........................] - ETA: 35s - loss: 0.4503 - accuracy: 0.8000
 36/316 [==>...........................] - ETA: 35s - loss: 0.4485 - accuracy: 0.8003
 37/316 [==>...........................] - ETA: 35s - loss: 0.4474 - accuracy: 0.8007
 38/316 [==>...........................] - ETA: 35s - loss: 0.4450 - accuracy: 0.8010
 39/316 [==>...........................] - ETA: 36s - loss: 0.4425 - accuracy: 0.8029
 40/316 [==>...........................] - ETA: 36s - loss: 0.4374 - accuracy: 0.8078
 41/316 [==>...........................] - ETA: 36s - loss: 0.4402 - accuracy: 0.8049
 42/316 [==>...........................] - ETA: 36s - loss: 0.4437 - accuracy: 0.8036
 43/316 [===>..........................] - ETA: 36s - loss: 0.4416 - accuracy: 0.8023
 44/316 [===>..........................] - ETA: 36s - loss: 0.4444 - accuracy: 0.7997
 45/316 [===>..........................] - ETA: 36s - loss: 0.4447 - accuracy: 0.7972
 46/316 [===>..........................] - ETA: 36s - loss: 0.4425 - accuracy: 0.7989
 47/316 [===>..........................] - ETA: 36s - loss: 0.4404 - accuracy: 0.7992
 48/316 [===>..........................] - ETA: 36s - loss: 0.4370 - accuracy: 0.8008
 49/316 [===>..........................] - ETA: 36s - loss: 0.4374 - accuracy: 0.8010
 50/316 [===>..........................] - ETA: 36s - loss: 0.4479 - accuracy: 0.7975
 51/316 [===>..........................] - ETA: 36s - loss: 0.4440 - accuracy: 0.8002
 52/316 [===>..........................] - ETA: 36s - loss: 0.4438 - accuracy: 0.7993
 53/316 [====>.........................] - ETA: 36s - loss: 0.4399 - accuracy: 0.8031
 54/316 [====>.........................] - ETA: 36s - loss: 0.4419 - accuracy: 0.8009
 55/316 [====>.........................] - ETA: 36s - loss: 0.4444 - accuracy: 0.7989
 56/316 [====>.........................] - ETA: 36s - loss: 0.4447 - accuracy: 0.7991
 57/316 [====>.........................] - ETA: 36s - loss: 0.4447 - accuracy: 0.7993
 58/316 [====>.........................] - ETA: 36s - loss: 0.4428 - accuracy: 0.8006
 59/316 [====>.........................] - ETA: 36s - loss: 0.4396 - accuracy: 0.8019
 60/316 [====>.........................] - ETA: 36s - loss: 0.4408 - accuracy: 0.8000
 61/316 [====>.........................] - ETA: 36s - loss: 0.4406 - accuracy: 0.8002
 62/316 [====>.........................] - ETA: 36s - loss: 0.4407 - accuracy: 0.7994
 63/316 [====>.........................] - ETA: 36s - loss: 0.4381 - accuracy: 0.8006
 64/316 [=====>........................] - ETA: 36s - loss: 0.4437 - accuracy: 0.7969
 65/316 [=====>........................] - ETA: 35s - loss: 0.4393 - accuracy: 0.8000
 66/316 [=====>........................] - ETA: 35s - loss: 0.4377 - accuracy: 0.8011
 67/316 [=====>........................] - ETA: 35s - loss: 0.4380 - accuracy: 0.8004
 68/316 [=====>........................] - ETA: 35s - loss: 0.4382 - accuracy: 0.8006
 69/316 [=====>........................] - ETA: 35s - loss: 0.4360 - accuracy: 0.8016
 70/316 [=====>........................] - ETA: 35s - loss: 0.4352 - accuracy: 0.8009
 71/316 [=====>........................] - ETA: 35s - loss: 0.4342 - accuracy: 0.7993
 72/316 [=====>........................] - ETA: 35s - loss: 0.4304 - accuracy: 0.8012
 73/316 [=====>........................] - ETA: 35s - loss: 0.4298 - accuracy: 0.8022
 74/316 [======>.......................] - ETA: 35s - loss: 0.4296 - accuracy: 0.8015
 75/316 [======>.......................] - ETA: 35s - loss: 0.4269 - accuracy: 0.8025
 76/316 [======>.......................] - ETA: 35s - loss: 0.4257 - accuracy: 0.8035
 77/316 [======>.......................] - ETA: 35s - loss: 0.4251 - accuracy: 0.8036
 78/316 [======>.......................] - ETA: 34s - loss: 0.4303 - accuracy: 0.8029
 79/316 [======>.......................] - ETA: 34s - loss: 0.4284 - accuracy: 0.8038
 80/316 [======>.......................] - ETA: 34s - loss: 0.4291 - accuracy: 0.8031
 81/316 [======>.......................] - ETA: 34s - loss: 0.4281 - accuracy: 0.8040
 82/316 [======>.......................] - ETA: 34s - loss: 0.4304 - accuracy: 0.8026
 83/316 [======>.......................] - ETA: 34s - loss: 0.4329 - accuracy: 0.8012
 84/316 [======>.......................] - ETA: 34s - loss: 0.4303 - accuracy: 0.8028
 85/316 [=======>......................] - ETA: 34s - loss: 0.4340 - accuracy: 0.7985
 86/316 [=======>......................] - ETA: 34s - loss: 0.4326 - accuracy: 0.8001
 87/316 [=======>......................] - ETA: 33s - loss: 0.4308 - accuracy: 0.8024
 88/316 [=======>......................] - ETA: 33s - loss: 0.4284 - accuracy: 0.8047
 89/316 [=======>......................] - ETA: 33s - loss: 0.4302 - accuracy: 0.8034
 90/316 [=======>......................] - ETA: 33s - loss: 0.4298 - accuracy: 0.8035
 91/316 [=======>......................] - ETA: 33s - loss: 0.4307 - accuracy: 0.8015
 92/316 [=======>......................] - ETA: 33s - loss: 0.4326 - accuracy: 0.8003
 93/316 [=======>......................] - ETA: 33s - loss: 0.4307 - accuracy: 0.8004
 94/316 [=======>......................] - ETA: 33s - loss: 0.4319 - accuracy: 0.7992
 95/316 [========>.....................] - ETA: 33s - loss: 0.4317 - accuracy: 0.7993
 96/316 [========>.....................] - ETA: 32s - loss: 0.4298 - accuracy: 0.8008
 97/316 [========>.....................] - ETA: 32s - loss: 0.4298 - accuracy: 0.8003
 98/316 [========>.....................] - ETA: 32s - loss: 0.4298 - accuracy: 0.7997
 99/316 [========>.....................] - ETA: 32s - loss: 0.4300 - accuracy: 0.7986
100/316 [========>.....................] - ETA: 32s - loss: 0.4286 - accuracy: 0.7987
101/316 [========>.....................] - ETA: 32s - loss: 0.4285 - accuracy: 0.7976
102/316 [========>.....................] - ETA: 32s - loss: 0.4294 - accuracy: 0.7960
103/316 [========>.....................] - ETA: 32s - loss: 0.4288 - accuracy: 0.7961
104/316 [========>.....................] - ETA: 31s - loss: 0.4275 - accuracy: 0.7969
105/316 [========>.....................] - ETA: 31s - loss: 0.4284 - accuracy: 0.7946
106/316 [=========>....................] - ETA: 31s - loss: 0.4275 - accuracy: 0.7942
107/316 [=========>....................] - ETA: 31s - loss: 0.4285 - accuracy: 0.7932
108/316 [=========>....................] - ETA: 31s - loss: 0.4263 - accuracy: 0.7951
109/316 [=========>....................] - ETA: 31s - loss: 0.4260 - accuracy: 0.7953
110/316 [=========>....................] - ETA: 31s - loss: 0.4254 - accuracy: 0.7960
111/316 [=========>....................] - ETA: 31s - loss: 0.4241 - accuracy: 0.7967
112/316 [=========>....................] - ETA: 30s - loss: 0.4242 - accuracy: 0.7974
113/316 [=========>....................] - ETA: 30s - loss: 0.4269 - accuracy: 0.7976
114/316 [=========>....................] - ETA: 30s - loss: 0.4276 - accuracy: 0.7977
115/316 [=========>....................] - ETA: 30s - loss: 0.4263 - accuracy: 0.7978
116/316 [==========>...................] - ETA: 30s - loss: 0.4245 - accuracy: 0.7985
117/316 [==========>...................] - ETA: 30s - loss: 0.4264 - accuracy: 0.7981
118/316 [==========>...................] - ETA: 30s - loss: 0.4287 - accuracy: 0.7961
119/316 [==========>...................] - ETA: 29s - loss: 0.4274 - accuracy: 0.7973
120/316 [==========>...................] - ETA: 29s - loss: 0.4284 - accuracy: 0.7953
121/316 [==========>...................] - ETA: 29s - loss: 0.4292 - accuracy: 0.7955
122/316 [==========>...................] - ETA: 29s - loss: 0.4294 - accuracy: 0.7941
123/316 [==========>...................] - ETA: 29s - loss: 0.4294 - accuracy: 0.7952
124/316 [==========>...................] - ETA: 29s - loss: 0.4303 - accuracy: 0.7939
125/316 [==========>...................] - ETA: 29s - loss: 0.4303 - accuracy: 0.7930
126/316 [==========>...................] - ETA: 28s - loss: 0.4301 - accuracy: 0.7937
127/316 [===========>..................] - ETA: 28s - loss: 0.4292 - accuracy: 0.7943
128/316 [===========>..................] - ETA: 28s - loss: 0.4286 - accuracy: 0.7949
129/316 [===========>..................] - ETA: 28s - loss: 0.4298 - accuracy: 0.7941
130/316 [===========>..................] - ETA: 28s - loss: 0.4308 - accuracy: 0.7937
131/316 [===========>..................] - ETA: 28s - loss: 0.4303 - accuracy: 0.7939
132/316 [===========>..................] - ETA: 28s - loss: 0.4316 - accuracy: 0.7931
133/316 [===========>..................] - ETA: 27s - loss: 0.4311 - accuracy: 0.7932
134/316 [===========>..................] - ETA: 27s - loss: 0.4299 - accuracy: 0.7943
135/316 [===========>..................] - ETA: 27s - loss: 0.4292 - accuracy: 0.7949
136/316 [===========>..................] - ETA: 27s - loss: 0.4303 - accuracy: 0.7950
137/316 [============>.................] - ETA: 27s - loss: 0.4311 - accuracy: 0.7952
138/316 [============>.................] - ETA: 27s - loss: 0.4306 - accuracy: 0.7957
139/316 [============>.................] - ETA: 27s - loss: 0.4312 - accuracy: 0.7945
140/316 [============>.................] - ETA: 26s - loss: 0.4308 - accuracy: 0.7946
141/316 [============>.................] - ETA: 26s - loss: 0.4316 - accuracy: 0.7934
142/316 [============>.................] - ETA: 26s - loss: 0.4305 - accuracy: 0.7940
143/316 [============>.................] - ETA: 26s - loss: 0.4280 - accuracy: 0.7955
144/316 [============>.................] - ETA: 26s - loss: 0.4286 - accuracy: 0.7947
145/316 [============>.................] - ETA: 26s - loss: 0.4296 - accuracy: 0.7940
146/316 [============>.................] - ETA: 26s - loss: 0.4313 - accuracy: 0.7928
147/316 [============>.................] - ETA: 25s - loss: 0.4319 - accuracy: 0.7925
148/316 [=============>................] - ETA: 25s - loss: 0.4314 - accuracy: 0.7931
149/316 [=============>................] - ETA: 25s - loss: 0.4317 - accuracy: 0.7928
150/316 [=============>................] - ETA: 25s - loss: 0.4308 - accuracy: 0.7937
151/316 [=============>................] - ETA: 25s - loss: 0.4301 - accuracy: 0.7943
152/316 [=============>................] - ETA: 25s - loss: 0.4290 - accuracy: 0.7952
153/316 [=============>................] - ETA: 25s - loss: 0.4282 - accuracy: 0.7958
154/316 [=============>................] - ETA: 24s - loss: 0.4289 - accuracy: 0.7950
155/316 [=============>................] - ETA: 24s - loss: 0.4283 - accuracy: 0.7956
156/316 [=============>................] - ETA: 24s - loss: 0.4289 - accuracy: 0.7949
157/316 [=============>................] - ETA: 24s - loss: 0.4286 - accuracy: 0.7950
158/316 [==============>...............] - ETA: 24s - loss: 0.4295 - accuracy: 0.7943
159/316 [==============>...............] - ETA: 24s - loss: 0.4300 - accuracy: 0.7940
160/316 [==============>...............] - ETA: 24s - loss: 0.4291 - accuracy: 0.7949
161/316 [==============>...............] - ETA: 23s - loss: 0.4283 - accuracy: 0.7950
162/316 [==============>...............] - ETA: 23s - loss: 0.4268 - accuracy: 0.7963
163/316 [==============>...............] - ETA: 23s - loss: 0.4261 - accuracy: 0.7968
164/316 [==============>...............] - ETA: 23s - loss: 0.4264 - accuracy: 0.7965
165/316 [==============>...............] - ETA: 23s - loss: 0.4269 - accuracy: 0.7951
166/316 [==============>...............] - ETA: 23s - loss: 0.4273 - accuracy: 0.7956
167/316 [==============>...............] - ETA: 23s - loss: 0.4285 - accuracy: 0.7949
168/316 [==============>...............] - ETA: 22s - loss: 0.4277 - accuracy: 0.7950
169/316 [===============>..............] - ETA: 22s - loss: 0.4270 - accuracy: 0.7955
170/316 [===============>..............] - ETA: 22s - loss: 0.4259 - accuracy: 0.7960
171/316 [===============>..............] - ETA: 22s - loss: 0.4266 - accuracy: 0.7953
172/316 [===============>..............] - ETA: 22s - loss: 0.4270 - accuracy: 0.7951
173/316 [===============>..............] - ETA: 22s - loss: 0.4260 - accuracy: 0.7959
174/316 [===============>..............] - ETA: 22s - loss: 0.4261 - accuracy: 0.7956
175/316 [===============>..............] - ETA: 21s - loss: 0.4262 - accuracy: 0.7957
176/316 [===============>..............] - ETA: 21s - loss: 0.4250 - accuracy: 0.7962
177/316 [===============>..............] - ETA: 21s - loss: 0.4270 - accuracy: 0.7952
178/316 [===============>..............] - ETA: 21s - loss: 0.4265 - accuracy: 0.7956
179/316 [===============>..............] - ETA: 21s - loss: 0.4276 - accuracy: 0.7947
180/316 [================>.............] - ETA: 21s - loss: 0.4270 - accuracy: 0.7951
181/316 [================>.............] - ETA: 20s - loss: 0.4269 - accuracy: 0.7949
182/316 [================>.............] - ETA: 20s - loss: 0.4274 - accuracy: 0.7943
183/316 [================>.............] - ETA: 20s - loss: 0.4275 - accuracy: 0.7941
184/316 [================>.............] - ETA: 20s - loss: 0.4269 - accuracy: 0.7942
185/316 [================>.............] - ETA: 20s - loss: 0.4276 - accuracy: 0.7932
186/316 [================>.............] - ETA: 20s - loss: 0.4271 - accuracy: 0.7930
187/316 [================>.............] - ETA: 20s - loss: 0.4274 - accuracy: 0.7924
188/316 [================>.............] - ETA: 19s - loss: 0.4271 - accuracy: 0.7929
189/316 [================>.............] - ETA: 19s - loss: 0.4267 - accuracy: 0.7933
190/316 [=================>............] - ETA: 19s - loss: 0.4272 - accuracy: 0.7928
191/316 [=================>............] - ETA: 19s - loss: 0.4266 - accuracy: 0.7925
192/316 [=================>............] - ETA: 19s - loss: 0.4267 - accuracy: 0.7926
193/316 [=================>............] - ETA: 19s - loss: 0.4271 - accuracy: 0.7927
194/316 [=================>............] - ETA: 19s - loss: 0.4261 - accuracy: 0.7935
195/316 [=================>............] - ETA: 18s - loss: 0.4255 - accuracy: 0.7939
196/316 [=================>............] - ETA: 18s - loss: 0.4250 - accuracy: 0.7940
197/316 [=================>............] - ETA: 18s - loss: 0.4253 - accuracy: 0.7941
198/316 [=================>............] - ETA: 18s - loss: 0.4256 - accuracy: 0.7932
199/316 [=================>............] - ETA: 18s - loss: 0.4251 - accuracy: 0.7940
200/316 [=================>............] - ETA: 18s - loss: 0.4248 - accuracy: 0.7941
201/316 [==================>...........] - ETA: 17s - loss: 0.4260 - accuracy: 0.7938
202/316 [==================>...........] - ETA: 17s - loss: 0.4262 - accuracy: 0.7933
203/316 [==================>...........] - ETA: 17s - loss: 0.4264 - accuracy: 0.7931
204/316 [==================>...........] - ETA: 17s - loss: 0.4265 - accuracy: 0.7932
205/316 [==================>...........] - ETA: 17s - loss: 0.4249 - accuracy: 0.7942
206/316 [==================>...........] - ETA: 17s - loss: 0.4256 - accuracy: 0.7937
207/316 [==================>...........] - ETA: 17s - loss: 0.4261 - accuracy: 0.7941
208/316 [==================>...........] - ETA: 16s - loss: 0.4263 - accuracy: 0.7939
209/316 [==================>...........] - ETA: 16s - loss: 0.4261 - accuracy: 0.7943
210/316 [==================>...........] - ETA: 16s - loss: 0.4264 - accuracy: 0.7937
211/316 [===================>..........] - ETA: 16s - loss: 0.4268 - accuracy: 0.7932
212/316 [===================>..........] - ETA: 16s - loss: 0.4268 - accuracy: 0.7933
213/316 [===================>..........] - ETA: 16s - loss: 0.4261 - accuracy: 0.7934
214/316 [===================>..........] - ETA: 15s - loss: 0.4258 - accuracy: 0.7941
215/316 [===================>..........] - ETA: 15s - loss: 0.4248 - accuracy: 0.7948
216/316 [===================>..........] - ETA: 15s - loss: 0.4243 - accuracy: 0.7948
217/316 [===================>..........] - ETA: 15s - loss: 0.4244 - accuracy: 0.7949
218/316 [===================>..........] - ETA: 15s - loss: 0.4244 - accuracy: 0.7947
219/316 [===================>..........] - ETA: 15s - loss: 0.4241 - accuracy: 0.7948
220/316 [===================>..........] - ETA: 15s - loss: 0.4236 - accuracy: 0.7952
221/316 [===================>..........] - ETA: 14s - loss: 0.4244 - accuracy: 0.7947
222/316 [====================>.........] - ETA: 14s - loss: 0.4238 - accuracy: 0.7956
223/316 [====================>.........] - ETA: 14s - loss: 0.4236 - accuracy: 0.7957
224/316 [====================>.........] - ETA: 14s - loss: 0.4239 - accuracy: 0.7952
225/316 [====================>.........] - ETA: 14s - loss: 0.4230 - accuracy: 0.7958
226/316 [====================>.........] - ETA: 14s - loss: 0.4228 - accuracy: 0.7956
227/316 [====================>.........] - ETA: 13s - loss: 0.4228 - accuracy: 0.7957
228/316 [====================>.........] - ETA: 13s - loss: 0.4222 - accuracy: 0.7961
229/316 [====================>.........] - ETA: 13s - loss: 0.4220 - accuracy: 0.7961
230/316 [====================>.........] - ETA: 13s - loss: 0.4220 - accuracy: 0.7962
231/316 [====================>.........] - ETA: 13s - loss: 0.4220 - accuracy: 0.7963
232/316 [=====================>........] - ETA: 13s - loss: 0.4222 - accuracy: 0.7963
233/316 [=====================>........] - ETA: 13s - loss: 0.4224 - accuracy: 0.7964
234/316 [=====================>........] - ETA: 12s - loss: 0.4220 - accuracy: 0.7965
235/316 [=====================>........] - ETA: 12s - loss: 0.4226 - accuracy: 0.7955
236/316 [=====================>........] - ETA: 12s - loss: 0.4218 - accuracy: 0.7958
237/316 [=====================>........] - ETA: 12s - loss: 0.4228 - accuracy: 0.7951
238/316 [=====================>........] - ETA: 12s - loss: 0.4231 - accuracy: 0.7952
239/316 [=====================>........] - ETA: 12s - loss: 0.4240 - accuracy: 0.7942
240/316 [=====================>........] - ETA: 11s - loss: 0.4241 - accuracy: 0.7943
241/316 [=====================>........] - ETA: 11s - loss: 0.4246 - accuracy: 0.7938
242/316 [=====================>........] - ETA: 11s - loss: 0.4240 - accuracy: 0.7944
243/316 [======================>.......] - ETA: 11s - loss: 0.4228 - accuracy: 0.7950
244/316 [======================>.......] - ETA: 11s - loss: 0.4228 - accuracy: 0.7946
245/316 [======================>.......] - ETA: 11s - loss: 0.4233 - accuracy: 0.7946
246/316 [======================>.......] - ETA: 10s - loss: 0.4237 - accuracy: 0.7942
247/316 [======================>.......] - ETA: 10s - loss: 0.4234 - accuracy: 0.7943
248/316 [======================>.......] - ETA: 10s - loss: 0.4245 - accuracy: 0.7936
249/316 [======================>.......] - ETA: 10s - loss: 0.4247 - accuracy: 0.7937
250/316 [======================>.......] - ETA: 10s - loss: 0.4243 - accuracy: 0.7937
251/316 [======================>.......] - ETA: 10s - loss: 0.4250 - accuracy: 0.7926
252/316 [======================>.......] - ETA: 10s - loss: 0.4245 - accuracy: 0.7927
253/316 [=======================>......] - ETA: 9s - loss: 0.4243 - accuracy: 0.7927 
254/316 [=======================>......] - ETA: 9s - loss: 0.4239 - accuracy: 0.7928
255/316 [=======================>......] - ETA: 9s - loss: 0.4242 - accuracy: 0.7934
256/316 [=======================>......] - ETA: 9s - loss: 0.4242 - accuracy: 0.7932
257/316 [=======================>......] - ETA: 9s - loss: 0.4248 - accuracy: 0.7926
258/316 [=======================>......] - ETA: 9s - loss: 0.4248 - accuracy: 0.7929
259/316 [=======================>......] - ETA: 8s - loss: 0.4245 - accuracy: 0.7932
260/316 [=======================>......] - ETA: 8s - loss: 0.4249 - accuracy: 0.7933
261/316 [=======================>......] - ETA: 8s - loss: 0.4255 - accuracy: 0.7929
262/316 [=======================>......] - ETA: 8s - loss: 0.4257 - accuracy: 0.7929
263/316 [=======================>......] - ETA: 8s - loss: 0.4261 - accuracy: 0.7925
264/316 [========================>.....] - ETA: 8s - loss: 0.4259 - accuracy: 0.7929
265/316 [========================>.....] - ETA: 8s - loss: 0.4262 - accuracy: 0.7925
266/316 [========================>.....] - ETA: 7s - loss: 0.4268 - accuracy: 0.7921
267/316 [========================>.....] - ETA: 7s - loss: 0.4263 - accuracy: 0.7926
268/316 [========================>.....] - ETA: 7s - loss: 0.4261 - accuracy: 0.7927
269/316 [========================>.....] - ETA: 7s - loss: 0.4268 - accuracy: 0.7925
270/316 [========================>.....] - ETA: 7s - loss: 0.4266 - accuracy: 0.7926
271/316 [========================>.....] - ETA: 7s - loss: 0.4265 - accuracy: 0.7924
272/316 [========================>.....] - ETA: 6s - loss: 0.4266 - accuracy: 0.7925
273/316 [========================>.....] - ETA: 6s - loss: 0.4264 - accuracy: 0.7926
274/316 [=========================>....] - ETA: 6s - loss: 0.4266 - accuracy: 0.7924
275/316 [=========================>....] - ETA: 6s - loss: 0.4268 - accuracy: 0.7923
276/316 [=========================>....] - ETA: 6s - loss: 0.4261 - accuracy: 0.7930
277/316 [=========================>....] - ETA: 6s - loss: 0.4273 - accuracy: 0.7924
278/316 [=========================>....] - ETA: 5s - loss: 0.4273 - accuracy: 0.7927
279/316 [=========================>....] - ETA: 5s - loss: 0.4285 - accuracy: 0.7923
280/316 [=========================>....] - ETA: 5s - loss: 0.4288 - accuracy: 0.7917
281/316 [=========================>....] - ETA: 5s - loss: 0.4290 - accuracy: 0.7918
282/316 [=========================>....] - ETA: 5s - loss: 0.4294 - accuracy: 0.7912
283/316 [=========================>....] - ETA: 5s - loss: 0.4290 - accuracy: 0.7915
284/316 [=========================>....] - ETA: 5s - loss: 0.4287 - accuracy: 0.7920
285/316 [==========================>...] - ETA: 4s - loss: 0.4283 - accuracy: 0.7923
286/316 [==========================>...] - ETA: 4s - loss: 0.4290 - accuracy: 0.7913
287/316 [==========================>...] - ETA: 4s - loss: 0.4287 - accuracy: 0.7912
288/316 [==========================>...] - ETA: 4s - loss: 0.4291 - accuracy: 0.7910
289/316 [==========================>...] - ETA: 4s - loss: 0.4292 - accuracy: 0.7907
290/316 [==========================>...] - ETA: 4s - loss: 0.4288 - accuracy: 0.7912
291/316 [==========================>...] - ETA: 3s - loss: 0.4288 - accuracy: 0.7912
292/316 [==========================>...] - ETA: 3s - loss: 0.4287 - accuracy: 0.7911
293/316 [==========================>...] - ETA: 3s - loss: 0.4291 - accuracy: 0.7912
294/316 [==========================>...] - ETA: 3s - loss: 0.4293 - accuracy: 0.7912
295/316 [===========================>..] - ETA: 3s - loss: 0.4295 - accuracy: 0.7911
296/316 [===========================>..] - ETA: 3s - loss: 0.4302 - accuracy: 0.7910
297/316 [===========================>..] - ETA: 2s - loss: 0.4307 - accuracy: 0.7906
298/316 [===========================>..] - ETA: 2s - loss: 0.4308 - accuracy: 0.7909
299/316 [===========================>..] - ETA: 2s - loss: 0.4315 - accuracy: 0.7906
300/316 [===========================>..] - ETA: 2s - loss: 0.4311 - accuracy: 0.7910
301/316 [===========================>..] - ETA: 2s - loss: 0.4315 - accuracy: 0.7903
302/316 [===========================>..] - ETA: 2s - loss: 0.4319 - accuracy: 0.7895
303/316 [===========================>..] - ETA: 2s - loss: 0.4319 - accuracy: 0.7890
304/316 [===========================>..] - ETA: 1s - loss: 0.4320 - accuracy: 0.7891
305/316 [===========================>..] - ETA: 1s - loss: 0.4317 - accuracy: 0.7889
306/316 [============================>.] - ETA: 1s - loss: 0.4317 - accuracy: 0.7890
307/316 [============================>.] - ETA: 1s - loss: 0.4313 - accuracy: 0.7895
308/316 [============================>.] - ETA: 1s - loss: 0.4310 - accuracy: 0.7898
309/316 [============================>.] - ETA: 1s - loss: 0.4311 - accuracy: 0.7898
310/316 [============================>.] - ETA: 0s - loss: 0.4309 - accuracy: 0.7901
311/316 [============================>.] - ETA: 0s - loss: 0.4308 - accuracy: 0.7904
312/316 [============================>.] - ETA: 0s - loss: 0.4305 - accuracy: 0.7905
313/316 [============================>.] - ETA: 0s - loss: 0.4304 - accuracy: 0.7907
314/316 [============================>.] - ETA: 0s - loss: 0.4300 - accuracy: 0.7906
315/316 [============================>.] - ETA: 0s - loss: 0.4302 - accuracy: 0.7907
316/316 [==============================] - 50s 158ms/step - loss: 0.4301 - accuracy: 0.7909

316/316 [==============================] - 52s 166ms/step - loss: 0.4301 - accuracy: 0.7909 - val_loss: 0.1828 - val_accuracy: 0.9469
Epoch 17/100

  1/316 [..............................] - ETA: 36s - loss: 0.4671 - accuracy: 0.7500
  2/316 [..............................] - ETA: 47s - loss: 0.5008 - accuracy: 0.7188
  3/316 [..............................] - ETA: 48s - loss: 0.4300 - accuracy: 0.7708
  4/316 [..............................] - ETA: 48s - loss: 0.4134 - accuracy: 0.7656
  5/316 [..............................] - ETA: 50s - loss: 0.3866 - accuracy: 0.7750
  6/316 [..............................] - ETA: 49s - loss: 0.3963 - accuracy: 0.7604
  7/316 [..............................] - ETA: 49s - loss: 0.3841 - accuracy: 0.7768
  8/316 [..............................] - ETA: 49s - loss: 0.3967 - accuracy: 0.7656
  9/316 [..............................] - ETA: 49s - loss: 0.3870 - accuracy: 0.7847
 10/316 [..............................] - ETA: 49s - loss: 0.4067 - accuracy: 0.7812
 11/316 [>.............................] - ETA: 48s - loss: 0.4210 - accuracy: 0.7841
 12/316 [>.............................] - ETA: 49s - loss: 0.4163 - accuracy: 0.7865
 13/316 [>.............................] - ETA: 48s - loss: 0.4253 - accuracy: 0.7933
 14/316 [>.............................] - ETA: 48s - loss: 0.4275 - accuracy: 0.7902
 15/316 [>.............................] - ETA: 48s - loss: 0.4256 - accuracy: 0.7875
 16/316 [>.............................] - ETA: 48s - loss: 0.4303 - accuracy: 0.7812
 17/316 [>.............................] - ETA: 48s - loss: 0.4181 - accuracy: 0.7904
 18/316 [>.............................] - ETA: 48s - loss: 0.4360 - accuracy: 0.7674
 19/316 [>.............................] - ETA: 47s - loss: 0.4334 - accuracy: 0.7697
 20/316 [>.............................] - ETA: 47s - loss: 0.4288 - accuracy: 0.7719
 21/316 [>.............................] - ETA: 47s - loss: 0.4226 - accuracy: 0.7768
 22/316 [=>............................] - ETA: 47s - loss: 0.4227 - accuracy: 0.7784
 23/316 [=>............................] - ETA: 47s - loss: 0.4195 - accuracy: 0.7799
 24/316 [=>............................] - ETA: 47s - loss: 0.4171 - accuracy: 0.7839
 25/316 [=>............................] - ETA: 47s - loss: 0.4192 - accuracy: 0.7825
 26/316 [=>............................] - ETA: 46s - loss: 0.4156 - accuracy: 0.7885
 27/316 [=>............................] - ETA: 46s - loss: 0.4211 - accuracy: 0.7894
 28/316 [=>............................] - ETA: 46s - loss: 0.4165 - accuracy: 0.7924
 29/316 [=>............................] - ETA: 46s - loss: 0.4165 - accuracy: 0.7909
 30/316 [=>............................] - ETA: 46s - loss: 0.4177 - accuracy: 0.7917
 31/316 [=>............................] - ETA: 46s - loss: 0.4100 - accuracy: 0.7964
 32/316 [==>...........................] - ETA: 46s - loss: 0.4100 - accuracy: 0.7930
 33/316 [==>...........................] - ETA: 45s - loss: 0.4039 - accuracy: 0.7973
 34/316 [==>...........................] - ETA: 45s - loss: 0.4048 - accuracy: 0.7978
 35/316 [==>...........................] - ETA: 45s - loss: 0.4028 - accuracy: 0.7964
 36/316 [==>...........................] - ETA: 45s - loss: 0.4033 - accuracy: 0.7969
 37/316 [==>...........................] - ETA: 45s - loss: 0.4038 - accuracy: 0.7973
 38/316 [==>...........................] - ETA: 45s - loss: 0.4078 - accuracy: 0.7961
 39/316 [==>...........................] - ETA: 44s - loss: 0.4077 - accuracy: 0.7949
 40/316 [==>...........................] - ETA: 44s - loss: 0.4114 - accuracy: 0.7937
 41/316 [==>...........................] - ETA: 44s - loss: 0.4094 - accuracy: 0.7942
 42/316 [==>...........................] - ETA: 44s - loss: 0.4102 - accuracy: 0.7946
 43/316 [===>..........................] - ETA: 44s - loss: 0.4095 - accuracy: 0.7951
 44/316 [===>..........................] - ETA: 44s - loss: 0.4077 - accuracy: 0.7955
 45/316 [===>..........................] - ETA: 43s - loss: 0.4076 - accuracy: 0.7944
 46/316 [===>..........................] - ETA: 43s - loss: 0.4035 - accuracy: 0.7976
 47/316 [===>..........................] - ETA: 43s - loss: 0.4021 - accuracy: 0.7992
 48/316 [===>..........................] - ETA: 43s - loss: 0.4069 - accuracy: 0.7995
 49/316 [===>..........................] - ETA: 43s - loss: 0.4051 - accuracy: 0.8023
 50/316 [===>..........................] - ETA: 43s - loss: 0.4030 - accuracy: 0.8037
 51/316 [===>..........................] - ETA: 43s - loss: 0.4001 - accuracy: 0.8064
 52/316 [===>..........................] - ETA: 42s - loss: 0.3982 - accuracy: 0.8065
 53/316 [====>.........................] - ETA: 42s - loss: 0.3965 - accuracy: 0.8054
 54/316 [====>.........................] - ETA: 42s - loss: 0.3970 - accuracy: 0.8032
 55/316 [====>.........................] - ETA: 42s - loss: 0.3961 - accuracy: 0.8023
 56/316 [====>.........................] - ETA: 42s - loss: 0.3966 - accuracy: 0.8002
 57/316 [====>.........................] - ETA: 42s - loss: 0.3982 - accuracy: 0.7982
 58/316 [====>.........................] - ETA: 42s - loss: 0.3982 - accuracy: 0.7963
 59/316 [====>.........................] - ETA: 41s - loss: 0.3958 - accuracy: 0.7987
 60/316 [====>.........................] - ETA: 41s - loss: 0.3980 - accuracy: 0.7979
 61/316 [====>.........................] - ETA: 41s - loss: 0.3987 - accuracy: 0.7982
 62/316 [====>.........................] - ETA: 41s - loss: 0.3980 - accuracy: 0.7994
 63/316 [====>.........................] - ETA: 41s - loss: 0.4029 - accuracy: 0.7966
 64/316 [=====>........................] - ETA: 41s - loss: 0.4054 - accuracy: 0.7939
 65/316 [=====>........................] - ETA: 40s - loss: 0.4027 - accuracy: 0.7962
 66/316 [=====>........................] - ETA: 40s - loss: 0.4048 - accuracy: 0.7936
 67/316 [=====>........................] - ETA: 40s - loss: 0.4045 - accuracy: 0.7929
 68/316 [=====>........................] - ETA: 40s - loss: 0.4071 - accuracy: 0.7914
 69/316 [=====>........................] - ETA: 40s - loss: 0.4052 - accuracy: 0.7926
 70/316 [=====>........................] - ETA: 40s - loss: 0.4088 - accuracy: 0.7920
 71/316 [=====>........................] - ETA: 39s - loss: 0.4091 - accuracy: 0.7923
 72/316 [=====>........................] - ETA: 39s - loss: 0.4083 - accuracy: 0.7934
 73/316 [=====>........................] - ETA: 39s - loss: 0.4068 - accuracy: 0.7945
 74/316 [======>.......................] - ETA: 39s - loss: 0.4074 - accuracy: 0.7931
 75/316 [======>.......................] - ETA: 39s - loss: 0.4100 - accuracy: 0.7917
 76/316 [======>.......................] - ETA: 39s - loss: 0.4100 - accuracy: 0.7919
 77/316 [======>.......................] - ETA: 38s - loss: 0.4083 - accuracy: 0.7930
 78/316 [======>.......................] - ETA: 38s - loss: 0.4081 - accuracy: 0.7941
 79/316 [======>.......................] - ETA: 38s - loss: 0.4083 - accuracy: 0.7943
 80/316 [======>.......................] - ETA: 38s - loss: 0.4080 - accuracy: 0.7953
 81/316 [======>.......................] - ETA: 38s - loss: 0.4080 - accuracy: 0.7948
 82/316 [======>.......................] - ETA: 38s - loss: 0.4075 - accuracy: 0.7942
 83/316 [======>.......................] - ETA: 37s - loss: 0.4069 - accuracy: 0.7952
 84/316 [======>.......................] - ETA: 37s - loss: 0.4054 - accuracy: 0.7969
 85/316 [=======>......................] - ETA: 37s - loss: 0.4046 - accuracy: 0.7978
 86/316 [=======>......................] - ETA: 37s - loss: 0.4076 - accuracy: 0.7958
 87/316 [=======>......................] - ETA: 37s - loss: 0.4068 - accuracy: 0.7953
 88/316 [=======>......................] - ETA: 37s - loss: 0.4078 - accuracy: 0.7947
 89/316 [=======>......................] - ETA: 36s - loss: 0.4058 - accuracy: 0.7963
 90/316 [=======>......................] - ETA: 36s - loss: 0.4054 - accuracy: 0.7965
 91/316 [=======>......................] - ETA: 36s - loss: 0.4081 - accuracy: 0.7960
 92/316 [=======>......................] - ETA: 36s - loss: 0.4062 - accuracy: 0.7976
 93/316 [=======>......................] - ETA: 36s - loss: 0.4062 - accuracy: 0.7970
 94/316 [=======>......................] - ETA: 36s - loss: 0.4082 - accuracy: 0.7959
 95/316 [========>.....................] - ETA: 35s - loss: 0.4075 - accuracy: 0.7961
 96/316 [========>.....................] - ETA: 35s - loss: 0.4082 - accuracy: 0.7949
 97/316 [========>.....................] - ETA: 35s - loss: 0.4069 - accuracy: 0.7964
 98/316 [========>.....................] - ETA: 35s - loss: 0.4081 - accuracy: 0.7946
 99/316 [========>.....................] - ETA: 35s - loss: 0.4061 - accuracy: 0.7961
100/316 [========>.....................] - ETA: 35s - loss: 0.4037 - accuracy: 0.7981
101/316 [========>.....................] - ETA: 34s - loss: 0.4026 - accuracy: 0.7976
102/316 [========>.....................] - ETA: 34s - loss: 0.4022 - accuracy: 0.7978
103/316 [========>.....................] - ETA: 34s - loss: 0.4048 - accuracy: 0.7955
104/316 [========>.....................] - ETA: 34s - loss: 0.4066 - accuracy: 0.7939
105/316 [========>.....................] - ETA: 34s - loss: 0.4089 - accuracy: 0.7929
106/316 [=========>....................] - ETA: 34s - loss: 0.4122 - accuracy: 0.7907
107/316 [=========>....................] - ETA: 33s - loss: 0.4107 - accuracy: 0.7909
108/316 [=========>....................] - ETA: 33s - loss: 0.4099 - accuracy: 0.7922
109/316 [=========>....................] - ETA: 33s - loss: 0.4095 - accuracy: 0.7924
110/316 [=========>....................] - ETA: 33s - loss: 0.4096 - accuracy: 0.7926
111/316 [=========>....................] - ETA: 33s - loss: 0.4095 - accuracy: 0.7917
112/316 [=========>....................] - ETA: 33s - loss: 0.4099 - accuracy: 0.7913
113/316 [=========>....................] - ETA: 32s - loss: 0.4110 - accuracy: 0.7915
114/316 [=========>....................] - ETA: 32s - loss: 0.4105 - accuracy: 0.7922
115/316 [=========>....................] - ETA: 32s - loss: 0.4089 - accuracy: 0.7935
116/316 [==========>...................] - ETA: 32s - loss: 0.4097 - accuracy: 0.7931
117/316 [==========>...................] - ETA: 32s - loss: 0.4101 - accuracy: 0.7927
118/316 [==========>...................] - ETA: 32s - loss: 0.4126 - accuracy: 0.7903
119/316 [==========>...................] - ETA: 32s - loss: 0.4136 - accuracy: 0.7899
120/316 [==========>...................] - ETA: 31s - loss: 0.4140 - accuracy: 0.7891
121/316 [==========>...................] - ETA: 31s - loss: 0.4130 - accuracy: 0.7908
122/316 [==========>...................] - ETA: 31s - loss: 0.4126 - accuracy: 0.7915
123/316 [==========>...................] - ETA: 31s - loss: 0.4127 - accuracy: 0.7912
124/316 [==========>...................] - ETA: 31s - loss: 0.4115 - accuracy: 0.7923
125/316 [==========>...................] - ETA: 31s - loss: 0.4118 - accuracy: 0.7920
126/316 [==========>...................] - ETA: 30s - loss: 0.4125 - accuracy: 0.7922
127/316 [===========>..................] - ETA: 30s - loss: 0.4118 - accuracy: 0.7928
128/316 [===========>..................] - ETA: 30s - loss: 0.4103 - accuracy: 0.7935
129/316 [===========>..................] - ETA: 30s - loss: 0.4092 - accuracy: 0.7946
130/316 [===========>..................] - ETA: 30s - loss: 0.4094 - accuracy: 0.7942
131/316 [===========>..................] - ETA: 30s - loss: 0.4085 - accuracy: 0.7948
132/316 [===========>..................] - ETA: 29s - loss: 0.4095 - accuracy: 0.7950
133/316 [===========>..................] - ETA: 29s - loss: 0.4078 - accuracy: 0.7965
134/316 [===========>..................] - ETA: 29s - loss: 0.4070 - accuracy: 0.7971
135/316 [===========>..................] - ETA: 29s - loss: 0.4089 - accuracy: 0.7958
136/316 [===========>..................] - ETA: 29s - loss: 0.4101 - accuracy: 0.7955
137/316 [============>.................] - ETA: 29s - loss: 0.4103 - accuracy: 0.7956
138/316 [============>.................] - ETA: 28s - loss: 0.4111 - accuracy: 0.7948
139/316 [============>.................] - ETA: 28s - loss: 0.4110 - accuracy: 0.7950
140/316 [============>.................] - ETA: 28s - loss: 0.4116 - accuracy: 0.7946
141/316 [============>.................] - ETA: 28s - loss: 0.4111 - accuracy: 0.7948
142/316 [============>.................] - ETA: 28s - loss: 0.4104 - accuracy: 0.7949
143/316 [============>.................] - ETA: 28s - loss: 0.4101 - accuracy: 0.7946
144/316 [============>.................] - ETA: 27s - loss: 0.4104 - accuracy: 0.7947
145/316 [============>.................] - ETA: 27s - loss: 0.4103 - accuracy: 0.7953
146/316 [============>.................] - ETA: 27s - loss: 0.4090 - accuracy: 0.7962
147/316 [============>.................] - ETA: 27s - loss: 0.4098 - accuracy: 0.7955
148/316 [=============>................] - ETA: 27s - loss: 0.4113 - accuracy: 0.7956
149/316 [=============>................] - ETA: 27s - loss: 0.4109 - accuracy: 0.7961
150/316 [=============>................] - ETA: 27s - loss: 0.4093 - accuracy: 0.7971
151/316 [=============>................] - ETA: 26s - loss: 0.4095 - accuracy: 0.7968
152/316 [=============>................] - ETA: 26s - loss: 0.4100 - accuracy: 0.7956
153/316 [=============>................] - ETA: 26s - loss: 0.4090 - accuracy: 0.7962
154/316 [=============>................] - ETA: 26s - loss: 0.4080 - accuracy: 0.7975
155/316 [=============>................] - ETA: 26s - loss: 0.4092 - accuracy: 0.7972
156/316 [=============>................] - ETA: 26s - loss: 0.4092 - accuracy: 0.7973
157/316 [=============>................] - ETA: 25s - loss: 0.4094 - accuracy: 0.7974
158/316 [==============>...............] - ETA: 25s - loss: 0.4091 - accuracy: 0.7979
159/316 [==============>...............] - ETA: 25s - loss: 0.4091 - accuracy: 0.7980
160/316 [==============>...............] - ETA: 25s - loss: 0.4096 - accuracy: 0.7980
161/316 [==============>...............] - ETA: 25s - loss: 0.4094 - accuracy: 0.7981
162/316 [==============>...............] - ETA: 25s - loss: 0.4091 - accuracy: 0.7982
163/316 [==============>...............] - ETA: 24s - loss: 0.4095 - accuracy: 0.7975
164/316 [==============>...............] - ETA: 24s - loss: 0.4096 - accuracy: 0.7973
165/316 [==============>...............] - ETA: 24s - loss: 0.4097 - accuracy: 0.7973
166/316 [==============>...............] - ETA: 24s - loss: 0.4093 - accuracy: 0.7978
167/316 [==============>...............] - ETA: 24s - loss: 0.4095 - accuracy: 0.7979
168/316 [==============>...............] - ETA: 24s - loss: 0.4099 - accuracy: 0.7976
169/316 [===============>..............] - ETA: 23s - loss: 0.4098 - accuracy: 0.7981
170/316 [===============>..............] - ETA: 23s - loss: 0.4089 - accuracy: 0.7989
171/316 [===============>..............] - ETA: 23s - loss: 0.4093 - accuracy: 0.7982
172/316 [===============>..............] - ETA: 23s - loss: 0.4093 - accuracy: 0.7987
173/316 [===============>..............] - ETA: 23s - loss: 0.4094 - accuracy: 0.7988
174/316 [===============>..............] - ETA: 23s - loss: 0.4097 - accuracy: 0.7989
175/316 [===============>..............] - ETA: 22s - loss: 0.4116 - accuracy: 0.7975
176/316 [===============>..............] - ETA: 22s - loss: 0.4122 - accuracy: 0.7972
177/316 [===============>..............] - ETA: 22s - loss: 0.4121 - accuracy: 0.7977
178/316 [===============>..............] - ETA: 22s - loss: 0.4114 - accuracy: 0.7981
179/316 [===============>..............] - ETA: 22s - loss: 0.4122 - accuracy: 0.7978
180/316 [================>.............] - ETA: 22s - loss: 0.4120 - accuracy: 0.7983
181/316 [================>.............] - ETA: 21s - loss: 0.4132 - accuracy: 0.7973
182/316 [================>.............] - ETA: 21s - loss: 0.4130 - accuracy: 0.7967
183/316 [================>.............] - ETA: 21s - loss: 0.4125 - accuracy: 0.7975
184/316 [================>.............] - ETA: 21s - loss: 0.4126 - accuracy: 0.7976
185/316 [================>.............] - ETA: 21s - loss: 0.4140 - accuracy: 0.7966
186/316 [================>.............] - ETA: 21s - loss: 0.4143 - accuracy: 0.7967
187/316 [================>.............] - ETA: 20s - loss: 0.4140 - accuracy: 0.7968
188/316 [================>.............] - ETA: 20s - loss: 0.4137 - accuracy: 0.7972
189/316 [================>.............] - ETA: 20s - loss: 0.4138 - accuracy: 0.7973
190/316 [=================>............] - ETA: 20s - loss: 0.4159 - accuracy: 0.7961
191/316 [=================>............] - ETA: 20s - loss: 0.4163 - accuracy: 0.7961
192/316 [=================>............] - ETA: 20s - loss: 0.4171 - accuracy: 0.7956
193/316 [=================>............] - ETA: 20s - loss: 0.4166 - accuracy: 0.7960
194/316 [=================>............] - ETA: 19s - loss: 0.4162 - accuracy: 0.7961
195/316 [=================>............] - ETA: 19s - loss: 0.4157 - accuracy: 0.7962
196/316 [=================>............] - ETA: 19s - loss: 0.4151 - accuracy: 0.7962
197/316 [=================>............] - ETA: 19s - loss: 0.4146 - accuracy: 0.7966
198/316 [=================>............] - ETA: 19s - loss: 0.4150 - accuracy: 0.7967
199/316 [=================>............] - ETA: 19s - loss: 0.4166 - accuracy: 0.7959
200/316 [=================>............] - ETA: 18s - loss: 0.4166 - accuracy: 0.7959
201/316 [==================>...........] - ETA: 18s - loss: 0.4164 - accuracy: 0.7960
202/316 [==================>...........] - ETA: 18s - loss: 0.4166 - accuracy: 0.7961
203/316 [==================>...........] - ETA: 18s - loss: 0.4158 - accuracy: 0.7965
204/316 [==================>...........] - ETA: 18s - loss: 0.4156 - accuracy: 0.7969
205/316 [==================>...........] - ETA: 18s - loss: 0.4153 - accuracy: 0.7973
206/316 [==================>...........] - ETA: 17s - loss: 0.4151 - accuracy: 0.7973
207/316 [==================>...........] - ETA: 17s - loss: 0.4146 - accuracy: 0.7977
208/316 [==================>...........] - ETA: 17s - loss: 0.4144 - accuracy: 0.7975
209/316 [==================>...........] - ETA: 17s - loss: 0.4145 - accuracy: 0.7972
210/316 [==================>...........] - ETA: 17s - loss: 0.4135 - accuracy: 0.7976
211/316 [===================>..........] - ETA: 17s - loss: 0.4132 - accuracy: 0.7977
212/316 [===================>..........] - ETA: 16s - loss: 0.4118 - accuracy: 0.7986
213/316 [===================>..........] - ETA: 16s - loss: 0.4117 - accuracy: 0.7987
214/316 [===================>..........] - ETA: 16s - loss: 0.4128 - accuracy: 0.7979
215/316 [===================>..........] - ETA: 16s - loss: 0.4123 - accuracy: 0.7980
216/316 [===================>..........] - ETA: 16s - loss: 0.4132 - accuracy: 0.7975
217/316 [===================>..........] - ETA: 16s - loss: 0.4136 - accuracy: 0.7969
218/316 [===================>..........] - ETA: 15s - loss: 0.4143 - accuracy: 0.7967
219/316 [===================>..........] - ETA: 15s - loss: 0.4141 - accuracy: 0.7968
220/316 [===================>..........] - ETA: 15s - loss: 0.4148 - accuracy: 0.7966
221/316 [===================>..........] - ETA: 15s - loss: 0.4152 - accuracy: 0.7964
222/316 [====================>.........] - ETA: 15s - loss: 0.4155 - accuracy: 0.7962
223/316 [====================>.........] - ETA: 15s - loss: 0.4157 - accuracy: 0.7962
224/316 [====================>.........] - ETA: 14s - loss: 0.4157 - accuracy: 0.7960
225/316 [====================>.........] - ETA: 14s - loss: 0.4152 - accuracy: 0.7964
226/316 [====================>.........] - ETA: 14s - loss: 0.4150 - accuracy: 0.7967
227/316 [====================>.........] - ETA: 14s - loss: 0.4150 - accuracy: 0.7971
228/316 [====================>.........] - ETA: 14s - loss: 0.4148 - accuracy: 0.7969
229/316 [====================>.........] - ETA: 14s - loss: 0.4140 - accuracy: 0.7975
230/316 [====================>.........] - ETA: 13s - loss: 0.4142 - accuracy: 0.7973
231/316 [====================>.........] - ETA: 13s - loss: 0.4155 - accuracy: 0.7968
232/316 [=====================>........] - ETA: 13s - loss: 0.4157 - accuracy: 0.7963
233/316 [=====================>........] - ETA: 13s - loss: 0.4166 - accuracy: 0.7956
234/316 [=====================>........] - ETA: 13s - loss: 0.4159 - accuracy: 0.7962
235/316 [=====================>........] - ETA: 13s - loss: 0.4161 - accuracy: 0.7963
236/316 [=====================>........] - ETA: 13s - loss: 0.4157 - accuracy: 0.7961
237/316 [=====================>........] - ETA: 12s - loss: 0.4168 - accuracy: 0.7956
238/316 [=====================>........] - ETA: 12s - loss: 0.4166 - accuracy: 0.7957
239/316 [=====================>........] - ETA: 12s - loss: 0.4165 - accuracy: 0.7960
240/316 [=====================>........] - ETA: 12s - loss: 0.4168 - accuracy: 0.7953
241/316 [=====================>........] - ETA: 12s - loss: 0.4171 - accuracy: 0.7951
242/316 [=====================>........] - ETA: 12s - loss: 0.4171 - accuracy: 0.7947
243/316 [======================>.......] - ETA: 11s - loss: 0.4172 - accuracy: 0.7948
244/316 [======================>.......] - ETA: 11s - loss: 0.4175 - accuracy: 0.7946
245/316 [======================>.......] - ETA: 11s - loss: 0.4175 - accuracy: 0.7946
246/316 [======================>.......] - ETA: 11s - loss: 0.4173 - accuracy: 0.7947
247/316 [======================>.......] - ETA: 11s - loss: 0.4172 - accuracy: 0.7948
248/316 [======================>.......] - ETA: 11s - loss: 0.4171 - accuracy: 0.7949
249/316 [======================>.......] - ETA: 10s - loss: 0.4166 - accuracy: 0.7952
250/316 [======================>.......] - ETA: 10s - loss: 0.4166 - accuracy: 0.7952
251/316 [======================>.......] - ETA: 10s - loss: 0.4162 - accuracy: 0.7953
252/316 [======================>.......] - ETA: 10s - loss: 0.4157 - accuracy: 0.7954
253/316 [=======================>......] - ETA: 10s - loss: 0.4151 - accuracy: 0.7957
254/316 [=======================>......] - ETA: 10s - loss: 0.4148 - accuracy: 0.7960
255/316 [=======================>......] - ETA: 9s - loss: 0.4145 - accuracy: 0.7963 
256/316 [=======================>......] - ETA: 9s - loss: 0.4146 - accuracy: 0.7964
257/316 [=======================>......] - ETA: 9s - loss: 0.4151 - accuracy: 0.7960
258/316 [=======================>......] - ETA: 9s - loss: 0.4149 - accuracy: 0.7963
259/316 [=======================>......] - ETA: 9s - loss: 0.4147 - accuracy: 0.7963
260/316 [=======================>......] - ETA: 9s - loss: 0.4147 - accuracy: 0.7966
261/316 [=======================>......] - ETA: 8s - loss: 0.4150 - accuracy: 0.7965
262/316 [=======================>......] - ETA: 8s - loss: 0.4155 - accuracy: 0.7963
263/316 [=======================>......] - ETA: 8s - loss: 0.4160 - accuracy: 0.7963
264/316 [========================>.....] - ETA: 8s - loss: 0.4156 - accuracy: 0.7966
265/316 [========================>.....] - ETA: 8s - loss: 0.4154 - accuracy: 0.7969
266/316 [========================>.....] - ETA: 8s - loss: 0.4154 - accuracy: 0.7970
267/316 [========================>.....] - ETA: 7s - loss: 0.4150 - accuracy: 0.7973
268/316 [========================>.....] - ETA: 7s - loss: 0.4150 - accuracy: 0.7971
269/316 [========================>.....] - ETA: 7s - loss: 0.4155 - accuracy: 0.7969
270/316 [========================>.....] - ETA: 7s - loss: 0.4157 - accuracy: 0.7968
271/316 [========================>.....] - ETA: 7s - loss: 0.4161 - accuracy: 0.7968
272/316 [========================>.....] - ETA: 7s - loss: 0.4162 - accuracy: 0.7971
273/316 [========================>.....] - ETA: 6s - loss: 0.4160 - accuracy: 0.7969
274/316 [=========================>....] - ETA: 6s - loss: 0.4168 - accuracy: 0.7963
275/316 [=========================>....] - ETA: 6s - loss: 0.4174 - accuracy: 0.7961
276/316 [=========================>....] - ETA: 6s - loss: 0.4182 - accuracy: 0.7953
277/316 [=========================>....] - ETA: 6s - loss: 0.4176 - accuracy: 0.7956
278/316 [=========================>....] - ETA: 6s - loss: 0.4172 - accuracy: 0.7959
279/316 [=========================>....] - ETA: 6s - loss: 0.4170 - accuracy: 0.7959
280/316 [=========================>....] - ETA: 5s - loss: 0.4169 - accuracy: 0.7958
281/316 [=========================>....] - ETA: 5s - loss: 0.4164 - accuracy: 0.7965
282/316 [=========================>....] - ETA: 5s - loss: 0.4170 - accuracy: 0.7961
283/316 [=========================>....] - ETA: 5s - loss: 0.4165 - accuracy: 0.7968
284/316 [=========================>....] - ETA: 5s - loss: 0.4174 - accuracy: 0.7967
285/316 [==========================>...] - ETA: 5s - loss: 0.4170 - accuracy: 0.7967
286/316 [==========================>...] - ETA: 4s - loss: 0.4177 - accuracy: 0.7961
287/316 [==========================>...] - ETA: 4s - loss: 0.4183 - accuracy: 0.7959
288/316 [==========================>...] - ETA: 4s - loss: 0.4189 - accuracy: 0.7954
289/316 [==========================>...] - ETA: 4s - loss: 0.4184 - accuracy: 0.7958
290/316 [==========================>...] - ETA: 4s - loss: 0.4183 - accuracy: 0.7957
291/316 [==========================>...] - ETA: 4s - loss: 0.4182 - accuracy: 0.7957
292/316 [==========================>...] - ETA: 3s - loss: 0.4180 - accuracy: 0.7960
293/316 [==========================>...] - ETA: 3s - loss: 0.4182 - accuracy: 0.7956
294/316 [==========================>...] - ETA: 3s - loss: 0.4184 - accuracy: 0.7955
295/316 [===========================>..] - ETA: 3s - loss: 0.4183 - accuracy: 0.7958
296/316 [===========================>..] - ETA: 3s - loss: 0.4180 - accuracy: 0.7960
297/316 [===========================>..] - ETA: 3s - loss: 0.4181 - accuracy: 0.7959
298/316 [===========================>..] - ETA: 2s - loss: 0.4179 - accuracy: 0.7961
299/316 [===========================>..] - ETA: 2s - loss: 0.4176 - accuracy: 0.7966
300/316 [===========================>..] - ETA: 2s - loss: 0.4176 - accuracy: 0.7965
301/316 [===========================>..] - ETA: 2s - loss: 0.4181 - accuracy: 0.7965
302/316 [===========================>..] - ETA: 2s - loss: 0.4188 - accuracy: 0.7959
303/316 [===========================>..] - ETA: 2s - loss: 0.4183 - accuracy: 0.7962
304/316 [===========================>..] - ETA: 1s - loss: 0.4182 - accuracy: 0.7963
305/316 [===========================>..] - ETA: 1s - loss: 0.4181 - accuracy: 0.7963
306/316 [============================>.] - ETA: 1s - loss: 0.4187 - accuracy: 0.7962
307/316 [============================>.] - ETA: 1s - loss: 0.4187 - accuracy: 0.7960
308/316 [============================>.] - ETA: 1s - loss: 0.4203 - accuracy: 0.7955
309/316 [============================>.] - ETA: 1s - loss: 0.4204 - accuracy: 0.7957
310/316 [============================>.] - ETA: 0s - loss: 0.4205 - accuracy: 0.7960
311/316 [============================>.] - ETA: 0s - loss: 0.4205 - accuracy: 0.7962
312/316 [============================>.] - ETA: 0s - loss: 0.4202 - accuracy: 0.7963
313/316 [============================>.] - ETA: 0s - loss: 0.4201 - accuracy: 0.7961
314/316 [============================>.] - ETA: 0s - loss: 0.4203 - accuracy: 0.7958
315/316 [============================>.] - ETA: 0s - loss: 0.4200 - accuracy: 0.7958
316/316 [==============================] - 51s 163ms/step - loss: 0.4204 - accuracy: 0.7955

316/316 [==============================] - 54s 171ms/step - loss: 0.4204 - accuracy: 0.7955 - val_loss: 0.2977 - val_accuracy: 0.8677
Epoch 18/100

  1/316 [..............................] - ETA: 35s - loss: 0.3305 - accuracy: 0.8125
  2/316 [..............................] - ETA: 47s - loss: 0.2938 - accuracy: 0.8438
  3/316 [..............................] - ETA: 47s - loss: 0.2989 - accuracy: 0.8750
  4/316 [..............................] - ETA: 48s - loss: 0.3159 - accuracy: 0.8438
  5/316 [..............................] - ETA: 48s - loss: 0.3354 - accuracy: 0.8375
  6/316 [..............................] - ETA: 48s - loss: 0.3330 - accuracy: 0.8438
  7/316 [..............................] - ETA: 49s - loss: 0.3628 - accuracy: 0.8214
  8/316 [..............................] - ETA: 48s - loss: 0.3587 - accuracy: 0.8281
  9/316 [..............................] - ETA: 49s - loss: 0.3533 - accuracy: 0.8403
 10/316 [..............................] - ETA: 49s - loss: 0.3490 - accuracy: 0.8500
 11/316 [>.............................] - ETA: 48s - loss: 0.3431 - accuracy: 0.8466
 12/316 [>.............................] - ETA: 48s - loss: 0.3476 - accuracy: 0.8490
 13/316 [>.............................] - ETA: 48s - loss: 0.3602 - accuracy: 0.8365
 14/316 [>.............................] - ETA: 48s - loss: 0.3677 - accuracy: 0.8259
 15/316 [>.............................] - ETA: 48s - loss: 0.3690 - accuracy: 0.8250
 16/316 [>.............................] - ETA: 48s - loss: 0.3646 - accuracy: 0.8281
 17/316 [>.............................] - ETA: 48s - loss: 0.3555 - accuracy: 0.8346
 18/316 [>.............................] - ETA: 48s - loss: 0.3560 - accuracy: 0.8333
 19/316 [>.............................] - ETA: 48s - loss: 0.3468 - accuracy: 0.8421
 20/316 [>.............................] - ETA: 48s - loss: 0.3489 - accuracy: 0.8438
 21/316 [>.............................] - ETA: 47s - loss: 0.3552 - accuracy: 0.8423
 22/316 [=>............................] - ETA: 47s - loss: 0.3703 - accuracy: 0.8352
 23/316 [=>............................] - ETA: 47s - loss: 0.3754 - accuracy: 0.8342
 24/316 [=>............................] - ETA: 47s - loss: 0.3777 - accuracy: 0.8307
 25/316 [=>............................] - ETA: 47s - loss: 0.3742 - accuracy: 0.8325
 26/316 [=>............................] - ETA: 47s - loss: 0.3768 - accuracy: 0.8245
 27/316 [=>............................] - ETA: 47s - loss: 0.3669 - accuracy: 0.8310
 28/316 [=>............................] - ETA: 46s - loss: 0.3746 - accuracy: 0.8281
 29/316 [=>............................] - ETA: 46s - loss: 0.3668 - accuracy: 0.8297
 30/316 [=>............................] - ETA: 46s - loss: 0.3720 - accuracy: 0.8292
 31/316 [=>............................] - ETA: 46s - loss: 0.3710 - accuracy: 0.8306
 32/316 [==>...........................] - ETA: 46s - loss: 0.3788 - accuracy: 0.8262
 33/316 [==>...........................] - ETA: 46s - loss: 0.3801 - accuracy: 0.8258
 34/316 [==>...........................] - ETA: 45s - loss: 0.3849 - accuracy: 0.8235
 35/316 [==>...........................] - ETA: 45s - loss: 0.3898 - accuracy: 0.8196
 36/316 [==>...........................] - ETA: 45s - loss: 0.3957 - accuracy: 0.8160
 37/316 [==>...........................] - ETA: 45s - loss: 0.3914 - accuracy: 0.8193
 38/316 [==>...........................] - ETA: 45s - loss: 0.3917 - accuracy: 0.8191
 39/316 [==>...........................] - ETA: 45s - loss: 0.3909 - accuracy: 0.8173
 40/316 [==>...........................] - ETA: 45s - loss: 0.3939 - accuracy: 0.8156
 41/316 [==>...........................] - ETA: 44s - loss: 0.3931 - accuracy: 0.8171
 42/316 [==>...........................] - ETA: 44s - loss: 0.3896 - accuracy: 0.8199
 43/316 [===>..........................] - ETA: 44s - loss: 0.3910 - accuracy: 0.8183
 44/316 [===>..........................] - ETA: 44s - loss: 0.3921 - accuracy: 0.8182
 45/316 [===>..........................] - ETA: 44s - loss: 0.3905 - accuracy: 0.8208
 46/316 [===>..........................] - ETA: 44s - loss: 0.3984 - accuracy: 0.8179
 47/316 [===>..........................] - ETA: 43s - loss: 0.3973 - accuracy: 0.8205
 48/316 [===>..........................] - ETA: 43s - loss: 0.3971 - accuracy: 0.8203
 49/316 [===>..........................] - ETA: 43s - loss: 0.3962 - accuracy: 0.8214
 50/316 [===>..........................] - ETA: 43s - loss: 0.3971 - accuracy: 0.8213
 51/316 [===>..........................] - ETA: 43s - loss: 0.3990 - accuracy: 0.8211
 52/316 [===>..........................] - ETA: 43s - loss: 0.4003 - accuracy: 0.8209
 53/316 [====>.........................] - ETA: 43s - loss: 0.3983 - accuracy: 0.8231
 54/316 [====>.........................] - ETA: 42s - loss: 0.3999 - accuracy: 0.8206
 55/316 [====>.........................] - ETA: 42s - loss: 0.4007 - accuracy: 0.8193
 56/316 [====>.........................] - ETA: 42s - loss: 0.4023 - accuracy: 0.8158
 57/316 [====>.........................] - ETA: 42s - loss: 0.4036 - accuracy: 0.8147
 58/316 [====>.........................] - ETA: 42s - loss: 0.4028 - accuracy: 0.8136
 59/316 [====>.........................] - ETA: 42s - loss: 0.4036 - accuracy: 0.8125
 60/316 [====>.........................] - ETA: 41s - loss: 0.4021 - accuracy: 0.8146
 61/316 [====>.........................] - ETA: 41s - loss: 0.4052 - accuracy: 0.8135
 62/316 [====>.........................] - ETA: 41s - loss: 0.4042 - accuracy: 0.8125
 63/316 [====>.........................] - ETA: 41s - loss: 0.4035 - accuracy: 0.8135
 64/316 [=====>........................] - ETA: 41s - loss: 0.4023 - accuracy: 0.8154
 65/316 [=====>........................] - ETA: 41s - loss: 0.4034 - accuracy: 0.8154
 66/316 [=====>........................] - ETA: 40s - loss: 0.4032 - accuracy: 0.8163
 67/316 [=====>........................] - ETA: 40s - loss: 0.4032 - accuracy: 0.8172
 68/316 [=====>........................] - ETA: 40s - loss: 0.4053 - accuracy: 0.8162
 69/316 [=====>........................] - ETA: 40s - loss: 0.4042 - accuracy: 0.8152
 70/316 [=====>........................] - ETA: 40s - loss: 0.4033 - accuracy: 0.8152
 71/316 [=====>........................] - ETA: 40s - loss: 0.4021 - accuracy: 0.8151
 72/316 [=====>........................] - ETA: 39s - loss: 0.4022 - accuracy: 0.8151
 73/316 [=====>........................] - ETA: 39s - loss: 0.4042 - accuracy: 0.8134
 74/316 [======>.......................] - ETA: 39s - loss: 0.4078 - accuracy: 0.8117
 75/316 [======>.......................] - ETA: 39s - loss: 0.4067 - accuracy: 0.8117
 76/316 [======>.......................] - ETA: 39s - loss: 0.4088 - accuracy: 0.8100
 77/316 [======>.......................] - ETA: 39s - loss: 0.4091 - accuracy: 0.8093
 78/316 [======>.......................] - ETA: 38s - loss: 0.4089 - accuracy: 0.8093
 79/316 [======>.......................] - ETA: 38s - loss: 0.4129 - accuracy: 0.8062
 80/316 [======>.......................] - ETA: 38s - loss: 0.4125 - accuracy: 0.8062
 81/316 [======>.......................] - ETA: 38s - loss: 0.4099 - accuracy: 0.8079
 82/316 [======>.......................] - ETA: 38s - loss: 0.4100 - accuracy: 0.8072
 83/316 [======>.......................] - ETA: 38s - loss: 0.4122 - accuracy: 0.8050
 84/316 [======>.......................] - ETA: 37s - loss: 0.4109 - accuracy: 0.8058
 85/316 [=======>......................] - ETA: 37s - loss: 0.4134 - accuracy: 0.8029
 86/316 [=======>......................] - ETA: 37s - loss: 0.4138 - accuracy: 0.8038
 87/316 [=======>......................] - ETA: 37s - loss: 0.4143 - accuracy: 0.8024
 88/316 [=======>......................] - ETA: 37s - loss: 0.4162 - accuracy: 0.8011
 89/316 [=======>......................] - ETA: 37s - loss: 0.4141 - accuracy: 0.8020
 90/316 [=======>......................] - ETA: 37s - loss: 0.4131 - accuracy: 0.8021
 91/316 [=======>......................] - ETA: 36s - loss: 0.4136 - accuracy: 0.8008
 92/316 [=======>......................] - ETA: 36s - loss: 0.4131 - accuracy: 0.8003
 93/316 [=======>......................] - ETA: 36s - loss: 0.4127 - accuracy: 0.8004
 94/316 [=======>......................] - ETA: 36s - loss: 0.4149 - accuracy: 0.7999
 95/316 [========>.....................] - ETA: 36s - loss: 0.4150 - accuracy: 0.8000
 96/316 [========>.....................] - ETA: 36s - loss: 0.4160 - accuracy: 0.7982
 97/316 [========>.....................] - ETA: 36s - loss: 0.4162 - accuracy: 0.7977
 98/316 [========>.....................] - ETA: 35s - loss: 0.4179 - accuracy: 0.7978
 99/316 [========>.....................] - ETA: 35s - loss: 0.4181 - accuracy: 0.7973
100/316 [========>.....................] - ETA: 35s - loss: 0.4198 - accuracy: 0.7956
101/316 [========>.....................] - ETA: 35s - loss: 0.4197 - accuracy: 0.7952
102/316 [========>.....................] - ETA: 35s - loss: 0.4202 - accuracy: 0.7947
103/316 [========>.....................] - ETA: 35s - loss: 0.4204 - accuracy: 0.7949
104/316 [========>.....................] - ETA: 35s - loss: 0.4198 - accuracy: 0.7951
105/316 [========>.....................] - ETA: 35s - loss: 0.4205 - accuracy: 0.7929
106/316 [=========>....................] - ETA: 34s - loss: 0.4209 - accuracy: 0.7925
107/316 [=========>....................] - ETA: 34s - loss: 0.4242 - accuracy: 0.7915
108/316 [=========>....................] - ETA: 34s - loss: 0.4245 - accuracy: 0.7922
109/316 [=========>....................] - ETA: 34s - loss: 0.4246 - accuracy: 0.7936
110/316 [=========>....................] - ETA: 34s - loss: 0.4256 - accuracy: 0.7926
111/316 [=========>....................] - ETA: 34s - loss: 0.4253 - accuracy: 0.7934
112/316 [=========>....................] - ETA: 34s - loss: 0.4254 - accuracy: 0.7935
113/316 [=========>....................] - ETA: 34s - loss: 0.4259 - accuracy: 0.7926
114/316 [=========>....................] - ETA: 33s - loss: 0.4268 - accuracy: 0.7922
115/316 [=========>....................] - ETA: 33s - loss: 0.4291 - accuracy: 0.7902
116/316 [==========>...................] - ETA: 33s - loss: 0.4291 - accuracy: 0.7899
117/316 [==========>...................] - ETA: 33s - loss: 0.4292 - accuracy: 0.7890
118/316 [==========>...................] - ETA: 33s - loss: 0.4292 - accuracy: 0.7887
119/316 [==========>...................] - ETA: 33s - loss: 0.4298 - accuracy: 0.7878
120/316 [==========>...................] - ETA: 33s - loss: 0.4312 - accuracy: 0.7865
121/316 [==========>...................] - ETA: 32s - loss: 0.4316 - accuracy: 0.7862
122/316 [==========>...................] - ETA: 32s - loss: 0.4307 - accuracy: 0.7874
123/316 [==========>...................] - ETA: 32s - loss: 0.4302 - accuracy: 0.7881
124/316 [==========>...................] - ETA: 32s - loss: 0.4307 - accuracy: 0.7883
125/316 [==========>...................] - ETA: 32s - loss: 0.4305 - accuracy: 0.7880
126/316 [==========>...................] - ETA: 32s - loss: 0.4301 - accuracy: 0.7872
127/316 [===========>..................] - ETA: 32s - loss: 0.4304 - accuracy: 0.7869
128/316 [===========>..................] - ETA: 31s - loss: 0.4301 - accuracy: 0.7866
129/316 [===========>..................] - ETA: 31s - loss: 0.4300 - accuracy: 0.7863
130/316 [===========>..................] - ETA: 31s - loss: 0.4303 - accuracy: 0.7865
131/316 [===========>..................] - ETA: 31s - loss: 0.4318 - accuracy: 0.7863
132/316 [===========>..................] - ETA: 31s - loss: 0.4334 - accuracy: 0.7855
133/316 [===========>..................] - ETA: 31s - loss: 0.4319 - accuracy: 0.7867
134/316 [===========>..................] - ETA: 31s - loss: 0.4308 - accuracy: 0.7878
135/316 [===========>..................] - ETA: 30s - loss: 0.4307 - accuracy: 0.7880
136/316 [===========>..................] - ETA: 30s - loss: 0.4299 - accuracy: 0.7881
137/316 [============>.................] - ETA: 30s - loss: 0.4294 - accuracy: 0.7888
138/316 [============>.................] - ETA: 30s - loss: 0.4295 - accuracy: 0.7889
139/316 [============>.................] - ETA: 30s - loss: 0.4286 - accuracy: 0.7900
140/316 [============>.................] - ETA: 30s - loss: 0.4287 - accuracy: 0.7897
141/316 [============>.................] - ETA: 29s - loss: 0.4284 - accuracy: 0.7903
142/316 [============>.................] - ETA: 29s - loss: 0.4291 - accuracy: 0.7896
143/316 [============>.................] - ETA: 29s - loss: 0.4283 - accuracy: 0.7902
144/316 [============>.................] - ETA: 29s - loss: 0.4279 - accuracy: 0.7899
145/316 [============>.................] - ETA: 29s - loss: 0.4265 - accuracy: 0.7909
146/316 [============>.................] - ETA: 29s - loss: 0.4257 - accuracy: 0.7920
147/316 [============>.................] - ETA: 29s - loss: 0.4252 - accuracy: 0.7929
148/316 [=============>................] - ETA: 28s - loss: 0.4253 - accuracy: 0.7931
149/316 [=============>................] - ETA: 28s - loss: 0.4247 - accuracy: 0.7940
150/316 [=============>................] - ETA: 28s - loss: 0.4245 - accuracy: 0.7942
151/316 [=============>................] - ETA: 28s - loss: 0.4240 - accuracy: 0.7943
152/316 [=============>................] - ETA: 28s - loss: 0.4254 - accuracy: 0.7932
153/316 [=============>................] - ETA: 28s - loss: 0.4258 - accuracy: 0.7929
154/316 [=============>................] - ETA: 27s - loss: 0.4262 - accuracy: 0.7926
155/316 [=============>................] - ETA: 27s - loss: 0.4265 - accuracy: 0.7923
156/316 [=============>................] - ETA: 27s - loss: 0.4259 - accuracy: 0.7929
157/316 [=============>................] - ETA: 27s - loss: 0.4261 - accuracy: 0.7930
158/316 [==============>...............] - ETA: 27s - loss: 0.4272 - accuracy: 0.7919
159/316 [==============>...............] - ETA: 27s - loss: 0.4284 - accuracy: 0.7913
160/316 [==============>...............] - ETA: 26s - loss: 0.4305 - accuracy: 0.7898
161/316 [==============>...............] - ETA: 26s - loss: 0.4293 - accuracy: 0.7908
162/316 [==============>...............] - ETA: 26s - loss: 0.4294 - accuracy: 0.7905
163/316 [==============>...............] - ETA: 26s - loss: 0.4285 - accuracy: 0.7914
164/316 [==============>...............] - ETA: 26s - loss: 0.4292 - accuracy: 0.7912
165/316 [==============>...............] - ETA: 26s - loss: 0.4296 - accuracy: 0.7913
166/316 [==============>...............] - ETA: 26s - loss: 0.4283 - accuracy: 0.7925
167/316 [==============>...............] - ETA: 25s - loss: 0.4284 - accuracy: 0.7923
168/316 [==============>...............] - ETA: 25s - loss: 0.4287 - accuracy: 0.7913
169/316 [===============>..............] - ETA: 25s - loss: 0.4281 - accuracy: 0.7922
170/316 [===============>..............] - ETA: 25s - loss: 0.4291 - accuracy: 0.7923
171/316 [===============>..............] - ETA: 25s - loss: 0.4284 - accuracy: 0.7928
172/316 [===============>..............] - ETA: 25s - loss: 0.4286 - accuracy: 0.7922
173/316 [===============>..............] - ETA: 24s - loss: 0.4289 - accuracy: 0.7919
174/316 [===============>..............] - ETA: 24s - loss: 0.4279 - accuracy: 0.7927
175/316 [===============>..............] - ETA: 24s - loss: 0.4281 - accuracy: 0.7925
176/316 [===============>..............] - ETA: 24s - loss: 0.4285 - accuracy: 0.7923
177/316 [===============>..............] - ETA: 24s - loss: 0.4290 - accuracy: 0.7920
178/316 [===============>..............] - ETA: 24s - loss: 0.4288 - accuracy: 0.7928
179/316 [===============>..............] - ETA: 23s - loss: 0.4298 - accuracy: 0.7922
180/316 [================>.............] - ETA: 23s - loss: 0.4293 - accuracy: 0.7927
181/316 [================>.............] - ETA: 23s - loss: 0.4282 - accuracy: 0.7935
182/316 [================>.............] - ETA: 23s - loss: 0.4300 - accuracy: 0.7929
183/316 [================>.............] - ETA: 23s - loss: 0.4299 - accuracy: 0.7934
184/316 [================>.............] - ETA: 23s - loss: 0.4298 - accuracy: 0.7935
185/316 [================>.............] - ETA: 22s - loss: 0.4292 - accuracy: 0.7936
186/316 [================>.............] - ETA: 22s - loss: 0.4286 - accuracy: 0.7937
187/316 [================>.............] - ETA: 22s - loss: 0.4293 - accuracy: 0.7931
188/316 [================>.............] - ETA: 22s - loss: 0.4302 - accuracy: 0.7929
189/316 [================>.............] - ETA: 22s - loss: 0.4298 - accuracy: 0.7927
190/316 [=================>............] - ETA: 22s - loss: 0.4294 - accuracy: 0.7928
191/316 [=================>............] - ETA: 21s - loss: 0.4291 - accuracy: 0.7935
192/316 [=================>............] - ETA: 21s - loss: 0.4282 - accuracy: 0.7946
193/316 [=================>............] - ETA: 21s - loss: 0.4284 - accuracy: 0.7944
194/316 [=================>............] - ETA: 21s - loss: 0.4274 - accuracy: 0.7951
195/316 [=================>............] - ETA: 21s - loss: 0.4274 - accuracy: 0.7952
196/316 [=================>............] - ETA: 21s - loss: 0.4271 - accuracy: 0.7953
197/316 [=================>............] - ETA: 20s - loss: 0.4275 - accuracy: 0.7951
198/316 [=================>............] - ETA: 20s - loss: 0.4270 - accuracy: 0.7955
199/316 [=================>............] - ETA: 20s - loss: 0.4266 - accuracy: 0.7962
200/316 [=================>............] - ETA: 20s - loss: 0.4254 - accuracy: 0.7966
201/316 [==================>...........] - ETA: 20s - loss: 0.4261 - accuracy: 0.7960
202/316 [==================>...........] - ETA: 20s - loss: 0.4256 - accuracy: 0.7964
203/316 [==================>...........] - ETA: 19s - loss: 0.4249 - accuracy: 0.7968
204/316 [==================>...........] - ETA: 19s - loss: 0.4246 - accuracy: 0.7969
205/316 [==================>...........] - ETA: 19s - loss: 0.4253 - accuracy: 0.7960
206/316 [==================>...........] - ETA: 19s - loss: 0.4262 - accuracy: 0.7955
207/316 [==================>...........] - ETA: 19s - loss: 0.4279 - accuracy: 0.7944
208/316 [==================>...........] - ETA: 19s - loss: 0.4276 - accuracy: 0.7942
209/316 [==================>...........] - ETA: 18s - loss: 0.4276 - accuracy: 0.7940
210/316 [==================>...........] - ETA: 18s - loss: 0.4289 - accuracy: 0.7932
211/316 [===================>..........] - ETA: 18s - loss: 0.4295 - accuracy: 0.7921
212/316 [===================>..........] - ETA: 18s - loss: 0.4303 - accuracy: 0.7913
213/316 [===================>..........] - ETA: 18s - loss: 0.4307 - accuracy: 0.7911
214/316 [===================>..........] - ETA: 17s - loss: 0.4319 - accuracy: 0.7903
215/316 [===================>..........] - ETA: 17s - loss: 0.4325 - accuracy: 0.7895
216/316 [===================>..........] - ETA: 17s - loss: 0.4315 - accuracy: 0.7902
217/316 [===================>..........] - ETA: 17s - loss: 0.4309 - accuracy: 0.7909
218/316 [===================>..........] - ETA: 17s - loss: 0.4307 - accuracy: 0.7910
219/316 [===================>..........] - ETA: 17s - loss: 0.4303 - accuracy: 0.7917
220/316 [===================>..........] - ETA: 16s - loss: 0.4309 - accuracy: 0.7915
221/316 [===================>..........] - ETA: 16s - loss: 0.4304 - accuracy: 0.7919
222/316 [====================>.........] - ETA: 16s - loss: 0.4304 - accuracy: 0.7914
223/316 [====================>.........] - ETA: 16s - loss: 0.4303 - accuracy: 0.7915
224/316 [====================>.........] - ETA: 16s - loss: 0.4305 - accuracy: 0.7913
225/316 [====================>.........] - ETA: 16s - loss: 0.4311 - accuracy: 0.7914
226/316 [====================>.........] - ETA: 15s - loss: 0.4307 - accuracy: 0.7912
227/316 [====================>.........] - ETA: 15s - loss: 0.4303 - accuracy: 0.7916
228/316 [====================>.........] - ETA: 15s - loss: 0.4313 - accuracy: 0.7908
229/316 [====================>.........] - ETA: 15s - loss: 0.4319 - accuracy: 0.7901
230/316 [====================>.........] - ETA: 15s - loss: 0.4322 - accuracy: 0.7899
231/316 [====================>.........] - ETA: 15s - loss: 0.4311 - accuracy: 0.7906
232/316 [=====================>........] - ETA: 14s - loss: 0.4310 - accuracy: 0.7904
233/316 [=====================>........] - ETA: 14s - loss: 0.4313 - accuracy: 0.7902
234/316 [=====================>........] - ETA: 14s - loss: 0.4316 - accuracy: 0.7903
235/316 [=====================>........] - ETA: 14s - loss: 0.4313 - accuracy: 0.7910
236/316 [=====================>........] - ETA: 14s - loss: 0.4311 - accuracy: 0.7913
237/316 [=====================>........] - ETA: 14s - loss: 0.4311 - accuracy: 0.7917
238/316 [=====================>........] - ETA: 13s - loss: 0.4309 - accuracy: 0.7918
239/316 [=====================>........] - ETA: 13s - loss: 0.4303 - accuracy: 0.7921
240/316 [=====================>........] - ETA: 13s - loss: 0.4302 - accuracy: 0.7919
241/316 [=====================>........] - ETA: 13s - loss: 0.4306 - accuracy: 0.7915
242/316 [=====================>........] - ETA: 13s - loss: 0.4328 - accuracy: 0.7903
243/316 [======================>.......] - ETA: 12s - loss: 0.4321 - accuracy: 0.7909
244/316 [======================>.......] - ETA: 12s - loss: 0.4318 - accuracy: 0.7910
245/316 [======================>.......] - ETA: 12s - loss: 0.4312 - accuracy: 0.7916
246/316 [======================>.......] - ETA: 12s - loss: 0.4309 - accuracy: 0.7917
247/316 [======================>.......] - ETA: 12s - loss: 0.4306 - accuracy: 0.7918
248/316 [======================>.......] - ETA: 12s - loss: 0.4309 - accuracy: 0.7916
249/316 [======================>.......] - ETA: 11s - loss: 0.4303 - accuracy: 0.7917
250/316 [======================>.......] - ETA: 11s - loss: 0.4312 - accuracy: 0.7912
251/316 [======================>.......] - ETA: 11s - loss: 0.4314 - accuracy: 0.7913
252/316 [======================>.......] - ETA: 11s - loss: 0.4309 - accuracy: 0.7917
253/316 [=======================>......] - ETA: 11s - loss: 0.4314 - accuracy: 0.7915
254/316 [=======================>......] - ETA: 11s - loss: 0.4307 - accuracy: 0.7918
255/316 [=======================>......] - ETA: 10s - loss: 0.4301 - accuracy: 0.7922
256/316 [=======================>......] - ETA: 10s - loss: 0.4296 - accuracy: 0.7922
257/316 [=======================>......] - ETA: 10s - loss: 0.4289 - accuracy: 0.7928
258/316 [=======================>......] - ETA: 10s - loss: 0.4289 - accuracy: 0.7929
259/316 [=======================>......] - ETA: 10s - loss: 0.4289 - accuracy: 0.7927
260/316 [=======================>......] - ETA: 9s - loss: 0.4300 - accuracy: 0.7921 
261/316 [=======================>......] - ETA: 9s - loss: 0.4296 - accuracy: 0.7919
262/316 [=======================>......] - ETA: 9s - loss: 0.4290 - accuracy: 0.7920
263/316 [=======================>......] - ETA: 9s - loss: 0.4285 - accuracy: 0.7923
264/316 [========================>.....] - ETA: 9s - loss: 0.4285 - accuracy: 0.7921
265/316 [========================>.....] - ETA: 9s - loss: 0.4290 - accuracy: 0.7915
266/316 [========================>.....] - ETA: 8s - loss: 0.4287 - accuracy: 0.7921
267/316 [========================>.....] - ETA: 8s - loss: 0.4285 - accuracy: 0.7921
268/316 [========================>.....] - ETA: 8s - loss: 0.4289 - accuracy: 0.7920
269/316 [========================>.....] - ETA: 8s - loss: 0.4298 - accuracy: 0.7918
270/316 [========================>.....] - ETA: 8s - loss: 0.4298 - accuracy: 0.7917
271/316 [========================>.....] - ETA: 8s - loss: 0.4297 - accuracy: 0.7920
272/316 [========================>.....] - ETA: 7s - loss: 0.4293 - accuracy: 0.7923
273/316 [========================>.....] - ETA: 7s - loss: 0.4289 - accuracy: 0.7926
274/316 [=========================>....] - ETA: 7s - loss: 0.4297 - accuracy: 0.7920
275/316 [=========================>....] - ETA: 7s - loss: 0.4289 - accuracy: 0.7925
276/316 [=========================>....] - ETA: 7s - loss: 0.4294 - accuracy: 0.7919
277/316 [=========================>....] - ETA: 6s - loss: 0.4292 - accuracy: 0.7920
278/316 [=========================>....] - ETA: 6s - loss: 0.4297 - accuracy: 0.7916
279/316 [=========================>....] - ETA: 6s - loss: 0.4294 - accuracy: 0.7917
280/316 [=========================>....] - ETA: 6s - loss: 0.4295 - accuracy: 0.7920
281/316 [=========================>....] - ETA: 6s - loss: 0.4292 - accuracy: 0.7920
282/316 [=========================>....] - ETA: 6s - loss: 0.4295 - accuracy: 0.7917
283/316 [=========================>....] - ETA: 5s - loss: 0.4293 - accuracy: 0.7917
284/316 [=========================>....] - ETA: 5s - loss: 0.4294 - accuracy: 0.7916
285/316 [==========================>...] - ETA: 5s - loss: 0.4297 - accuracy: 0.7914
286/316 [==========================>...] - ETA: 5s - loss: 0.4296 - accuracy: 0.7915
287/316 [==========================>...] - ETA: 5s - loss: 0.4297 - accuracy: 0.7916
288/316 [==========================>...] - ETA: 5s - loss: 0.4291 - accuracy: 0.7921
289/316 [==========================>...] - ETA: 4s - loss: 0.4289 - accuracy: 0.7917
290/316 [==========================>...] - ETA: 4s - loss: 0.4290 - accuracy: 0.7918
291/316 [==========================>...] - ETA: 4s - loss: 0.4292 - accuracy: 0.7917
292/316 [==========================>...] - ETA: 4s - loss: 0.4289 - accuracy: 0.7922
293/316 [==========================>...] - ETA: 4s - loss: 0.4282 - accuracy: 0.7927
294/316 [==========================>...] - ETA: 3s - loss: 0.4282 - accuracy: 0.7925
295/316 [===========================>..] - ETA: 3s - loss: 0.4282 - accuracy: 0.7926
296/316 [===========================>..] - ETA: 3s - loss: 0.4286 - accuracy: 0.7924
297/316 [===========================>..] - ETA: 3s - loss: 0.4285 - accuracy: 0.7921
298/316 [===========================>..] - ETA: 3s - loss: 0.4284 - accuracy: 0.7922
299/316 [===========================>..] - ETA: 3s - loss: 0.4287 - accuracy: 0.7920
300/316 [===========================>..] - ETA: 2s - loss: 0.4289 - accuracy: 0.7917
301/316 [===========================>..] - ETA: 2s - loss: 0.4286 - accuracy: 0.7922
302/316 [===========================>..] - ETA: 2s - loss: 0.4290 - accuracy: 0.7918
303/316 [===========================>..] - ETA: 2s - loss: 0.4283 - accuracy: 0.7923
304/316 [===========================>..] - ETA: 2s - loss: 0.4280 - accuracy: 0.7926
305/316 [===========================>..] - ETA: 1s - loss: 0.4280 - accuracy: 0.7926
306/316 [============================>.] - ETA: 1s - loss: 0.4284 - accuracy: 0.7927
307/316 [============================>.] - ETA: 1s - loss: 0.4276 - accuracy: 0.7932
308/316 [============================>.] - ETA: 1s - loss: 0.4275 - accuracy: 0.7932
309/316 [============================>.] - ETA: 1s - loss: 0.4277 - accuracy: 0.7931
310/316 [============================>.] - ETA: 1s - loss: 0.4276 - accuracy: 0.7929
311/316 [============================>.] - ETA: 0s - loss: 0.4273 - accuracy: 0.7932
312/316 [============================>.] - ETA: 0s - loss: 0.4274 - accuracy: 0.7931
313/316 [============================>.] - ETA: 0s - loss: 0.4268 - accuracy: 0.7935
314/316 [============================>.] - ETA: 0s - loss: 0.4259 - accuracy: 0.7940
315/316 [============================>.] - ETA: 0s - loss: 0.4258 - accuracy: 0.7942
316/316 [==============================] - 57s 179ms/step - loss: 0.4257 - accuracy: 0.7941

316/316 [==============================] - 60s 191ms/step - loss: 0.4257 - accuracy: 0.7941 - val_loss: 0.2185 - val_accuracy: 0.9081
Epoch 19/100

  1/316 [..............................] - ETA: 47s - loss: 0.3593 - accuracy: 0.9375
  2/316 [..............................] - ETA: 55s - loss: 0.3083 - accuracy: 0.8750
  3/316 [..............................] - ETA: 54s - loss: 0.3397 - accuracy: 0.8542
  4/316 [..............................] - ETA: 55s - loss: 0.3232 - accuracy: 0.8750
  5/316 [..............................] - ETA: 55s - loss: 0.2950 - accuracy: 0.8750
  6/316 [..............................] - ETA: 56s - loss: 0.3056 - accuracy: 0.8646
  7/316 [..............................] - ETA: 55s - loss: 0.2839 - accuracy: 0.8750
  8/316 [..............................] - ETA: 56s - loss: 0.3030 - accuracy: 0.8594
  9/316 [..............................] - ETA: 56s - loss: 0.3288 - accuracy: 0.8403
 10/316 [..............................] - ETA: 56s - loss: 0.3254 - accuracy: 0.8438
 11/316 [>.............................] - ETA: 55s - loss: 0.3302 - accuracy: 0.8409
 12/316 [>.............................] - ETA: 55s - loss: 0.3326 - accuracy: 0.8385
 13/316 [>.............................] - ETA: 55s - loss: 0.3269 - accuracy: 0.8365
 14/316 [>.............................] - ETA: 55s - loss: 0.3374 - accuracy: 0.8304
 15/316 [>.............................] - ETA: 55s - loss: 0.3404 - accuracy: 0.8333
 16/316 [>.............................] - ETA: 55s - loss: 0.3409 - accuracy: 0.8320
 17/316 [>.............................] - ETA: 55s - loss: 0.3638 - accuracy: 0.8272
 18/316 [>.............................] - ETA: 54s - loss: 0.3696 - accuracy: 0.8299
 19/316 [>.............................] - ETA: 54s - loss: 0.3754 - accuracy: 0.8257
 20/316 [>.............................] - ETA: 54s - loss: 0.3819 - accuracy: 0.8219
 21/316 [>.............................] - ETA: 54s - loss: 0.3815 - accuracy: 0.8214
 22/316 [=>............................] - ETA: 54s - loss: 0.3781 - accuracy: 0.8239
 23/316 [=>............................] - ETA: 54s - loss: 0.3808 - accuracy: 0.8261
 24/316 [=>............................] - ETA: 53s - loss: 0.3775 - accuracy: 0.8255
 25/316 [=>............................] - ETA: 53s - loss: 0.3769 - accuracy: 0.8275
 26/316 [=>............................] - ETA: 53s - loss: 0.3781 - accuracy: 0.8245
 27/316 [=>............................] - ETA: 53s - loss: 0.3836 - accuracy: 0.8194
 28/316 [=>............................] - ETA: 53s - loss: 0.3950 - accuracy: 0.8147
 29/316 [=>............................] - ETA: 52s - loss: 0.3959 - accuracy: 0.8168
 30/316 [=>............................] - ETA: 52s - loss: 0.3958 - accuracy: 0.8167
 31/316 [=>............................] - ETA: 52s - loss: 0.3986 - accuracy: 0.8165
 32/316 [==>...........................] - ETA: 52s - loss: 0.4011 - accuracy: 0.8125
 33/316 [==>...........................] - ETA: 52s - loss: 0.3965 - accuracy: 0.8163
 34/316 [==>...........................] - ETA: 52s - loss: 0.3964 - accuracy: 0.8180
 35/316 [==>...........................] - ETA: 51s - loss: 0.4033 - accuracy: 0.8161
 36/316 [==>...........................] - ETA: 51s - loss: 0.4075 - accuracy: 0.8160
 37/316 [==>...........................] - ETA: 51s - loss: 0.4075 - accuracy: 0.8159
 38/316 [==>...........................] - ETA: 51s - loss: 0.4027 - accuracy: 0.8191
 39/316 [==>...........................] - ETA: 51s - loss: 0.4099 - accuracy: 0.8125
 40/316 [==>...........................] - ETA: 51s - loss: 0.4096 - accuracy: 0.8109
 41/316 [==>...........................] - ETA: 50s - loss: 0.4079 - accuracy: 0.8125
 42/316 [==>...........................] - ETA: 50s - loss: 0.4108 - accuracy: 0.8125
 43/316 [===>..........................] - ETA: 50s - loss: 0.4080 - accuracy: 0.8140
 44/316 [===>..........................] - ETA: 50s - loss: 0.4071 - accuracy: 0.8153
 45/316 [===>..........................] - ETA: 50s - loss: 0.4107 - accuracy: 0.8139
 46/316 [===>..........................] - ETA: 49s - loss: 0.4100 - accuracy: 0.8139
 47/316 [===>..........................] - ETA: 49s - loss: 0.4087 - accuracy: 0.8165
 48/316 [===>..........................] - ETA: 49s - loss: 0.4092 - accuracy: 0.8151
 49/316 [===>..........................] - ETA: 49s - loss: 0.4079 - accuracy: 0.8163
 50/316 [===>..........................] - ETA: 49s - loss: 0.4096 - accuracy: 0.8150
 51/316 [===>..........................] - ETA: 48s - loss: 0.4113 - accuracy: 0.8137
 52/316 [===>..........................] - ETA: 48s - loss: 0.4092 - accuracy: 0.8149
 53/316 [====>.........................] - ETA: 48s - loss: 0.4087 - accuracy: 0.8149
 54/316 [====>.........................] - ETA: 48s - loss: 0.4103 - accuracy: 0.8125
 55/316 [====>.........................] - ETA: 48s - loss: 0.4082 - accuracy: 0.8148
 56/316 [====>.........................] - ETA: 48s - loss: 0.4076 - accuracy: 0.8136
 57/316 [====>.........................] - ETA: 47s - loss: 0.4102 - accuracy: 0.8125
 58/316 [====>.........................] - ETA: 47s - loss: 0.4145 - accuracy: 0.8093
 59/316 [====>.........................] - ETA: 47s - loss: 0.4142 - accuracy: 0.8093
 60/316 [====>.........................] - ETA: 47s - loss: 0.4153 - accuracy: 0.8083
 61/316 [====>.........................] - ETA: 47s - loss: 0.4134 - accuracy: 0.8084
 62/316 [====>.........................] - ETA: 47s - loss: 0.4148 - accuracy: 0.8075
 63/316 [====>.........................] - ETA: 46s - loss: 0.4174 - accuracy: 0.8065
 64/316 [=====>........................] - ETA: 46s - loss: 0.4145 - accuracy: 0.8076
 65/316 [=====>........................] - ETA: 46s - loss: 0.4147 - accuracy: 0.8077
 66/316 [=====>........................] - ETA: 46s - loss: 0.4167 - accuracy: 0.8049
 67/316 [=====>........................] - ETA: 46s - loss: 0.4161 - accuracy: 0.8050
 68/316 [=====>........................] - ETA: 46s - loss: 0.4172 - accuracy: 0.8033
 69/316 [=====>........................] - ETA: 45s - loss: 0.4178 - accuracy: 0.8025
 70/316 [=====>........................] - ETA: 45s - loss: 0.4193 - accuracy: 0.8000
 71/316 [=====>........................] - ETA: 45s - loss: 0.4172 - accuracy: 0.8011
 72/316 [=====>........................] - ETA: 45s - loss: 0.4148 - accuracy: 0.8030
 73/316 [=====>........................] - ETA: 45s - loss: 0.4126 - accuracy: 0.8048
 74/316 [======>.......................] - ETA: 44s - loss: 0.4130 - accuracy: 0.8041
 75/316 [======>.......................] - ETA: 44s - loss: 0.4135 - accuracy: 0.8033
 76/316 [======>.......................] - ETA: 44s - loss: 0.4120 - accuracy: 0.8043
 77/316 [======>.......................] - ETA: 44s - loss: 0.4115 - accuracy: 0.8044
 78/316 [======>.......................] - ETA: 44s - loss: 0.4108 - accuracy: 0.8053
 79/316 [======>.......................] - ETA: 43s - loss: 0.4106 - accuracy: 0.8062
 80/316 [======>.......................] - ETA: 43s - loss: 0.4117 - accuracy: 0.8062
 81/316 [======>.......................] - ETA: 43s - loss: 0.4090 - accuracy: 0.8079
 82/316 [======>.......................] - ETA: 43s - loss: 0.4071 - accuracy: 0.8087
 83/316 [======>.......................] - ETA: 43s - loss: 0.4073 - accuracy: 0.8072
 84/316 [======>.......................] - ETA: 43s - loss: 0.4069 - accuracy: 0.8080
 85/316 [=======>......................] - ETA: 42s - loss: 0.4074 - accuracy: 0.8074
 86/316 [=======>......................] - ETA: 42s - loss: 0.4109 - accuracy: 0.8045
 87/316 [=======>......................] - ETA: 42s - loss: 0.4089 - accuracy: 0.8068
 88/316 [=======>......................] - ETA: 42s - loss: 0.4092 - accuracy: 0.8068
 89/316 [=======>......................] - ETA: 42s - loss: 0.4102 - accuracy: 0.8055
 90/316 [=======>......................] - ETA: 41s - loss: 0.4123 - accuracy: 0.8056
 91/316 [=======>......................] - ETA: 41s - loss: 0.4137 - accuracy: 0.8036
 92/316 [=======>......................] - ETA: 41s - loss: 0.4122 - accuracy: 0.8043
 93/316 [=======>......................] - ETA: 41s - loss: 0.4114 - accuracy: 0.8058
 94/316 [=======>......................] - ETA: 41s - loss: 0.4100 - accuracy: 0.8072
 95/316 [========>.....................] - ETA: 41s - loss: 0.4096 - accuracy: 0.8072
 96/316 [========>.....................] - ETA: 40s - loss: 0.4078 - accuracy: 0.8079
 97/316 [========>.....................] - ETA: 40s - loss: 0.4096 - accuracy: 0.8080
 98/316 [========>.....................] - ETA: 40s - loss: 0.4100 - accuracy: 0.8068
 99/316 [========>.....................] - ETA: 40s - loss: 0.4095 - accuracy: 0.8062
100/316 [========>.....................] - ETA: 40s - loss: 0.4130 - accuracy: 0.8044
101/316 [========>.....................] - ETA: 39s - loss: 0.4141 - accuracy: 0.8032
102/316 [========>.....................] - ETA: 39s - loss: 0.4133 - accuracy: 0.8039
103/316 [========>.....................] - ETA: 39s - loss: 0.4121 - accuracy: 0.8052
104/316 [========>.....................] - ETA: 39s - loss: 0.4112 - accuracy: 0.8059
105/316 [========>.....................] - ETA: 39s - loss: 0.4093 - accuracy: 0.8065
106/316 [=========>....................] - ETA: 39s - loss: 0.4075 - accuracy: 0.8072
107/316 [=========>....................] - ETA: 38s - loss: 0.4067 - accuracy: 0.8084
108/316 [=========>....................] - ETA: 38s - loss: 0.4057 - accuracy: 0.8090
109/316 [=========>....................] - ETA: 38s - loss: 0.4043 - accuracy: 0.8102
110/316 [=========>....................] - ETA: 38s - loss: 0.4033 - accuracy: 0.8114
111/316 [=========>....................] - ETA: 38s - loss: 0.4036 - accuracy: 0.8108
112/316 [=========>....................] - ETA: 37s - loss: 0.4032 - accuracy: 0.8108
113/316 [=========>....................] - ETA: 37s - loss: 0.4052 - accuracy: 0.8092
114/316 [=========>....................] - ETA: 37s - loss: 0.4051 - accuracy: 0.8092
115/316 [=========>....................] - ETA: 37s - loss: 0.4035 - accuracy: 0.8103
116/316 [==========>...................] - ETA: 37s - loss: 0.4032 - accuracy: 0.8103
117/316 [==========>...................] - ETA: 36s - loss: 0.4025 - accuracy: 0.8098
118/316 [==========>...................] - ETA: 36s - loss: 0.4032 - accuracy: 0.8093
119/316 [==========>...................] - ETA: 36s - loss: 0.4044 - accuracy: 0.8088
120/316 [==========>...................] - ETA: 36s - loss: 0.4053 - accuracy: 0.8078
121/316 [==========>...................] - ETA: 36s - loss: 0.4063 - accuracy: 0.8068
122/316 [==========>...................] - ETA: 36s - loss: 0.4053 - accuracy: 0.8079
123/316 [==========>...................] - ETA: 35s - loss: 0.4054 - accuracy: 0.8079
124/316 [==========>...................] - ETA: 35s - loss: 0.4060 - accuracy: 0.8075
125/316 [==========>...................] - ETA: 35s - loss: 0.4067 - accuracy: 0.8065
126/316 [==========>...................] - ETA: 35s - loss: 0.4061 - accuracy: 0.8065
127/316 [===========>..................] - ETA: 35s - loss: 0.4076 - accuracy: 0.8066
128/316 [===========>..................] - ETA: 34s - loss: 0.4068 - accuracy: 0.8071
129/316 [===========>..................] - ETA: 34s - loss: 0.4069 - accuracy: 0.8072
130/316 [===========>..................] - ETA: 34s - loss: 0.4077 - accuracy: 0.8072
131/316 [===========>..................] - ETA: 34s - loss: 0.4084 - accuracy: 0.8058
132/316 [===========>..................] - ETA: 34s - loss: 0.4076 - accuracy: 0.8063
133/316 [===========>..................] - ETA: 33s - loss: 0.4081 - accuracy: 0.8055
134/316 [===========>..................] - ETA: 33s - loss: 0.4072 - accuracy: 0.8060
135/316 [===========>..................] - ETA: 33s - loss: 0.4091 - accuracy: 0.8046
136/316 [===========>..................] - ETA: 33s - loss: 0.4101 - accuracy: 0.8038
137/316 [============>.................] - ETA: 33s - loss: 0.4097 - accuracy: 0.8038
138/316 [============>.................] - ETA: 33s - loss: 0.4125 - accuracy: 0.8021
139/316 [============>.................] - ETA: 32s - loss: 0.4129 - accuracy: 0.8017
140/316 [============>.................] - ETA: 32s - loss: 0.4126 - accuracy: 0.8013
141/316 [============>.................] - ETA: 32s - loss: 0.4151 - accuracy: 0.8005
142/316 [============>.................] - ETA: 32s - loss: 0.4146 - accuracy: 0.8006
143/316 [============>.................] - ETA: 32s - loss: 0.4141 - accuracy: 0.8007
144/316 [============>.................] - ETA: 31s - loss: 0.4135 - accuracy: 0.8012
145/316 [============>.................] - ETA: 31s - loss: 0.4131 - accuracy: 0.8022
146/316 [============>.................] - ETA: 31s - loss: 0.4131 - accuracy: 0.8014
147/316 [============>.................] - ETA: 31s - loss: 0.4121 - accuracy: 0.8019
148/316 [=============>................] - ETA: 31s - loss: 0.4121 - accuracy: 0.8019
149/316 [=============>................] - ETA: 31s - loss: 0.4115 - accuracy: 0.8024
150/316 [=============>................] - ETA: 30s - loss: 0.4122 - accuracy: 0.8021
151/316 [=============>................] - ETA: 30s - loss: 0.4118 - accuracy: 0.8026
152/316 [=============>................] - ETA: 30s - loss: 0.4112 - accuracy: 0.8035
153/316 [=============>................] - ETA: 30s - loss: 0.4107 - accuracy: 0.8031
154/316 [=============>................] - ETA: 30s - loss: 0.4109 - accuracy: 0.8032
155/316 [=============>................] - ETA: 29s - loss: 0.4110 - accuracy: 0.8032
156/316 [=============>................] - ETA: 29s - loss: 0.4101 - accuracy: 0.8045
157/316 [=============>................] - ETA: 29s - loss: 0.4113 - accuracy: 0.8029
158/316 [==============>...............] - ETA: 29s - loss: 0.4097 - accuracy: 0.8042
159/316 [==============>...............] - ETA: 29s - loss: 0.4093 - accuracy: 0.8042
160/316 [==============>...............] - ETA: 28s - loss: 0.4089 - accuracy: 0.8051
161/316 [==============>...............] - ETA: 28s - loss: 0.4075 - accuracy: 0.8063
162/316 [==============>...............] - ETA: 28s - loss: 0.4079 - accuracy: 0.8059
163/316 [==============>...............] - ETA: 28s - loss: 0.4093 - accuracy: 0.8044
164/316 [==============>...............] - ETA: 28s - loss: 0.4095 - accuracy: 0.8034
165/316 [==============>...............] - ETA: 28s - loss: 0.4110 - accuracy: 0.8027
166/316 [==============>...............] - ETA: 27s - loss: 0.4122 - accuracy: 0.8020
167/316 [==============>...............] - ETA: 27s - loss: 0.4114 - accuracy: 0.8020
168/316 [==============>...............] - ETA: 27s - loss: 0.4115 - accuracy: 0.8025
169/316 [===============>..............] - ETA: 27s - loss: 0.4115 - accuracy: 0.8025
170/316 [===============>..............] - ETA: 27s - loss: 0.4120 - accuracy: 0.8018
171/316 [===============>..............] - ETA: 26s - loss: 0.4121 - accuracy: 0.8023
172/316 [===============>..............] - ETA: 26s - loss: 0.4126 - accuracy: 0.8020
173/316 [===============>..............] - ETA: 26s - loss: 0.4117 - accuracy: 0.8027
174/316 [===============>..............] - ETA: 26s - loss: 0.4125 - accuracy: 0.8021
175/316 [===============>..............] - ETA: 26s - loss: 0.4122 - accuracy: 0.8025
176/316 [===============>..............] - ETA: 26s - loss: 0.4133 - accuracy: 0.8018
177/316 [===============>..............] - ETA: 25s - loss: 0.4127 - accuracy: 0.8023
178/316 [===============>..............] - ETA: 25s - loss: 0.4136 - accuracy: 0.8023
179/316 [===============>..............] - ETA: 25s - loss: 0.4140 - accuracy: 0.8010
180/316 [================>.............] - ETA: 25s - loss: 0.4137 - accuracy: 0.8010
181/316 [================>.............] - ETA: 25s - loss: 0.4132 - accuracy: 0.8011
182/316 [================>.............] - ETA: 24s - loss: 0.4138 - accuracy: 0.8001
183/316 [================>.............] - ETA: 24s - loss: 0.4153 - accuracy: 0.8002
184/316 [================>.............] - ETA: 24s - loss: 0.4153 - accuracy: 0.7999
185/316 [================>.............] - ETA: 24s - loss: 0.4152 - accuracy: 0.8003
186/316 [================>.............] - ETA: 24s - loss: 0.4149 - accuracy: 0.8007
187/316 [================>.............] - ETA: 23s - loss: 0.4143 - accuracy: 0.8015
188/316 [================>.............] - ETA: 23s - loss: 0.4140 - accuracy: 0.8015
189/316 [================>.............] - ETA: 23s - loss: 0.4145 - accuracy: 0.8013
190/316 [=================>............] - ETA: 23s - loss: 0.4145 - accuracy: 0.8013
191/316 [=================>............] - ETA: 23s - loss: 0.4156 - accuracy: 0.8004
192/316 [=================>............] - ETA: 23s - loss: 0.4152 - accuracy: 0.8008
193/316 [=================>............] - ETA: 22s - loss: 0.4147 - accuracy: 0.8008
194/316 [=================>............] - ETA: 22s - loss: 0.4146 - accuracy: 0.8006
195/316 [=================>............] - ETA: 22s - loss: 0.4136 - accuracy: 0.8010
196/316 [=================>............] - ETA: 22s - loss: 0.4142 - accuracy: 0.8004
197/316 [=================>............] - ETA: 22s - loss: 0.4129 - accuracy: 0.8014
198/316 [=================>............] - ETA: 21s - loss: 0.4130 - accuracy: 0.8005
199/316 [=================>............] - ETA: 21s - loss: 0.4130 - accuracy: 0.8006
200/316 [=================>............] - ETA: 21s - loss: 0.4127 - accuracy: 0.8006
201/316 [==================>...........] - ETA: 21s - loss: 0.4135 - accuracy: 0.8010
202/316 [==================>...........] - ETA: 21s - loss: 0.4134 - accuracy: 0.8014
203/316 [==================>...........] - ETA: 20s - loss: 0.4142 - accuracy: 0.8014
204/316 [==================>...........] - ETA: 20s - loss: 0.4146 - accuracy: 0.8015
205/316 [==================>...........] - ETA: 20s - loss: 0.4144 - accuracy: 0.8015
206/316 [==================>...........] - ETA: 20s - loss: 0.4141 - accuracy: 0.8019
207/316 [==================>...........] - ETA: 20s - loss: 0.4136 - accuracy: 0.8022
208/316 [==================>...........] - ETA: 20s - loss: 0.4140 - accuracy: 0.8017
209/316 [==================>...........] - ETA: 19s - loss: 0.4147 - accuracy: 0.8014
210/316 [==================>...........] - ETA: 19s - loss: 0.4143 - accuracy: 0.8015
211/316 [===================>..........] - ETA: 19s - loss: 0.4147 - accuracy: 0.8009
212/316 [===================>..........] - ETA: 19s - loss: 0.4158 - accuracy: 0.8001
213/316 [===================>..........] - ETA: 19s - loss: 0.4160 - accuracy: 0.7993
214/316 [===================>..........] - ETA: 18s - loss: 0.4157 - accuracy: 0.7996
215/316 [===================>..........] - ETA: 18s - loss: 0.4156 - accuracy: 0.8000
216/316 [===================>..........] - ETA: 18s - loss: 0.4164 - accuracy: 0.7998
217/316 [===================>..........] - ETA: 18s - loss: 0.4158 - accuracy: 0.8001
218/316 [===================>..........] - ETA: 18s - loss: 0.4158 - accuracy: 0.8005
219/316 [===================>..........] - ETA: 17s - loss: 0.4161 - accuracy: 0.8005
220/316 [===================>..........] - ETA: 17s - loss: 0.4157 - accuracy: 0.8006
221/316 [===================>..........] - ETA: 17s - loss: 0.4163 - accuracy: 0.8003
222/316 [====================>.........] - ETA: 17s - loss: 0.4158 - accuracy: 0.8007
223/316 [====================>.........] - ETA: 17s - loss: 0.4150 - accuracy: 0.8010
224/316 [====================>.........] - ETA: 17s - loss: 0.4152 - accuracy: 0.8008
225/316 [====================>.........] - ETA: 16s - loss: 0.4154 - accuracy: 0.8003
226/316 [====================>.........] - ETA: 16s - loss: 0.4150 - accuracy: 0.8006
227/316 [====================>.........] - ETA: 16s - loss: 0.4145 - accuracy: 0.8009
228/316 [====================>.........] - ETA: 16s - loss: 0.4143 - accuracy: 0.8010
229/316 [====================>.........] - ETA: 16s - loss: 0.4138 - accuracy: 0.8010
230/316 [====================>.........] - ETA: 15s - loss: 0.4139 - accuracy: 0.8008
231/316 [====================>.........] - ETA: 15s - loss: 0.4146 - accuracy: 0.8006
232/316 [=====================>........] - ETA: 15s - loss: 0.4160 - accuracy: 0.7993
233/316 [=====================>........] - ETA: 15s - loss: 0.4170 - accuracy: 0.7988
234/316 [=====================>........] - ETA: 15s - loss: 0.4166 - accuracy: 0.7991
235/316 [=====================>........] - ETA: 15s - loss: 0.4168 - accuracy: 0.7992
236/316 [=====================>........] - ETA: 14s - loss: 0.4169 - accuracy: 0.7990
237/316 [=====================>........] - ETA: 14s - loss: 0.4166 - accuracy: 0.7996
238/316 [=====================>........] - ETA: 14s - loss: 0.4168 - accuracy: 0.7996
239/316 [=====================>........] - ETA: 14s - loss: 0.4175 - accuracy: 0.7994
240/316 [=====================>........] - ETA: 14s - loss: 0.4180 - accuracy: 0.7987
241/316 [=====================>........] - ETA: 13s - loss: 0.4189 - accuracy: 0.7975
242/316 [=====================>........] - ETA: 13s - loss: 0.4189 - accuracy: 0.7970
243/316 [======================>.......] - ETA: 13s - loss: 0.4190 - accuracy: 0.7968
244/316 [======================>.......] - ETA: 13s - loss: 0.4190 - accuracy: 0.7969
245/316 [======================>.......] - ETA: 13s - loss: 0.4189 - accuracy: 0.7967
246/316 [======================>.......] - ETA: 12s - loss: 0.4191 - accuracy: 0.7965
247/316 [======================>.......] - ETA: 12s - loss: 0.4200 - accuracy: 0.7961
248/316 [======================>.......] - ETA: 12s - loss: 0.4204 - accuracy: 0.7959
249/316 [======================>.......] - ETA: 12s - loss: 0.4200 - accuracy: 0.7964
250/316 [======================>.......] - ETA: 12s - loss: 0.4202 - accuracy: 0.7962
251/316 [======================>.......] - ETA: 12s - loss: 0.4200 - accuracy: 0.7963
252/316 [======================>.......] - ETA: 11s - loss: 0.4204 - accuracy: 0.7954
253/316 [=======================>......] - ETA: 11s - loss: 0.4200 - accuracy: 0.7957
254/316 [=======================>......] - ETA: 11s - loss: 0.4195 - accuracy: 0.7963
255/316 [=======================>......] - ETA: 11s - loss: 0.4195 - accuracy: 0.7963
256/316 [=======================>......] - ETA: 11s - loss: 0.4201 - accuracy: 0.7959
257/316 [=======================>......] - ETA: 10s - loss: 0.4208 - accuracy: 0.7955
258/316 [=======================>......] - ETA: 10s - loss: 0.4209 - accuracy: 0.7953
259/316 [=======================>......] - ETA: 10s - loss: 0.4218 - accuracy: 0.7949
260/316 [=======================>......] - ETA: 10s - loss: 0.4217 - accuracy: 0.7952
261/316 [=======================>......] - ETA: 10s - loss: 0.4213 - accuracy: 0.7955
262/316 [=======================>......] - ETA: 10s - loss: 0.4220 - accuracy: 0.7958
263/316 [=======================>......] - ETA: 9s - loss: 0.4227 - accuracy: 0.7954 
264/316 [========================>.....] - ETA: 9s - loss: 0.4223 - accuracy: 0.7959
265/316 [========================>.....] - ETA: 9s - loss: 0.4220 - accuracy: 0.7960
266/316 [========================>.....] - ETA: 9s - loss: 0.4221 - accuracy: 0.7961
267/316 [========================>.....] - ETA: 9s - loss: 0.4219 - accuracy: 0.7963
268/316 [========================>.....] - ETA: 8s - loss: 0.4220 - accuracy: 0.7964
269/316 [========================>.....] - ETA: 8s - loss: 0.4222 - accuracy: 0.7962
270/316 [========================>.....] - ETA: 8s - loss: 0.4231 - accuracy: 0.7956
271/316 [========================>.....] - ETA: 8s - loss: 0.4230 - accuracy: 0.7957
272/316 [========================>.....] - ETA: 8s - loss: 0.4231 - accuracy: 0.7957
273/316 [========================>.....] - ETA: 7s - loss: 0.4235 - accuracy: 0.7953
274/316 [=========================>....] - ETA: 7s - loss: 0.4231 - accuracy: 0.7956
275/316 [=========================>....] - ETA: 7s - loss: 0.4236 - accuracy: 0.7955
276/316 [=========================>....] - ETA: 7s - loss: 0.4239 - accuracy: 0.7953
277/316 [=========================>....] - ETA: 7s - loss: 0.4240 - accuracy: 0.7949
278/316 [=========================>....] - ETA: 7s - loss: 0.4241 - accuracy: 0.7952
279/316 [=========================>....] - ETA: 6s - loss: 0.4249 - accuracy: 0.7948
280/316 [=========================>....] - ETA: 6s - loss: 0.4241 - accuracy: 0.7955
281/316 [=========================>....] - ETA: 6s - loss: 0.4237 - accuracy: 0.7958
282/316 [=========================>....] - ETA: 6s - loss: 0.4242 - accuracy: 0.7954
283/316 [=========================>....] - ETA: 6s - loss: 0.4242 - accuracy: 0.7955
284/316 [=========================>....] - ETA: 5s - loss: 0.4241 - accuracy: 0.7956
285/316 [==========================>...] - ETA: 5s - loss: 0.4237 - accuracy: 0.7958
286/316 [==========================>...] - ETA: 5s - loss: 0.4236 - accuracy: 0.7961
287/316 [==========================>...] - ETA: 5s - loss: 0.4237 - accuracy: 0.7964
288/316 [==========================>...] - ETA: 5s - loss: 0.4235 - accuracy: 0.7960
289/316 [==========================>...] - ETA: 5s - loss: 0.4238 - accuracy: 0.7958
290/316 [==========================>...] - ETA: 4s - loss: 0.4244 - accuracy: 0.7955
291/316 [==========================>...] - ETA: 4s - loss: 0.4242 - accuracy: 0.7955
292/316 [==========================>...] - ETA: 4s - loss: 0.4244 - accuracy: 0.7954
293/316 [==========================>...] - ETA: 4s - loss: 0.4236 - accuracy: 0.7959
294/316 [==========================>...] - ETA: 4s - loss: 0.4238 - accuracy: 0.7957
295/316 [===========================>..] - ETA: 3s - loss: 0.4233 - accuracy: 0.7958
296/316 [===========================>..] - ETA: 3s - loss: 0.4234 - accuracy: 0.7956
297/316 [===========================>..] - ETA: 3s - loss: 0.4230 - accuracy: 0.7955
298/316 [===========================>..] - ETA: 3s - loss: 0.4238 - accuracy: 0.7951
299/316 [===========================>..] - ETA: 3s - loss: 0.4238 - accuracy: 0.7949
300/316 [===========================>..] - ETA: 2s - loss: 0.4234 - accuracy: 0.7952
301/316 [===========================>..] - ETA: 2s - loss: 0.4232 - accuracy: 0.7951
302/316 [===========================>..] - ETA: 2s - loss: 0.4231 - accuracy: 0.7951
303/316 [===========================>..] - ETA: 2s - loss: 0.4229 - accuracy: 0.7952
304/316 [===========================>..] - ETA: 2s - loss: 0.4224 - accuracy: 0.7956
305/316 [===========================>..] - ETA: 2s - loss: 0.4224 - accuracy: 0.7957
306/316 [============================>.] - ETA: 1s - loss: 0.4227 - accuracy: 0.7955
307/316 [============================>.] - ETA: 1s - loss: 0.4227 - accuracy: 0.7958
308/316 [============================>.] - ETA: 1s - loss: 0.4228 - accuracy: 0.7957
309/316 [============================>.] - ETA: 1s - loss: 0.4224 - accuracy: 0.7959
310/316 [============================>.] - ETA: 1s - loss: 0.4223 - accuracy: 0.7958
311/316 [============================>.] - ETA: 0s - loss: 0.4229 - accuracy: 0.7950
312/316 [============================>.] - ETA: 0s - loss: 0.4224 - accuracy: 0.7951
313/316 [============================>.] - ETA: 0s - loss: 0.4221 - accuracy: 0.7951
314/316 [============================>.] - ETA: 0s - loss: 0.4226 - accuracy: 0.7948
315/316 [============================>.] - ETA: 0s - loss: 0.4229 - accuracy: 0.7944
316/316 [==============================] - 59s 185ms/step - loss: 0.4230 - accuracy: 0.7945

316/316 [==============================] - 62s 197ms/step - loss: 0.4230 - accuracy: 0.7945 - val_loss: 0.2581 - val_accuracy: 0.9105
Epoch 20/100

  1/316 [..............................] - ETA: 39s - loss: 0.3113 - accuracy: 0.8750
  2/316 [..............................] - ETA: 59s - loss: 0.4941 - accuracy: 0.8125
  3/316 [..............................] - ETA: 1:01 - loss: 0.4812 - accuracy: 0.8125
  4/316 [..............................] - ETA: 1:03 - loss: 0.4602 - accuracy: 0.7969
  5/316 [..............................] - ETA: 1:01 - loss: 0.4814 - accuracy: 0.7750
  6/316 [..............................] - ETA: 1:00 - loss: 0.4920 - accuracy: 0.7708
  7/316 [..............................] - ETA: 59s - loss: 0.4654 - accuracy: 0.7768 
  8/316 [..............................] - ETA: 59s - loss: 0.4541 - accuracy: 0.7812
  9/316 [..............................] - ETA: 58s - loss: 0.4514 - accuracy: 0.7847
 10/316 [..............................] - ETA: 59s - loss: 0.4512 - accuracy: 0.7812
 11/316 [>.............................] - ETA: 58s - loss: 0.4458 - accuracy: 0.7955
 12/316 [>.............................] - ETA: 58s - loss: 0.4354 - accuracy: 0.8021
 13/316 [>.............................] - ETA: 58s - loss: 0.4345 - accuracy: 0.8029
 14/316 [>.............................] - ETA: 58s - loss: 0.4296 - accuracy: 0.8080
 15/316 [>.............................] - ETA: 57s - loss: 0.4253 - accuracy: 0.8083
 16/316 [>.............................] - ETA: 57s - loss: 0.4292 - accuracy: 0.8086
 17/316 [>.............................] - ETA: 57s - loss: 0.4378 - accuracy: 0.8015
 18/316 [>.............................] - ETA: 57s - loss: 0.4389 - accuracy: 0.7951
 19/316 [>.............................] - ETA: 57s - loss: 0.4419 - accuracy: 0.7961
 20/316 [>.............................] - ETA: 56s - loss: 0.4594 - accuracy: 0.7969
 21/316 [>.............................] - ETA: 56s - loss: 0.4581 - accuracy: 0.7946
 22/316 [=>............................] - ETA: 56s - loss: 0.4517 - accuracy: 0.8011
 23/316 [=>............................] - ETA: 55s - loss: 0.4517 - accuracy: 0.7989
 24/316 [=>............................] - ETA: 55s - loss: 0.4551 - accuracy: 0.7969
 25/316 [=>............................] - ETA: 55s - loss: 0.4543 - accuracy: 0.7900
 26/316 [=>............................] - ETA: 55s - loss: 0.4544 - accuracy: 0.7909
 27/316 [=>............................] - ETA: 55s - loss: 0.4510 - accuracy: 0.7940
 28/316 [=>............................] - ETA: 55s - loss: 0.4466 - accuracy: 0.8013
 29/316 [=>............................] - ETA: 54s - loss: 0.4439 - accuracy: 0.7996
 30/316 [=>............................] - ETA: 54s - loss: 0.4417 - accuracy: 0.8042
 31/316 [=>............................] - ETA: 54s - loss: 0.4432 - accuracy: 0.8004
 32/316 [==>...........................] - ETA: 54s - loss: 0.4451 - accuracy: 0.7969
 33/316 [==>...........................] - ETA: 54s - loss: 0.4411 - accuracy: 0.7973
 34/316 [==>...........................] - ETA: 54s - loss: 0.4389 - accuracy: 0.7978
 35/316 [==>...........................] - ETA: 53s - loss: 0.4382 - accuracy: 0.7964
 36/316 [==>...........................] - ETA: 53s - loss: 0.4386 - accuracy: 0.7969
 37/316 [==>...........................] - ETA: 53s - loss: 0.4408 - accuracy: 0.7973
 38/316 [==>...........................] - ETA: 53s - loss: 0.4423 - accuracy: 0.7928
 39/316 [==>...........................] - ETA: 52s - loss: 0.4403 - accuracy: 0.7949
 40/316 [==>...........................] - ETA: 52s - loss: 0.4343 - accuracy: 0.8000
 41/316 [==>...........................] - ETA: 52s - loss: 0.4322 - accuracy: 0.8003
 42/316 [==>...........................] - ETA: 52s - loss: 0.4339 - accuracy: 0.8006
 43/316 [===>..........................] - ETA: 52s - loss: 0.4314 - accuracy: 0.8009
 44/316 [===>..........................] - ETA: 52s - loss: 0.4314 - accuracy: 0.7997
 45/316 [===>..........................] - ETA: 52s - loss: 0.4280 - accuracy: 0.8028
 46/316 [===>..........................] - ETA: 51s - loss: 0.4279 - accuracy: 0.8016
 47/316 [===>..........................] - ETA: 51s - loss: 0.4238 - accuracy: 0.8045
 48/316 [===>..........................] - ETA: 51s - loss: 0.4182 - accuracy: 0.8073
 49/316 [===>..........................] - ETA: 51s - loss: 0.4175 - accuracy: 0.8074
 50/316 [===>..........................] - ETA: 51s - loss: 0.4175 - accuracy: 0.8075
 51/316 [===>..........................] - ETA: 51s - loss: 0.4153 - accuracy: 0.8076
 52/316 [===>..........................] - ETA: 51s - loss: 0.4137 - accuracy: 0.8089
 53/316 [====>.........................] - ETA: 50s - loss: 0.4126 - accuracy: 0.8101
 54/316 [====>.........................] - ETA: 50s - loss: 0.4122 - accuracy: 0.8113
 55/316 [====>.........................] - ETA: 50s - loss: 0.4120 - accuracy: 0.8102
 56/316 [====>.........................] - ETA: 50s - loss: 0.4104 - accuracy: 0.8114
 57/316 [====>.........................] - ETA: 50s - loss: 0.4087 - accuracy: 0.8114
 58/316 [====>.........................] - ETA: 49s - loss: 0.4125 - accuracy: 0.8103
 59/316 [====>.........................] - ETA: 49s - loss: 0.4093 - accuracy: 0.8114
 60/316 [====>.........................] - ETA: 49s - loss: 0.4061 - accuracy: 0.8135
 61/316 [====>.........................] - ETA: 49s - loss: 0.4110 - accuracy: 0.8125
 62/316 [====>.........................] - ETA: 49s - loss: 0.4129 - accuracy: 0.8105
 63/316 [====>.........................] - ETA: 48s - loss: 0.4182 - accuracy: 0.8075
 64/316 [=====>........................] - ETA: 48s - loss: 0.4157 - accuracy: 0.8086
 65/316 [=====>........................] - ETA: 48s - loss: 0.4151 - accuracy: 0.8087
 66/316 [=====>........................] - ETA: 48s - loss: 0.4173 - accuracy: 0.8059
 67/316 [=====>........................] - ETA: 48s - loss: 0.4161 - accuracy: 0.8078
 68/316 [=====>........................] - ETA: 47s - loss: 0.4156 - accuracy: 0.8088
 69/316 [=====>........................] - ETA: 47s - loss: 0.4157 - accuracy: 0.8089
 70/316 [=====>........................] - ETA: 47s - loss: 0.4151 - accuracy: 0.8107
 71/316 [=====>........................] - ETA: 47s - loss: 0.4152 - accuracy: 0.8116
 72/316 [=====>........................] - ETA: 47s - loss: 0.4145 - accuracy: 0.8116
 73/316 [=====>........................] - ETA: 46s - loss: 0.4128 - accuracy: 0.8125
 74/316 [======>.......................] - ETA: 46s - loss: 0.4120 - accuracy: 0.8133
 75/316 [======>.......................] - ETA: 46s - loss: 0.4154 - accuracy: 0.8117
 76/316 [======>.......................] - ETA: 46s - loss: 0.4178 - accuracy: 0.8100
 77/316 [======>.......................] - ETA: 46s - loss: 0.4182 - accuracy: 0.8093
 78/316 [======>.......................] - ETA: 45s - loss: 0.4177 - accuracy: 0.8085
 79/316 [======>.......................] - ETA: 45s - loss: 0.4184 - accuracy: 0.8078
 80/316 [======>.......................] - ETA: 45s - loss: 0.4205 - accuracy: 0.8055
 81/316 [======>.......................] - ETA: 45s - loss: 0.4204 - accuracy: 0.8040
 82/316 [======>.......................] - ETA: 45s - loss: 0.4190 - accuracy: 0.8056
 83/316 [======>.......................] - ETA: 44s - loss: 0.4183 - accuracy: 0.8065
 84/316 [======>.......................] - ETA: 44s - loss: 0.4162 - accuracy: 0.8073
 85/316 [=======>......................] - ETA: 44s - loss: 0.4157 - accuracy: 0.8074
 86/316 [=======>......................] - ETA: 44s - loss: 0.4164 - accuracy: 0.8067
 87/316 [=======>......................] - ETA: 44s - loss: 0.4170 - accuracy: 0.8060
 88/316 [=======>......................] - ETA: 43s - loss: 0.4154 - accuracy: 0.8068
 89/316 [=======>......................] - ETA: 43s - loss: 0.4194 - accuracy: 0.8055
 90/316 [=======>......................] - ETA: 43s - loss: 0.4211 - accuracy: 0.8042
 91/316 [=======>......................] - ETA: 43s - loss: 0.4212 - accuracy: 0.8036
 92/316 [=======>......................] - ETA: 43s - loss: 0.4206 - accuracy: 0.8037
 93/316 [=======>......................] - ETA: 42s - loss: 0.4227 - accuracy: 0.8031
 94/316 [=======>......................] - ETA: 42s - loss: 0.4208 - accuracy: 0.8045
 95/316 [========>.....................] - ETA: 42s - loss: 0.4205 - accuracy: 0.8039
 96/316 [========>.....................] - ETA: 42s - loss: 0.4187 - accuracy: 0.8047
 97/316 [========>.....................] - ETA: 41s - loss: 0.4184 - accuracy: 0.8048
 98/316 [========>.....................] - ETA: 41s - loss: 0.4184 - accuracy: 0.8042
 99/316 [========>.....................] - ETA: 41s - loss: 0.4170 - accuracy: 0.8049
100/316 [========>.....................] - ETA: 41s - loss: 0.4178 - accuracy: 0.8050
101/316 [========>.....................] - ETA: 41s - loss: 0.4179 - accuracy: 0.8038
102/316 [========>.....................] - ETA: 40s - loss: 0.4174 - accuracy: 0.8051
103/316 [========>.....................] - ETA: 40s - loss: 0.4176 - accuracy: 0.8040
104/316 [========>.....................] - ETA: 40s - loss: 0.4190 - accuracy: 0.8023
105/316 [========>.....................] - ETA: 40s - loss: 0.4175 - accuracy: 0.8036
106/316 [=========>....................] - ETA: 40s - loss: 0.4179 - accuracy: 0.8037
107/316 [=========>....................] - ETA: 39s - loss: 0.4161 - accuracy: 0.8043
108/316 [=========>....................] - ETA: 39s - loss: 0.4164 - accuracy: 0.8032
109/316 [=========>....................] - ETA: 39s - loss: 0.4154 - accuracy: 0.8033
110/316 [=========>....................] - ETA: 39s - loss: 0.4144 - accuracy: 0.8040
111/316 [=========>....................] - ETA: 39s - loss: 0.4133 - accuracy: 0.8046
112/316 [=========>....................] - ETA: 38s - loss: 0.4130 - accuracy: 0.8041
113/316 [=========>....................] - ETA: 38s - loss: 0.4104 - accuracy: 0.8059
114/316 [=========>....................] - ETA: 38s - loss: 0.4090 - accuracy: 0.8065
115/316 [=========>....................] - ETA: 38s - loss: 0.4070 - accuracy: 0.8076
116/316 [==========>...................] - ETA: 38s - loss: 0.4077 - accuracy: 0.8077
117/316 [==========>...................] - ETA: 37s - loss: 0.4050 - accuracy: 0.8093
118/316 [==========>...................] - ETA: 37s - loss: 0.4072 - accuracy: 0.8093
119/316 [==========>...................] - ETA: 37s - loss: 0.4075 - accuracy: 0.8088
120/316 [==========>...................] - ETA: 37s - loss: 0.4060 - accuracy: 0.8104
121/316 [==========>...................] - ETA: 37s - loss: 0.4073 - accuracy: 0.8089
122/316 [==========>...................] - ETA: 36s - loss: 0.4066 - accuracy: 0.8084
123/316 [==========>...................] - ETA: 36s - loss: 0.4050 - accuracy: 0.8089
124/316 [==========>...................] - ETA: 36s - loss: 0.4049 - accuracy: 0.8085
125/316 [==========>...................] - ETA: 36s - loss: 0.4037 - accuracy: 0.8090
126/316 [==========>...................] - ETA: 36s - loss: 0.4040 - accuracy: 0.8095
127/316 [===========>..................] - ETA: 35s - loss: 0.4040 - accuracy: 0.8091
128/316 [===========>..................] - ETA: 35s - loss: 0.4055 - accuracy: 0.8076
129/316 [===========>..................] - ETA: 35s - loss: 0.4058 - accuracy: 0.8077
130/316 [===========>..................] - ETA: 35s - loss: 0.4056 - accuracy: 0.8072
131/316 [===========>..................] - ETA: 35s - loss: 0.4067 - accuracy: 0.8063
132/316 [===========>..................] - ETA: 34s - loss: 0.4053 - accuracy: 0.8073
133/316 [===========>..................] - ETA: 34s - loss: 0.4051 - accuracy: 0.8083
134/316 [===========>..................] - ETA: 34s - loss: 0.4054 - accuracy: 0.8078
135/316 [===========>..................] - ETA: 34s - loss: 0.4048 - accuracy: 0.8083
136/316 [===========>..................] - ETA: 34s - loss: 0.4073 - accuracy: 0.8074
137/316 [============>.................] - ETA: 33s - loss: 0.4078 - accuracy: 0.8070
138/316 [============>.................] - ETA: 33s - loss: 0.4067 - accuracy: 0.8075
139/316 [============>.................] - ETA: 33s - loss: 0.4056 - accuracy: 0.8080
140/316 [============>.................] - ETA: 33s - loss: 0.4050 - accuracy: 0.8076
141/316 [============>.................] - ETA: 33s - loss: 0.4065 - accuracy: 0.8072
142/316 [============>.................] - ETA: 32s - loss: 0.4058 - accuracy: 0.8077
143/316 [============>.................] - ETA: 32s - loss: 0.4050 - accuracy: 0.8077
144/316 [============>.................] - ETA: 32s - loss: 0.4040 - accuracy: 0.8086
145/316 [============>.................] - ETA: 32s - loss: 0.4055 - accuracy: 0.8078
146/316 [============>.................] - ETA: 32s - loss: 0.4042 - accuracy: 0.8082
147/316 [============>.................] - ETA: 32s - loss: 0.4049 - accuracy: 0.8087
148/316 [=============>................] - ETA: 31s - loss: 0.4044 - accuracy: 0.8087
149/316 [=============>................] - ETA: 31s - loss: 0.4036 - accuracy: 0.8096
150/316 [=============>................] - ETA: 31s - loss: 0.4059 - accuracy: 0.8083
151/316 [=============>................] - ETA: 31s - loss: 0.4060 - accuracy: 0.8084
152/316 [=============>................] - ETA: 31s - loss: 0.4063 - accuracy: 0.8076
153/316 [=============>................] - ETA: 30s - loss: 0.4064 - accuracy: 0.8076
154/316 [=============>................] - ETA: 30s - loss: 0.4062 - accuracy: 0.8072
155/316 [=============>................] - ETA: 30s - loss: 0.4060 - accuracy: 0.8069
156/316 [=============>................] - ETA: 30s - loss: 0.4058 - accuracy: 0.8069
157/316 [=============>................] - ETA: 30s - loss: 0.4049 - accuracy: 0.8077
158/316 [==============>...............] - ETA: 29s - loss: 0.4047 - accuracy: 0.8089
159/316 [==============>...............] - ETA: 29s - loss: 0.4058 - accuracy: 0.8086
160/316 [==============>...............] - ETA: 29s - loss: 0.4062 - accuracy: 0.8086
161/316 [==============>...............] - ETA: 29s - loss: 0.4062 - accuracy: 0.8086
162/316 [==============>...............] - ETA: 29s - loss: 0.4060 - accuracy: 0.8079
163/316 [==============>...............] - ETA: 28s - loss: 0.4050 - accuracy: 0.8083
164/316 [==============>...............] - ETA: 28s - loss: 0.4057 - accuracy: 0.8079
165/316 [==============>...............] - ETA: 28s - loss: 0.4068 - accuracy: 0.8064
166/316 [==============>...............] - ETA: 28s - loss: 0.4074 - accuracy: 0.8057
167/316 [==============>...............] - ETA: 28s - loss: 0.4083 - accuracy: 0.8050
168/316 [==============>...............] - ETA: 28s - loss: 0.4078 - accuracy: 0.8054
169/316 [===============>..............] - ETA: 27s - loss: 0.4080 - accuracy: 0.8058
170/316 [===============>..............] - ETA: 27s - loss: 0.4081 - accuracy: 0.8059
171/316 [===============>..............] - ETA: 27s - loss: 0.4086 - accuracy: 0.8056
172/316 [===============>..............] - ETA: 27s - loss: 0.4079 - accuracy: 0.8063
173/316 [===============>..............] - ETA: 27s - loss: 0.4078 - accuracy: 0.8056
174/316 [===============>..............] - ETA: 26s - loss: 0.4077 - accuracy: 0.8057
175/316 [===============>..............] - ETA: 26s - loss: 0.4072 - accuracy: 0.8061
176/316 [===============>..............] - ETA: 26s - loss: 0.4061 - accuracy: 0.8068
177/316 [===============>..............] - ETA: 26s - loss: 0.4062 - accuracy: 0.8065
178/316 [===============>..............] - ETA: 26s - loss: 0.4063 - accuracy: 0.8055
179/316 [===============>..............] - ETA: 25s - loss: 0.4059 - accuracy: 0.8052
180/316 [================>.............] - ETA: 25s - loss: 0.4061 - accuracy: 0.8049
181/316 [================>.............] - ETA: 25s - loss: 0.4065 - accuracy: 0.8049
182/316 [================>.............] - ETA: 25s - loss: 0.4077 - accuracy: 0.8043
183/316 [================>.............] - ETA: 25s - loss: 0.4082 - accuracy: 0.8040
184/316 [================>.............] - ETA: 25s - loss: 0.4077 - accuracy: 0.8043
185/316 [================>.............] - ETA: 24s - loss: 0.4070 - accuracy: 0.8051
186/316 [================>.............] - ETA: 24s - loss: 0.4077 - accuracy: 0.8038
187/316 [================>.............] - ETA: 24s - loss: 0.4072 - accuracy: 0.8038
188/316 [================>.............] - ETA: 24s - loss: 0.4067 - accuracy: 0.8035
189/316 [================>.............] - ETA: 24s - loss: 0.4072 - accuracy: 0.8032
190/316 [=================>............] - ETA: 23s - loss: 0.4076 - accuracy: 0.8026
191/316 [=================>............] - ETA: 23s - loss: 0.4078 - accuracy: 0.8027
192/316 [=================>............] - ETA: 23s - loss: 0.4087 - accuracy: 0.8018
193/316 [=================>............] - ETA: 23s - loss: 0.4090 - accuracy: 0.8012
194/316 [=================>............] - ETA: 23s - loss: 0.4092 - accuracy: 0.8012
195/316 [=================>............] - ETA: 22s - loss: 0.4088 - accuracy: 0.8016
196/316 [=================>............] - ETA: 22s - loss: 0.4084 - accuracy: 0.8023
197/316 [=================>............] - ETA: 22s - loss: 0.4093 - accuracy: 0.8017
198/316 [=================>............] - ETA: 22s - loss: 0.4102 - accuracy: 0.8021
199/316 [=================>............] - ETA: 22s - loss: 0.4094 - accuracy: 0.8028
200/316 [=================>............] - ETA: 21s - loss: 0.4091 - accuracy: 0.8031
201/316 [==================>...........] - ETA: 21s - loss: 0.4085 - accuracy: 0.8038
202/316 [==================>...........] - ETA: 21s - loss: 0.4074 - accuracy: 0.8045
203/316 [==================>...........] - ETA: 21s - loss: 0.4063 - accuracy: 0.8051
204/316 [==================>...........] - ETA: 21s - loss: 0.4077 - accuracy: 0.8045
205/316 [==================>...........] - ETA: 21s - loss: 0.4082 - accuracy: 0.8046
206/316 [==================>...........] - ETA: 20s - loss: 0.4075 - accuracy: 0.8049
207/316 [==================>...........] - ETA: 20s - loss: 0.4072 - accuracy: 0.8046
208/316 [==================>...........] - ETA: 20s - loss: 0.4073 - accuracy: 0.8050
209/316 [==================>...........] - ETA: 20s - loss: 0.4091 - accuracy: 0.8038
210/316 [==================>...........] - ETA: 20s - loss: 0.4086 - accuracy: 0.8042
211/316 [===================>..........] - ETA: 19s - loss: 0.4088 - accuracy: 0.8036
212/316 [===================>..........] - ETA: 19s - loss: 0.4091 - accuracy: 0.8034
213/316 [===================>..........] - ETA: 19s - loss: 0.4094 - accuracy: 0.8034
214/316 [===================>..........] - ETA: 19s - loss: 0.4095 - accuracy: 0.8034
215/316 [===================>..........] - ETA: 19s - loss: 0.4109 - accuracy: 0.8029
216/316 [===================>..........] - ETA: 18s - loss: 0.4116 - accuracy: 0.8018
217/316 [===================>..........] - ETA: 18s - loss: 0.4138 - accuracy: 0.8007
218/316 [===================>..........] - ETA: 18s - loss: 0.4149 - accuracy: 0.7999
219/316 [===================>..........] - ETA: 18s - loss: 0.4150 - accuracy: 0.7994
220/316 [===================>..........] - ETA: 18s - loss: 0.4150 - accuracy: 0.7991
221/316 [===================>..........] - ETA: 17s - loss: 0.4148 - accuracy: 0.7995
222/316 [====================>.........] - ETA: 17s - loss: 0.4147 - accuracy: 0.7993
223/316 [====================>.........] - ETA: 17s - loss: 0.4144 - accuracy: 0.7993
224/316 [====================>.........] - ETA: 17s - loss: 0.4144 - accuracy: 0.7999
225/316 [====================>.........] - ETA: 17s - loss: 0.4150 - accuracy: 0.7994
226/316 [====================>.........] - ETA: 17s - loss: 0.4154 - accuracy: 0.7995
227/316 [====================>.........] - ETA: 16s - loss: 0.4152 - accuracy: 0.7998
228/316 [====================>.........] - ETA: 16s - loss: 0.4150 - accuracy: 0.7999
229/316 [====================>.........] - ETA: 16s - loss: 0.4143 - accuracy: 0.8002
230/316 [====================>.........] - ETA: 16s - loss: 0.4139 - accuracy: 0.8005
231/316 [====================>.........] - ETA: 16s - loss: 0.4131 - accuracy: 0.8014
232/316 [=====================>........] - ETA: 15s - loss: 0.4136 - accuracy: 0.8004
233/316 [=====================>........] - ETA: 15s - loss: 0.4138 - accuracy: 0.8002
234/316 [=====================>........] - ETA: 15s - loss: 0.4136 - accuracy: 0.7999
235/316 [=====================>........] - ETA: 15s - loss: 0.4136 - accuracy: 0.7997
236/316 [=====================>........] - ETA: 15s - loss: 0.4128 - accuracy: 0.8003
237/316 [=====================>........] - ETA: 14s - loss: 0.4128 - accuracy: 0.8004
238/316 [=====================>........] - ETA: 14s - loss: 0.4133 - accuracy: 0.7999
239/316 [=====================>........] - ETA: 14s - loss: 0.4134 - accuracy: 0.7997
240/316 [=====================>........] - ETA: 14s - loss: 0.4138 - accuracy: 0.7990
241/316 [=====================>........] - ETA: 14s - loss: 0.4133 - accuracy: 0.7993
242/316 [=====================>........] - ETA: 13s - loss: 0.4137 - accuracy: 0.7988
243/316 [======================>.......] - ETA: 13s - loss: 0.4141 - accuracy: 0.7984
244/316 [======================>.......] - ETA: 13s - loss: 0.4141 - accuracy: 0.7984
245/316 [======================>.......] - ETA: 13s - loss: 0.4151 - accuracy: 0.7982
246/316 [======================>.......] - ETA: 13s - loss: 0.4147 - accuracy: 0.7983
247/316 [======================>.......] - ETA: 13s - loss: 0.4154 - accuracy: 0.7973
248/316 [======================>.......] - ETA: 12s - loss: 0.4152 - accuracy: 0.7976
249/316 [======================>.......] - ETA: 12s - loss: 0.4159 - accuracy: 0.7964
250/316 [======================>.......] - ETA: 12s - loss: 0.4162 - accuracy: 0.7958
251/316 [======================>.......] - ETA: 12s - loss: 0.4163 - accuracy: 0.7956
252/316 [======================>.......] - ETA: 12s - loss: 0.4161 - accuracy: 0.7961
253/316 [=======================>......] - ETA: 11s - loss: 0.4172 - accuracy: 0.7957
254/316 [=======================>......] - ETA: 11s - loss: 0.4175 - accuracy: 0.7950
255/316 [=======================>......] - ETA: 11s - loss: 0.4185 - accuracy: 0.7944
256/316 [=======================>......] - ETA: 11s - loss: 0.4192 - accuracy: 0.7937
257/316 [=======================>......] - ETA: 11s - loss: 0.4188 - accuracy: 0.7938
258/316 [=======================>......] - ETA: 10s - loss: 0.4186 - accuracy: 0.7936
259/316 [=======================>......] - ETA: 10s - loss: 0.4194 - accuracy: 0.7932
260/316 [=======================>......] - ETA: 10s - loss: 0.4189 - accuracy: 0.7933
261/316 [=======================>......] - ETA: 10s - loss: 0.4192 - accuracy: 0.7931
262/316 [=======================>......] - ETA: 10s - loss: 0.4190 - accuracy: 0.7934
263/316 [=======================>......] - ETA: 10s - loss: 0.4188 - accuracy: 0.7937
264/316 [========================>.....] - ETA: 9s - loss: 0.4186 - accuracy: 0.7938 
265/316 [========================>.....] - ETA: 9s - loss: 0.4181 - accuracy: 0.7941
266/316 [========================>.....] - ETA: 9s - loss: 0.4179 - accuracy: 0.7944
267/316 [========================>.....] - ETA: 9s - loss: 0.4176 - accuracy: 0.7947
268/316 [========================>.....] - ETA: 9s - loss: 0.4174 - accuracy: 0.7948
269/316 [========================>.....] - ETA: 8s - loss: 0.4179 - accuracy: 0.7946
270/316 [========================>.....] - ETA: 8s - loss: 0.4178 - accuracy: 0.7949
271/316 [========================>.....] - ETA: 8s - loss: 0.4173 - accuracy: 0.7950
272/316 [========================>.....] - ETA: 8s - loss: 0.4176 - accuracy: 0.7946
273/316 [========================>.....] - ETA: 8s - loss: 0.4175 - accuracy: 0.7946
274/316 [=========================>....] - ETA: 7s - loss: 0.4175 - accuracy: 0.7947
275/316 [=========================>....] - ETA: 7s - loss: 0.4191 - accuracy: 0.7945
276/316 [=========================>....] - ETA: 7s - loss: 0.4200 - accuracy: 0.7942
277/316 [=========================>....] - ETA: 7s - loss: 0.4201 - accuracy: 0.7942
278/316 [=========================>....] - ETA: 7s - loss: 0.4207 - accuracy: 0.7943
279/316 [=========================>....] - ETA: 6s - loss: 0.4204 - accuracy: 0.7948
280/316 [=========================>....] - ETA: 6s - loss: 0.4200 - accuracy: 0.7949
281/316 [=========================>....] - ETA: 6s - loss: 0.4199 - accuracy: 0.7949
282/316 [=========================>....] - ETA: 6s - loss: 0.4194 - accuracy: 0.7954
283/316 [=========================>....] - ETA: 6s - loss: 0.4190 - accuracy: 0.7957
284/316 [=========================>....] - ETA: 6s - loss: 0.4181 - accuracy: 0.7962
285/316 [==========================>...] - ETA: 5s - loss: 0.4177 - accuracy: 0.7965
286/316 [==========================>...] - ETA: 5s - loss: 0.4171 - accuracy: 0.7972
287/316 [==========================>...] - ETA: 5s - loss: 0.4168 - accuracy: 0.7973
288/316 [==========================>...] - ETA: 5s - loss: 0.4163 - accuracy: 0.7975
289/316 [==========================>...] - ETA: 5s - loss: 0.4169 - accuracy: 0.7971
290/316 [==========================>...] - ETA: 4s - loss: 0.4165 - accuracy: 0.7974
291/316 [==========================>...] - ETA: 4s - loss: 0.4174 - accuracy: 0.7966
292/316 [==========================>...] - ETA: 4s - loss: 0.4175 - accuracy: 0.7962
293/316 [==========================>...] - ETA: 4s - loss: 0.4175 - accuracy: 0.7961
294/316 [==========================>...] - ETA: 4s - loss: 0.4172 - accuracy: 0.7963
295/316 [===========================>..] - ETA: 3s - loss: 0.4170 - accuracy: 0.7966
296/316 [===========================>..] - ETA: 3s - loss: 0.4167 - accuracy: 0.7965
297/316 [===========================>..] - ETA: 3s - loss: 0.4161 - accuracy: 0.7971
298/316 [===========================>..] - ETA: 3s - loss: 0.4160 - accuracy: 0.7972
299/316 [===========================>..] - ETA: 3s - loss: 0.4172 - accuracy: 0.7968
300/316 [===========================>..] - ETA: 3s - loss: 0.4171 - accuracy: 0.7969
301/316 [===========================>..] - ETA: 2s - loss: 0.4171 - accuracy: 0.7969
302/316 [===========================>..] - ETA: 2s - loss: 0.4173 - accuracy: 0.7970
303/316 [===========================>..] - ETA: 2s - loss: 0.4173 - accuracy: 0.7970
304/316 [===========================>..] - ETA: 2s - loss: 0.4181 - accuracy: 0.7967
305/316 [===========================>..] - ETA: 2s - loss: 0.4185 - accuracy: 0.7965
306/316 [============================>.] - ETA: 1s - loss: 0.4184 - accuracy: 0.7966
307/316 [============================>.] - ETA: 1s - loss: 0.4180 - accuracy: 0.7968
308/316 [============================>.] - ETA: 1s - loss: 0.4175 - accuracy: 0.7971
309/316 [============================>.] - ETA: 1s - loss: 0.4174 - accuracy: 0.7969
310/316 [============================>.] - ETA: 1s - loss: 0.4186 - accuracy: 0.7966
311/316 [============================>.] - ETA: 0s - loss: 0.4184 - accuracy: 0.7964
312/316 [============================>.] - ETA: 0s - loss: 0.4191 - accuracy: 0.7963
313/316 [============================>.] - ETA: 0s - loss: 0.4189 - accuracy: 0.7963
314/316 [============================>.] - ETA: 0s - loss: 0.4192 - accuracy: 0.7962
315/316 [============================>.] - ETA: 0s - loss: 0.4192 - accuracy: 0.7962
316/316 [==============================] - 59s 188ms/step - loss: 0.4190 - accuracy: 0.7963

316/316 [==============================] - 63s 200ms/step - loss: 0.4190 - accuracy: 0.7963 - val_loss: 0.2311 - val_accuracy: 0.9136
Epoch 21/100

  1/316 [..............................] - ETA: 39s - loss: 0.4298 - accuracy: 0.8125
  2/316 [..............................] - ETA: 1:04 - loss: 0.4903 - accuracy: 0.7188
  3/316 [..............................] - ETA: 1:01 - loss: 0.4661 - accuracy: 0.6875
  4/316 [..............................] - ETA: 1:01 - loss: 0.4252 - accuracy: 0.7656
  5/316 [..............................] - ETA: 1:00 - loss: 0.3940 - accuracy: 0.7875
  6/316 [..............................] - ETA: 59s - loss: 0.4061 - accuracy: 0.7917 
  7/316 [..............................] - ETA: 58s - loss: 0.3733 - accuracy: 0.8125
  8/316 [..............................] - ETA: 58s - loss: 0.3668 - accuracy: 0.8203
  9/316 [..............................] - ETA: 58s - loss: 0.3678 - accuracy: 0.8264
 10/316 [..............................] - ETA: 58s - loss: 0.3832 - accuracy: 0.8188
 11/316 [>.............................] - ETA: 58s - loss: 0.3810 - accuracy: 0.8125
 12/316 [>.............................] - ETA: 57s - loss: 0.3868 - accuracy: 0.8021
 13/316 [>.............................] - ETA: 57s - loss: 0.3771 - accuracy: 0.8125
 14/316 [>.............................] - ETA: 57s - loss: 0.3758 - accuracy: 0.8125
 15/316 [>.............................] - ETA: 56s - loss: 0.3740 - accuracy: 0.8125
 16/316 [>.............................] - ETA: 56s - loss: 0.3716 - accuracy: 0.8125
 17/316 [>.............................] - ETA: 56s - loss: 0.3689 - accuracy: 0.8051
 18/316 [>.............................] - ETA: 56s - loss: 0.3806 - accuracy: 0.7986
 19/316 [>.............................] - ETA: 55s - loss: 0.3941 - accuracy: 0.7796
 20/316 [>.............................] - ETA: 55s - loss: 0.3996 - accuracy: 0.7781
 21/316 [>.............................] - ETA: 55s - loss: 0.3942 - accuracy: 0.7827
 22/316 [=>............................] - ETA: 55s - loss: 0.3897 - accuracy: 0.7869
 23/316 [=>............................] - ETA: 54s - loss: 0.3965 - accuracy: 0.7799
 24/316 [=>............................] - ETA: 54s - loss: 0.3935 - accuracy: 0.7812
 25/316 [=>............................] - ETA: 54s - loss: 0.3880 - accuracy: 0.7850
 26/316 [=>............................] - ETA: 54s - loss: 0.3849 - accuracy: 0.7861
 27/316 [=>............................] - ETA: 53s - loss: 0.3868 - accuracy: 0.7870
 28/316 [=>............................] - ETA: 53s - loss: 0.3880 - accuracy: 0.7857
 29/316 [=>............................] - ETA: 53s - loss: 0.3914 - accuracy: 0.7845
 30/316 [=>............................] - ETA: 53s - loss: 0.3870 - accuracy: 0.7896
 31/316 [=>............................] - ETA: 52s - loss: 0.3894 - accuracy: 0.7923
 32/316 [==>...........................] - ETA: 52s - loss: 0.3895 - accuracy: 0.7949
 33/316 [==>...........................] - ETA: 52s - loss: 0.3902 - accuracy: 0.7936
 34/316 [==>...........................] - ETA: 52s - loss: 0.3881 - accuracy: 0.7960
 35/316 [==>...........................] - ETA: 52s - loss: 0.3850 - accuracy: 0.7964
 36/316 [==>...........................] - ETA: 51s - loss: 0.3840 - accuracy: 0.8003
 37/316 [==>...........................] - ETA: 51s - loss: 0.3915 - accuracy: 0.7990
 38/316 [==>...........................] - ETA: 51s - loss: 0.3973 - accuracy: 0.7961
 39/316 [==>...........................] - ETA: 50s - loss: 0.4006 - accuracy: 0.7965
 40/316 [==>...........................] - ETA: 50s - loss: 0.3976 - accuracy: 0.8000
 41/316 [==>...........................] - ETA: 50s - loss: 0.4006 - accuracy: 0.7957
 42/316 [==>...........................] - ETA: 50s - loss: 0.4000 - accuracy: 0.7961
 43/316 [===>..........................] - ETA: 50s - loss: 0.3984 - accuracy: 0.7965
 44/316 [===>..........................] - ETA: 50s - loss: 0.3972 - accuracy: 0.7983
 45/316 [===>..........................] - ETA: 50s - loss: 0.3972 - accuracy: 0.7986
 46/316 [===>..........................] - ETA: 49s - loss: 0.3965 - accuracy: 0.7989
 47/316 [===>..........................] - ETA: 49s - loss: 0.3949 - accuracy: 0.7992
 48/316 [===>..........................] - ETA: 49s - loss: 0.3919 - accuracy: 0.8021
 49/316 [===>..........................] - ETA: 49s - loss: 0.3910 - accuracy: 0.8010
 50/316 [===>..........................] - ETA: 49s - loss: 0.3916 - accuracy: 0.8012
 51/316 [===>..........................] - ETA: 49s - loss: 0.3984 - accuracy: 0.7953
 52/316 [===>..........................] - ETA: 48s - loss: 0.3996 - accuracy: 0.7921
 53/316 [====>.........................] - ETA: 48s - loss: 0.3973 - accuracy: 0.7948
 54/316 [====>.........................] - ETA: 48s - loss: 0.3964 - accuracy: 0.7963
 55/316 [====>.........................] - ETA: 48s - loss: 0.3946 - accuracy: 0.7977
 56/316 [====>.........................] - ETA: 48s - loss: 0.3935 - accuracy: 0.7991
 57/316 [====>.........................] - ETA: 48s - loss: 0.3930 - accuracy: 0.8004
 58/316 [====>.........................] - ETA: 47s - loss: 0.3941 - accuracy: 0.7996
 59/316 [====>.........................] - ETA: 47s - loss: 0.3919 - accuracy: 0.8019
 60/316 [====>.........................] - ETA: 47s - loss: 0.3952 - accuracy: 0.7990
 61/316 [====>.........................] - ETA: 47s - loss: 0.3945 - accuracy: 0.7992
 62/316 [====>.........................] - ETA: 47s - loss: 0.3989 - accuracy: 0.7974
 63/316 [====>.........................] - ETA: 47s - loss: 0.3988 - accuracy: 0.7986
 64/316 [=====>........................] - ETA: 46s - loss: 0.4025 - accuracy: 0.7959
 65/316 [=====>........................] - ETA: 46s - loss: 0.4049 - accuracy: 0.7933
 66/316 [=====>........................] - ETA: 46s - loss: 0.4060 - accuracy: 0.7926
 67/316 [=====>........................] - ETA: 46s - loss: 0.4038 - accuracy: 0.7938
 68/316 [=====>........................] - ETA: 46s - loss: 0.4030 - accuracy: 0.7950
 69/316 [=====>........................] - ETA: 45s - loss: 0.4043 - accuracy: 0.7944
 70/316 [=====>........................] - ETA: 45s - loss: 0.4035 - accuracy: 0.7955
 71/316 [=====>........................] - ETA: 45s - loss: 0.4014 - accuracy: 0.7967
 72/316 [=====>........................] - ETA: 45s - loss: 0.4026 - accuracy: 0.7960
 73/316 [=====>........................] - ETA: 45s - loss: 0.4018 - accuracy: 0.7971
 74/316 [======>.......................] - ETA: 44s - loss: 0.4015 - accuracy: 0.7973
 75/316 [======>.......................] - ETA: 44s - loss: 0.4002 - accuracy: 0.7983
 76/316 [======>.......................] - ETA: 44s - loss: 0.4007 - accuracy: 0.7985
 77/316 [======>.......................] - ETA: 44s - loss: 0.4004 - accuracy: 0.7987
 78/316 [======>.......................] - ETA: 44s - loss: 0.4019 - accuracy: 0.7973
 79/316 [======>.......................] - ETA: 43s - loss: 0.4037 - accuracy: 0.7959
 80/316 [======>.......................] - ETA: 43s - loss: 0.4066 - accuracy: 0.7937
 81/316 [======>.......................] - ETA: 43s - loss: 0.4067 - accuracy: 0.7940
 82/316 [======>.......................] - ETA: 43s - loss: 0.4057 - accuracy: 0.7942
 83/316 [======>.......................] - ETA: 43s - loss: 0.4061 - accuracy: 0.7937
 84/316 [======>.......................] - ETA: 42s - loss: 0.4072 - accuracy: 0.7924
 85/316 [=======>......................] - ETA: 42s - loss: 0.4088 - accuracy: 0.7912
 86/316 [=======>......................] - ETA: 42s - loss: 0.4096 - accuracy: 0.7907
 87/316 [=======>......................] - ETA: 42s - loss: 0.4090 - accuracy: 0.7917
 88/316 [=======>......................] - ETA: 42s - loss: 0.4071 - accuracy: 0.7933
 89/316 [=======>......................] - ETA: 42s - loss: 0.4062 - accuracy: 0.7935
 90/316 [=======>......................] - ETA: 41s - loss: 0.4050 - accuracy: 0.7944
 91/316 [=======>......................] - ETA: 41s - loss: 0.4040 - accuracy: 0.7953
 92/316 [=======>......................] - ETA: 41s - loss: 0.4053 - accuracy: 0.7942
 93/316 [=======>......................] - ETA: 41s - loss: 0.4047 - accuracy: 0.7944
 94/316 [=======>......................] - ETA: 41s - loss: 0.4066 - accuracy: 0.7926
 95/316 [========>.....................] - ETA: 41s - loss: 0.4060 - accuracy: 0.7928
 96/316 [========>.....................] - ETA: 40s - loss: 0.4053 - accuracy: 0.7936
 97/316 [========>.....................] - ETA: 40s - loss: 0.4063 - accuracy: 0.7925
 98/316 [========>.....................] - ETA: 40s - loss: 0.4044 - accuracy: 0.7934
 99/316 [========>.....................] - ETA: 40s - loss: 0.4039 - accuracy: 0.7942
100/316 [========>.....................] - ETA: 40s - loss: 0.4028 - accuracy: 0.7937
101/316 [========>.....................] - ETA: 39s - loss: 0.4077 - accuracy: 0.7927
102/316 [========>.....................] - ETA: 39s - loss: 0.4070 - accuracy: 0.7929
103/316 [========>.....................] - ETA: 39s - loss: 0.4066 - accuracy: 0.7937
104/316 [========>.....................] - ETA: 39s - loss: 0.4064 - accuracy: 0.7933
105/316 [========>.....................] - ETA: 39s - loss: 0.4039 - accuracy: 0.7952
106/316 [=========>....................] - ETA: 39s - loss: 0.4033 - accuracy: 0.7948
107/316 [=========>....................] - ETA: 38s - loss: 0.4061 - accuracy: 0.7944
108/316 [=========>....................] - ETA: 38s - loss: 0.4065 - accuracy: 0.7934
109/316 [=========>....................] - ETA: 38s - loss: 0.4073 - accuracy: 0.7942
110/316 [=========>....................] - ETA: 38s - loss: 0.4091 - accuracy: 0.7943
111/316 [=========>....................] - ETA: 38s - loss: 0.4087 - accuracy: 0.7950
112/316 [=========>....................] - ETA: 37s - loss: 0.4080 - accuracy: 0.7958
113/316 [=========>....................] - ETA: 37s - loss: 0.4085 - accuracy: 0.7959
114/316 [=========>....................] - ETA: 37s - loss: 0.4085 - accuracy: 0.7955
115/316 [=========>....................] - ETA: 37s - loss: 0.4078 - accuracy: 0.7957
116/316 [==========>...................] - ETA: 37s - loss: 0.4078 - accuracy: 0.7953
117/316 [==========>...................] - ETA: 37s - loss: 0.4078 - accuracy: 0.7943
118/316 [==========>...................] - ETA: 36s - loss: 0.4082 - accuracy: 0.7945
119/316 [==========>...................] - ETA: 36s - loss: 0.4084 - accuracy: 0.7952
120/316 [==========>...................] - ETA: 36s - loss: 0.4084 - accuracy: 0.7948
121/316 [==========>...................] - ETA: 36s - loss: 0.4104 - accuracy: 0.7934
122/316 [==========>...................] - ETA: 36s - loss: 0.4103 - accuracy: 0.7941
123/316 [==========>...................] - ETA: 36s - loss: 0.4094 - accuracy: 0.7952
124/316 [==========>...................] - ETA: 35s - loss: 0.4105 - accuracy: 0.7939
125/316 [==========>...................] - ETA: 35s - loss: 0.4111 - accuracy: 0.7940
126/316 [==========>...................] - ETA: 35s - loss: 0.4123 - accuracy: 0.7937
127/316 [===========>..................] - ETA: 35s - loss: 0.4127 - accuracy: 0.7938
128/316 [===========>..................] - ETA: 35s - loss: 0.4136 - accuracy: 0.7944
129/316 [===========>..................] - ETA: 34s - loss: 0.4126 - accuracy: 0.7955
130/316 [===========>..................] - ETA: 34s - loss: 0.4129 - accuracy: 0.7957
131/316 [===========>..................] - ETA: 34s - loss: 0.4124 - accuracy: 0.7963
132/316 [===========>..................] - ETA: 34s - loss: 0.4119 - accuracy: 0.7964
133/316 [===========>..................] - ETA: 34s - loss: 0.4109 - accuracy: 0.7975
134/316 [===========>..................] - ETA: 34s - loss: 0.4135 - accuracy: 0.7957
135/316 [===========>..................] - ETA: 33s - loss: 0.4135 - accuracy: 0.7958
136/316 [===========>..................] - ETA: 33s - loss: 0.4164 - accuracy: 0.7946
137/316 [============>.................] - ETA: 33s - loss: 0.4194 - accuracy: 0.7943
138/316 [============>.................] - ETA: 33s - loss: 0.4197 - accuracy: 0.7944
139/316 [============>.................] - ETA: 33s - loss: 0.4193 - accuracy: 0.7954
140/316 [============>.................] - ETA: 32s - loss: 0.4184 - accuracy: 0.7960
141/316 [============>.................] - ETA: 32s - loss: 0.4178 - accuracy: 0.7961
142/316 [============>.................] - ETA: 32s - loss: 0.4191 - accuracy: 0.7958
143/316 [============>.................] - ETA: 32s - loss: 0.4190 - accuracy: 0.7959
144/316 [============>.................] - ETA: 32s - loss: 0.4187 - accuracy: 0.7960
145/316 [============>.................] - ETA: 31s - loss: 0.4188 - accuracy: 0.7957
146/316 [============>.................] - ETA: 31s - loss: 0.4181 - accuracy: 0.7967
147/316 [============>.................] - ETA: 31s - loss: 0.4174 - accuracy: 0.7972
148/316 [=============>................] - ETA: 31s - loss: 0.4175 - accuracy: 0.7973
149/316 [=============>................] - ETA: 31s - loss: 0.4190 - accuracy: 0.7970
150/316 [=============>................] - ETA: 31s - loss: 0.4188 - accuracy: 0.7975
151/316 [=============>................] - ETA: 30s - loss: 0.4176 - accuracy: 0.7984
152/316 [=============>................] - ETA: 30s - loss: 0.4176 - accuracy: 0.7981
153/316 [=============>................] - ETA: 30s - loss: 0.4175 - accuracy: 0.7982
154/316 [=============>................] - ETA: 30s - loss: 0.4186 - accuracy: 0.7987
155/316 [=============>................] - ETA: 30s - loss: 0.4199 - accuracy: 0.7984
156/316 [=============>................] - ETA: 29s - loss: 0.4199 - accuracy: 0.7985
157/316 [=============>................] - ETA: 29s - loss: 0.4196 - accuracy: 0.7990
158/316 [==============>...............] - ETA: 29s - loss: 0.4196 - accuracy: 0.7994
159/316 [==============>...............] - ETA: 29s - loss: 0.4207 - accuracy: 0.7983
160/316 [==============>...............] - ETA: 29s - loss: 0.4199 - accuracy: 0.7980
161/316 [==============>...............] - ETA: 29s - loss: 0.4198 - accuracy: 0.7981
162/316 [==============>...............] - ETA: 28s - loss: 0.4198 - accuracy: 0.7978
163/316 [==============>...............] - ETA: 28s - loss: 0.4206 - accuracy: 0.7975
164/316 [==============>...............] - ETA: 28s - loss: 0.4195 - accuracy: 0.7980
165/316 [==============>...............] - ETA: 28s - loss: 0.4202 - accuracy: 0.7977
166/316 [==============>...............] - ETA: 28s - loss: 0.4206 - accuracy: 0.7974
167/316 [==============>...............] - ETA: 27s - loss: 0.4194 - accuracy: 0.7983
168/316 [==============>...............] - ETA: 27s - loss: 0.4187 - accuracy: 0.7995
169/316 [===============>..............] - ETA: 27s - loss: 0.4189 - accuracy: 0.7992
170/316 [===============>..............] - ETA: 27s - loss: 0.4178 - accuracy: 0.8000
171/316 [===============>..............] - ETA: 27s - loss: 0.4175 - accuracy: 0.8001
172/316 [===============>..............] - ETA: 26s - loss: 0.4172 - accuracy: 0.8001
173/316 [===============>..............] - ETA: 26s - loss: 0.4168 - accuracy: 0.8002
174/316 [===============>..............] - ETA: 26s - loss: 0.4158 - accuracy: 0.8010
175/316 [===============>..............] - ETA: 26s - loss: 0.4155 - accuracy: 0.8014
176/316 [===============>..............] - ETA: 26s - loss: 0.4157 - accuracy: 0.8011
177/316 [===============>..............] - ETA: 26s - loss: 0.4162 - accuracy: 0.8005
178/316 [===============>..............] - ETA: 25s - loss: 0.4155 - accuracy: 0.8006
179/316 [===============>..............] - ETA: 25s - loss: 0.4152 - accuracy: 0.8006
180/316 [================>.............] - ETA: 25s - loss: 0.4142 - accuracy: 0.8010
181/316 [================>.............] - ETA: 25s - loss: 0.4146 - accuracy: 0.8011
182/316 [================>.............] - ETA: 25s - loss: 0.4154 - accuracy: 0.8005
183/316 [================>.............] - ETA: 24s - loss: 0.4140 - accuracy: 0.8009
184/316 [================>.............] - ETA: 24s - loss: 0.4140 - accuracy: 0.8006
185/316 [================>.............] - ETA: 24s - loss: 0.4135 - accuracy: 0.8007
186/316 [================>.............] - ETA: 24s - loss: 0.4125 - accuracy: 0.8014
187/316 [================>.............] - ETA: 24s - loss: 0.4126 - accuracy: 0.8015
188/316 [================>.............] - ETA: 24s - loss: 0.4130 - accuracy: 0.8005
189/316 [================>.............] - ETA: 23s - loss: 0.4125 - accuracy: 0.8009
190/316 [=================>............] - ETA: 23s - loss: 0.4127 - accuracy: 0.8013
191/316 [=================>............] - ETA: 23s - loss: 0.4119 - accuracy: 0.8017
192/316 [=================>............] - ETA: 23s - loss: 0.4129 - accuracy: 0.8011
193/316 [=================>............] - ETA: 23s - loss: 0.4137 - accuracy: 0.8005
194/316 [=================>............] - ETA: 22s - loss: 0.4133 - accuracy: 0.8009
195/316 [=================>............] - ETA: 22s - loss: 0.4142 - accuracy: 0.8000
196/316 [=================>............] - ETA: 22s - loss: 0.4145 - accuracy: 0.8001
197/316 [=================>............] - ETA: 22s - loss: 0.4140 - accuracy: 0.8004
198/316 [=================>............] - ETA: 22s - loss: 0.4139 - accuracy: 0.8002
199/316 [=================>............] - ETA: 21s - loss: 0.4135 - accuracy: 0.8006
200/316 [=================>............] - ETA: 21s - loss: 0.4128 - accuracy: 0.8006
201/316 [==================>...........] - ETA: 21s - loss: 0.4132 - accuracy: 0.8004
202/316 [==================>...........] - ETA: 21s - loss: 0.4124 - accuracy: 0.8011
203/316 [==================>...........] - ETA: 21s - loss: 0.4142 - accuracy: 0.7986
204/316 [==================>...........] - ETA: 21s - loss: 0.4144 - accuracy: 0.7990
205/316 [==================>...........] - ETA: 20s - loss: 0.4148 - accuracy: 0.7988
206/316 [==================>...........] - ETA: 20s - loss: 0.4144 - accuracy: 0.7995
207/316 [==================>...........] - ETA: 20s - loss: 0.4151 - accuracy: 0.7989
208/316 [==================>...........] - ETA: 20s - loss: 0.4144 - accuracy: 0.7993
209/316 [==================>...........] - ETA: 20s - loss: 0.4147 - accuracy: 0.7993
210/316 [==================>...........] - ETA: 19s - loss: 0.4152 - accuracy: 0.7988
211/316 [===================>..........] - ETA: 19s - loss: 0.4147 - accuracy: 0.7989
212/316 [===================>..........] - ETA: 19s - loss: 0.4155 - accuracy: 0.7986
213/316 [===================>..........] - ETA: 19s - loss: 0.4154 - accuracy: 0.7984
214/316 [===================>..........] - ETA: 19s - loss: 0.4151 - accuracy: 0.7985
215/316 [===================>..........] - ETA: 18s - loss: 0.4146 - accuracy: 0.7988
216/316 [===================>..........] - ETA: 18s - loss: 0.4145 - accuracy: 0.7986
217/316 [===================>..........] - ETA: 18s - loss: 0.4161 - accuracy: 0.7975
218/316 [===================>..........] - ETA: 18s - loss: 0.4154 - accuracy: 0.7979
219/316 [===================>..........] - ETA: 18s - loss: 0.4144 - accuracy: 0.7985
220/316 [===================>..........] - ETA: 18s - loss: 0.4139 - accuracy: 0.7991
221/316 [===================>..........] - ETA: 17s - loss: 0.4141 - accuracy: 0.7986
222/316 [====================>.........] - ETA: 17s - loss: 0.4136 - accuracy: 0.7995
223/316 [====================>.........] - ETA: 17s - loss: 0.4143 - accuracy: 0.7990
224/316 [====================>.........] - ETA: 17s - loss: 0.4145 - accuracy: 0.7994
225/316 [====================>.........] - ETA: 17s - loss: 0.4139 - accuracy: 0.8000
226/316 [====================>.........] - ETA: 16s - loss: 0.4132 - accuracy: 0.8003
227/316 [====================>.........] - ETA: 16s - loss: 0.4128 - accuracy: 0.8007
228/316 [====================>.........] - ETA: 16s - loss: 0.4125 - accuracy: 0.8010
229/316 [====================>.........] - ETA: 16s - loss: 0.4117 - accuracy: 0.8016
230/316 [====================>.........] - ETA: 16s - loss: 0.4120 - accuracy: 0.8016
231/316 [====================>.........] - ETA: 15s - loss: 0.4125 - accuracy: 0.8011
232/316 [=====================>........] - ETA: 15s - loss: 0.4130 - accuracy: 0.8009
233/316 [=====================>........] - ETA: 15s - loss: 0.4132 - accuracy: 0.8010
234/316 [=====================>........] - ETA: 15s - loss: 0.4131 - accuracy: 0.8013
235/316 [=====================>........] - ETA: 15s - loss: 0.4130 - accuracy: 0.8016
236/316 [=====================>........] - ETA: 15s - loss: 0.4134 - accuracy: 0.8008
237/316 [=====================>........] - ETA: 14s - loss: 0.4131 - accuracy: 0.8012
238/316 [=====================>........] - ETA: 14s - loss: 0.4128 - accuracy: 0.8012
239/316 [=====================>........] - ETA: 14s - loss: 0.4129 - accuracy: 0.8013
240/316 [=====================>........] - ETA: 14s - loss: 0.4126 - accuracy: 0.8013
241/316 [=====================>........] - ETA: 14s - loss: 0.4125 - accuracy: 0.8013
242/316 [=====================>........] - ETA: 13s - loss: 0.4125 - accuracy: 0.8014
243/316 [======================>.......] - ETA: 13s - loss: 0.4138 - accuracy: 0.8009
244/316 [======================>.......] - ETA: 13s - loss: 0.4134 - accuracy: 0.8012
245/316 [======================>.......] - ETA: 13s - loss: 0.4148 - accuracy: 0.8008
246/316 [======================>.......] - ETA: 13s - loss: 0.4163 - accuracy: 0.7995
247/316 [======================>.......] - ETA: 12s - loss: 0.4158 - accuracy: 0.8001
248/316 [======================>.......] - ETA: 12s - loss: 0.4158 - accuracy: 0.7999
249/316 [======================>.......] - ETA: 12s - loss: 0.4162 - accuracy: 0.7992
250/316 [======================>.......] - ETA: 12s - loss: 0.4165 - accuracy: 0.7990
251/316 [======================>.......] - ETA: 12s - loss: 0.4175 - accuracy: 0.7986
252/316 [======================>.......] - ETA: 12s - loss: 0.4177 - accuracy: 0.7984
253/316 [=======================>......] - ETA: 11s - loss: 0.4183 - accuracy: 0.7979
254/316 [=======================>......] - ETA: 11s - loss: 0.4179 - accuracy: 0.7982
255/316 [=======================>......] - ETA: 11s - loss: 0.4184 - accuracy: 0.7980
256/316 [=======================>......] - ETA: 11s - loss: 0.4189 - accuracy: 0.7971
257/316 [=======================>......] - ETA: 11s - loss: 0.4185 - accuracy: 0.7972
258/316 [=======================>......] - ETA: 10s - loss: 0.4184 - accuracy: 0.7972
259/316 [=======================>......] - ETA: 10s - loss: 0.4179 - accuracy: 0.7975
260/316 [=======================>......] - ETA: 10s - loss: 0.4185 - accuracy: 0.7974
261/316 [=======================>......] - ETA: 10s - loss: 0.4186 - accuracy: 0.7974
262/316 [=======================>......] - ETA: 10s - loss: 0.4190 - accuracy: 0.7968
263/316 [=======================>......] - ETA: 9s - loss: 0.4194 - accuracy: 0.7963 
264/316 [========================>.....] - ETA: 9s - loss: 0.4198 - accuracy: 0.7962
265/316 [========================>.....] - ETA: 9s - loss: 0.4195 - accuracy: 0.7962
266/316 [========================>.....] - ETA: 9s - loss: 0.4207 - accuracy: 0.7956
267/316 [========================>.....] - ETA: 9s - loss: 0.4202 - accuracy: 0.7959
268/316 [========================>.....] - ETA: 9s - loss: 0.4201 - accuracy: 0.7959
269/316 [========================>.....] - ETA: 8s - loss: 0.4201 - accuracy: 0.7960
270/316 [========================>.....] - ETA: 8s - loss: 0.4204 - accuracy: 0.7963
271/316 [========================>.....] - ETA: 8s - loss: 0.4204 - accuracy: 0.7964
272/316 [========================>.....] - ETA: 8s - loss: 0.4208 - accuracy: 0.7957
273/316 [========================>.....] - ETA: 8s - loss: 0.4202 - accuracy: 0.7960
274/316 [=========================>....] - ETA: 7s - loss: 0.4199 - accuracy: 0.7963
275/316 [=========================>....] - ETA: 7s - loss: 0.4197 - accuracy: 0.7968
276/316 [=========================>....] - ETA: 7s - loss: 0.4207 - accuracy: 0.7966
277/316 [=========================>....] - ETA: 7s - loss: 0.4208 - accuracy: 0.7969
278/316 [=========================>....] - ETA: 7s - loss: 0.4208 - accuracy: 0.7965
279/316 [=========================>....] - ETA: 6s - loss: 0.4202 - accuracy: 0.7970
280/316 [=========================>....] - ETA: 6s - loss: 0.4213 - accuracy: 0.7964
281/316 [=========================>....] - ETA: 6s - loss: 0.4214 - accuracy: 0.7965
282/316 [=========================>....] - ETA: 6s - loss: 0.4211 - accuracy: 0.7961
283/316 [=========================>....] - ETA: 6s - loss: 0.4210 - accuracy: 0.7962
284/316 [=========================>....] - ETA: 6s - loss: 0.4215 - accuracy: 0.7960
285/316 [==========================>...] - ETA: 5s - loss: 0.4209 - accuracy: 0.7963
286/316 [==========================>...] - ETA: 5s - loss: 0.4206 - accuracy: 0.7965
287/316 [==========================>...] - ETA: 5s - loss: 0.4208 - accuracy: 0.7968
288/316 [==========================>...] - ETA: 5s - loss: 0.4209 - accuracy: 0.7967
289/316 [==========================>...] - ETA: 5s - loss: 0.4208 - accuracy: 0.7967
290/316 [==========================>...] - ETA: 4s - loss: 0.4207 - accuracy: 0.7968
291/316 [==========================>...] - ETA: 4s - loss: 0.4210 - accuracy: 0.7968
292/316 [==========================>...] - ETA: 4s - loss: 0.4211 - accuracy: 0.7969
293/316 [==========================>...] - ETA: 4s - loss: 0.4213 - accuracy: 0.7965
294/316 [==========================>...] - ETA: 4s - loss: 0.4212 - accuracy: 0.7963
295/316 [===========================>..] - ETA: 3s - loss: 0.4210 - accuracy: 0.7964
296/316 [===========================>..] - ETA: 3s - loss: 0.4220 - accuracy: 0.7956
297/316 [===========================>..] - ETA: 3s - loss: 0.4218 - accuracy: 0.7959
298/316 [===========================>..] - ETA: 3s - loss: 0.4215 - accuracy: 0.7964
299/316 [===========================>..] - ETA: 3s - loss: 0.4219 - accuracy: 0.7962
300/316 [===========================>..] - ETA: 3s - loss: 0.4213 - accuracy: 0.7965
301/316 [===========================>..] - ETA: 2s - loss: 0.4215 - accuracy: 0.7967
302/316 [===========================>..] - ETA: 2s - loss: 0.4212 - accuracy: 0.7968
303/316 [===========================>..] - ETA: 2s - loss: 0.4216 - accuracy: 0.7966
304/316 [===========================>..] - ETA: 2s - loss: 0.4218 - accuracy: 0.7963
305/316 [===========================>..] - ETA: 2s - loss: 0.4227 - accuracy: 0.7959
306/316 [============================>.] - ETA: 1s - loss: 0.4228 - accuracy: 0.7958
307/316 [============================>.] - ETA: 1s - loss: 0.4223 - accuracy: 0.7958
308/316 [============================>.] - ETA: 1s - loss: 0.4226 - accuracy: 0.7959
309/316 [============================>.] - ETA: 1s - loss: 0.4230 - accuracy: 0.7955
310/316 [============================>.] - ETA: 1s - loss: 0.4232 - accuracy: 0.7952
311/316 [============================>.] - ETA: 0s - loss: 0.4230 - accuracy: 0.7952
312/316 [============================>.] - ETA: 0s - loss: 0.4230 - accuracy: 0.7953
313/316 [============================>.] - ETA: 0s - loss: 0.4224 - accuracy: 0.7957
314/316 [============================>.] - ETA: 0s - loss: 0.4227 - accuracy: 0.7954
315/316 [============================>.] - ETA: 0s - loss: 0.4226 - accuracy: 0.7954
316/316 [==============================] - 59s 188ms/step - loss: 0.4230 - accuracy: 0.7953

316/316 [==============================] - 63s 200ms/step - loss: 0.4230 - accuracy: 0.7953 - val_loss: 0.2624 - val_accuracy: 0.8899
Epoch 22/100

  1/316 [..............................] - ETA: 1:05 - loss: 0.4519 - accuracy: 0.8125
  2/316 [..............................] - ETA: 1:00 - loss: 0.4289 - accuracy: 0.8125
  3/316 [..............................] - ETA: 1:01 - loss: 0.3861 - accuracy: 0.8333
  4/316 [..............................] - ETA: 1:00 - loss: 0.3708 - accuracy: 0.8281
  5/316 [..............................] - ETA: 59s - loss: 0.3647 - accuracy: 0.8250 
  6/316 [..............................] - ETA: 58s - loss: 0.3903 - accuracy: 0.8125
  7/316 [..............................] - ETA: 58s - loss: 0.4095 - accuracy: 0.7946
  8/316 [..............................] - ETA: 58s - loss: 0.4061 - accuracy: 0.7891
  9/316 [..............................] - ETA: 58s - loss: 0.3965 - accuracy: 0.7986
 10/316 [..............................] - ETA: 58s - loss: 0.3888 - accuracy: 0.8062
 11/316 [>.............................] - ETA: 58s - loss: 0.3979 - accuracy: 0.8068
 12/316 [>.............................] - ETA: 57s - loss: 0.3944 - accuracy: 0.8021
 13/316 [>.............................] - ETA: 57s - loss: 0.3994 - accuracy: 0.7981
 14/316 [>.............................] - ETA: 57s - loss: 0.3944 - accuracy: 0.8036
 15/316 [>.............................] - ETA: 57s - loss: 0.3926 - accuracy: 0.8042
 16/316 [>.............................] - ETA: 57s - loss: 0.4042 - accuracy: 0.7930
 17/316 [>.............................] - ETA: 57s - loss: 0.4017 - accuracy: 0.7904
 18/316 [>.............................] - ETA: 56s - loss: 0.4046 - accuracy: 0.7917
 19/316 [>.............................] - ETA: 56s - loss: 0.4028 - accuracy: 0.7928
 20/316 [>.............................] - ETA: 56s - loss: 0.3986 - accuracy: 0.7937
 21/316 [>.............................] - ETA: 55s - loss: 0.3949 - accuracy: 0.7976
 22/316 [=>............................] - ETA: 55s - loss: 0.4003 - accuracy: 0.7926
 23/316 [=>............................] - ETA: 55s - loss: 0.4024 - accuracy: 0.7935
 24/316 [=>............................] - ETA: 55s - loss: 0.4060 - accuracy: 0.7917
 25/316 [=>............................] - ETA: 55s - loss: 0.4200 - accuracy: 0.7900
 26/316 [=>............................] - ETA: 55s - loss: 0.4255 - accuracy: 0.7885
 27/316 [=>............................] - ETA: 54s - loss: 0.4206 - accuracy: 0.7870
 28/316 [=>............................] - ETA: 54s - loss: 0.4156 - accuracy: 0.7924
 29/316 [=>............................] - ETA: 54s - loss: 0.4230 - accuracy: 0.7909
 30/316 [=>............................] - ETA: 54s - loss: 0.4185 - accuracy: 0.7958
 31/316 [=>............................] - ETA: 54s - loss: 0.4174 - accuracy: 0.7944
 32/316 [==>...........................] - ETA: 54s - loss: 0.4148 - accuracy: 0.7969
 33/316 [==>...........................] - ETA: 54s - loss: 0.4174 - accuracy: 0.7973
 34/316 [==>...........................] - ETA: 53s - loss: 0.4150 - accuracy: 0.8015
 35/316 [==>...........................] - ETA: 53s - loss: 0.4128 - accuracy: 0.8036
 36/316 [==>...........................] - ETA: 53s - loss: 0.4111 - accuracy: 0.8021
 37/316 [==>...........................] - ETA: 53s - loss: 0.4076 - accuracy: 0.8041
 38/316 [==>...........................] - ETA: 53s - loss: 0.4015 - accuracy: 0.8059
 39/316 [==>...........................] - ETA: 52s - loss: 0.4027 - accuracy: 0.8061
 40/316 [==>...........................] - ETA: 52s - loss: 0.3998 - accuracy: 0.8078
 41/316 [==>...........................] - ETA: 52s - loss: 0.3973 - accuracy: 0.8095
 42/316 [==>...........................] - ETA: 52s - loss: 0.3984 - accuracy: 0.8080
 43/316 [===>..........................] - ETA: 52s - loss: 0.3959 - accuracy: 0.8081
 44/316 [===>..........................] - ETA: 51s - loss: 0.3994 - accuracy: 0.8054
 45/316 [===>..........................] - ETA: 51s - loss: 0.4027 - accuracy: 0.8028
 46/316 [===>..........................] - ETA: 51s - loss: 0.4001 - accuracy: 0.8043
 47/316 [===>..........................] - ETA: 51s - loss: 0.4008 - accuracy: 0.8045
 48/316 [===>..........................] - ETA: 51s - loss: 0.3985 - accuracy: 0.8060
 49/316 [===>..........................] - ETA: 51s - loss: 0.3985 - accuracy: 0.8048
 50/316 [===>..........................] - ETA: 50s - loss: 0.3980 - accuracy: 0.8050
 51/316 [===>..........................] - ETA: 50s - loss: 0.3966 - accuracy: 0.8064
 52/316 [===>..........................] - ETA: 50s - loss: 0.4009 - accuracy: 0.8065
 53/316 [====>.........................] - ETA: 50s - loss: 0.3998 - accuracy: 0.8066
 54/316 [====>.........................] - ETA: 50s - loss: 0.4005 - accuracy: 0.8067
 55/316 [====>.........................] - ETA: 49s - loss: 0.3969 - accuracy: 0.8091
 56/316 [====>.........................] - ETA: 49s - loss: 0.3984 - accuracy: 0.8080
 57/316 [====>.........................] - ETA: 49s - loss: 0.3962 - accuracy: 0.8103
 58/316 [====>.........................] - ETA: 49s - loss: 0.4013 - accuracy: 0.8071
 59/316 [====>.........................] - ETA: 48s - loss: 0.4035 - accuracy: 0.8040
 60/316 [====>.........................] - ETA: 48s - loss: 0.4074 - accuracy: 0.8010
 61/316 [====>.........................] - ETA: 48s - loss: 0.4079 - accuracy: 0.8012
 62/316 [====>.........................] - ETA: 48s - loss: 0.4065 - accuracy: 0.8014
 63/316 [====>.........................] - ETA: 48s - loss: 0.4103 - accuracy: 0.7976
 64/316 [=====>........................] - ETA: 48s - loss: 0.4080 - accuracy: 0.7988
 65/316 [=====>........................] - ETA: 47s - loss: 0.4060 - accuracy: 0.7990
 66/316 [=====>........................] - ETA: 47s - loss: 0.4066 - accuracy: 0.7992
 67/316 [=====>........................] - ETA: 47s - loss: 0.4063 - accuracy: 0.8004
 68/316 [=====>........................] - ETA: 47s - loss: 0.4072 - accuracy: 0.7996
 69/316 [=====>........................] - ETA: 47s - loss: 0.4109 - accuracy: 0.7980
 70/316 [=====>........................] - ETA: 46s - loss: 0.4123 - accuracy: 0.7982
 71/316 [=====>........................] - ETA: 46s - loss: 0.4135 - accuracy: 0.7967
 72/316 [=====>........................] - ETA: 46s - loss: 0.4117 - accuracy: 0.7969
 73/316 [=====>........................] - ETA: 46s - loss: 0.4104 - accuracy: 0.7979
 74/316 [======>.......................] - ETA: 46s - loss: 0.4095 - accuracy: 0.7981
 75/316 [======>.......................] - ETA: 45s - loss: 0.4078 - accuracy: 0.7992
 76/316 [======>.......................] - ETA: 45s - loss: 0.4079 - accuracy: 0.7993
 77/316 [======>.......................] - ETA: 45s - loss: 0.4089 - accuracy: 0.7979
 78/316 [======>.......................] - ETA: 45s - loss: 0.4071 - accuracy: 0.7997
 79/316 [======>.......................] - ETA: 45s - loss: 0.4084 - accuracy: 0.7983
 80/316 [======>.......................] - ETA: 44s - loss: 0.4083 - accuracy: 0.7984
 81/316 [======>.......................] - ETA: 44s - loss: 0.4099 - accuracy: 0.7963
 82/316 [======>.......................] - ETA: 44s - loss: 0.4089 - accuracy: 0.7965
 83/316 [======>.......................] - ETA: 44s - loss: 0.4082 - accuracy: 0.7967
 84/316 [======>.......................] - ETA: 44s - loss: 0.4085 - accuracy: 0.7969
 85/316 [=======>......................] - ETA: 43s - loss: 0.4077 - accuracy: 0.7978
 86/316 [=======>......................] - ETA: 43s - loss: 0.4070 - accuracy: 0.7980
 87/316 [=======>......................] - ETA: 43s - loss: 0.4076 - accuracy: 0.7960
 88/316 [=======>......................] - ETA: 43s - loss: 0.4065 - accuracy: 0.7962
 89/316 [=======>......................] - ETA: 43s - loss: 0.4088 - accuracy: 0.7963
 90/316 [=======>......................] - ETA: 43s - loss: 0.4090 - accuracy: 0.7958
 91/316 [=======>......................] - ETA: 42s - loss: 0.4141 - accuracy: 0.7933
 92/316 [=======>......................] - ETA: 42s - loss: 0.4127 - accuracy: 0.7935
 93/316 [=======>......................] - ETA: 42s - loss: 0.4111 - accuracy: 0.7944
 94/316 [=======>......................] - ETA: 42s - loss: 0.4108 - accuracy: 0.7939
 95/316 [========>.....................] - ETA: 42s - loss: 0.4099 - accuracy: 0.7941
 96/316 [========>.....................] - ETA: 41s - loss: 0.4082 - accuracy: 0.7949
 97/316 [========>.....................] - ETA: 41s - loss: 0.4093 - accuracy: 0.7945
 98/316 [========>.....................] - ETA: 41s - loss: 0.4108 - accuracy: 0.7921
 99/316 [========>.....................] - ETA: 41s - loss: 0.4095 - accuracy: 0.7936
100/316 [========>.....................] - ETA: 41s - loss: 0.4085 - accuracy: 0.7937
101/316 [========>.....................] - ETA: 40s - loss: 0.4088 - accuracy: 0.7946
102/316 [========>.....................] - ETA: 40s - loss: 0.4082 - accuracy: 0.7941
103/316 [========>.....................] - ETA: 40s - loss: 0.4080 - accuracy: 0.7943
104/316 [========>.....................] - ETA: 40s - loss: 0.4072 - accuracy: 0.7945
105/316 [========>.....................] - ETA: 40s - loss: 0.4069 - accuracy: 0.7952
106/316 [=========>....................] - ETA: 39s - loss: 0.4074 - accuracy: 0.7954
107/316 [=========>....................] - ETA: 39s - loss: 0.4050 - accuracy: 0.7973
108/316 [=========>....................] - ETA: 39s - loss: 0.4050 - accuracy: 0.7975
109/316 [=========>....................] - ETA: 39s - loss: 0.4049 - accuracy: 0.7964
110/316 [=========>....................] - ETA: 39s - loss: 0.4068 - accuracy: 0.7960
111/316 [=========>....................] - ETA: 38s - loss: 0.4062 - accuracy: 0.7967
112/316 [=========>....................] - ETA: 38s - loss: 0.4069 - accuracy: 0.7952
113/316 [=========>....................] - ETA: 38s - loss: 0.4058 - accuracy: 0.7965
114/316 [=========>....................] - ETA: 38s - loss: 0.4060 - accuracy: 0.7966
115/316 [=========>....................] - ETA: 38s - loss: 0.4081 - accuracy: 0.7951
116/316 [==========>...................] - ETA: 37s - loss: 0.4078 - accuracy: 0.7958
117/316 [==========>...................] - ETA: 37s - loss: 0.4071 - accuracy: 0.7965
118/316 [==========>...................] - ETA: 37s - loss: 0.4076 - accuracy: 0.7966
119/316 [==========>...................] - ETA: 37s - loss: 0.4070 - accuracy: 0.7973
120/316 [==========>...................] - ETA: 37s - loss: 0.4060 - accuracy: 0.7974
121/316 [==========>...................] - ETA: 37s - loss: 0.4065 - accuracy: 0.7970
122/316 [==========>...................] - ETA: 36s - loss: 0.4056 - accuracy: 0.7966
123/316 [==========>...................] - ETA: 36s - loss: 0.4041 - accuracy: 0.7983
124/316 [==========>...................] - ETA: 36s - loss: 0.4030 - accuracy: 0.7994
125/316 [==========>...................] - ETA: 36s - loss: 0.4009 - accuracy: 0.8010
126/316 [==========>...................] - ETA: 36s - loss: 0.3999 - accuracy: 0.8011
127/316 [===========>..................] - ETA: 35s - loss: 0.4021 - accuracy: 0.7992
128/316 [===========>..................] - ETA: 35s - loss: 0.4032 - accuracy: 0.7993
129/316 [===========>..................] - ETA: 35s - loss: 0.4033 - accuracy: 0.7999
130/316 [===========>..................] - ETA: 35s - loss: 0.4049 - accuracy: 0.7990
131/316 [===========>..................] - ETA: 35s - loss: 0.4054 - accuracy: 0.7987
132/316 [===========>..................] - ETA: 34s - loss: 0.4060 - accuracy: 0.7983
133/316 [===========>..................] - ETA: 34s - loss: 0.4061 - accuracy: 0.7984
134/316 [===========>..................] - ETA: 34s - loss: 0.4068 - accuracy: 0.7994
135/316 [===========>..................] - ETA: 34s - loss: 0.4059 - accuracy: 0.8005
136/316 [===========>..................] - ETA: 34s - loss: 0.4053 - accuracy: 0.8015
137/316 [============>.................] - ETA: 34s - loss: 0.4048 - accuracy: 0.8025
138/316 [============>.................] - ETA: 33s - loss: 0.4042 - accuracy: 0.8030
139/316 [============>.................] - ETA: 33s - loss: 0.4033 - accuracy: 0.8040
140/316 [============>.................] - ETA: 33s - loss: 0.4036 - accuracy: 0.8045
141/316 [============>.................] - ETA: 33s - loss: 0.4029 - accuracy: 0.8050
142/316 [============>.................] - ETA: 33s - loss: 0.4040 - accuracy: 0.8046
143/316 [============>.................] - ETA: 32s - loss: 0.4037 - accuracy: 0.8046
144/316 [============>.................] - ETA: 32s - loss: 0.4031 - accuracy: 0.8051
145/316 [============>.................] - ETA: 32s - loss: 0.4031 - accuracy: 0.8047
146/316 [============>.................] - ETA: 32s - loss: 0.4026 - accuracy: 0.8048
147/316 [============>.................] - ETA: 32s - loss: 0.4043 - accuracy: 0.8040
148/316 [=============>................] - ETA: 31s - loss: 0.4042 - accuracy: 0.8045
149/316 [=============>................] - ETA: 31s - loss: 0.4039 - accuracy: 0.8041
150/316 [=============>................] - ETA: 31s - loss: 0.4044 - accuracy: 0.8033
151/316 [=============>................] - ETA: 31s - loss: 0.4057 - accuracy: 0.8017
152/316 [=============>................] - ETA: 31s - loss: 0.4049 - accuracy: 0.8026
153/316 [=============>................] - ETA: 30s - loss: 0.4058 - accuracy: 0.8019
154/316 [=============>................] - ETA: 30s - loss: 0.4068 - accuracy: 0.8015
155/316 [=============>................] - ETA: 30s - loss: 0.4052 - accuracy: 0.8024
156/316 [=============>................] - ETA: 30s - loss: 0.4057 - accuracy: 0.8025
157/316 [=============>................] - ETA: 30s - loss: 0.4079 - accuracy: 0.8010
158/316 [==============>...............] - ETA: 30s - loss: 0.4093 - accuracy: 0.8002
159/316 [==============>...............] - ETA: 29s - loss: 0.4086 - accuracy: 0.8003
160/316 [==============>...............] - ETA: 29s - loss: 0.4073 - accuracy: 0.8012
161/316 [==============>...............] - ETA: 29s - loss: 0.4085 - accuracy: 0.8005
162/316 [==============>...............] - ETA: 29s - loss: 0.4100 - accuracy: 0.8002
163/316 [==============>...............] - ETA: 29s - loss: 0.4106 - accuracy: 0.7995
164/316 [==============>...............] - ETA: 28s - loss: 0.4100 - accuracy: 0.8003
165/316 [==============>...............] - ETA: 28s - loss: 0.4097 - accuracy: 0.8008
166/316 [==============>...............] - ETA: 28s - loss: 0.4109 - accuracy: 0.7997
167/316 [==============>...............] - ETA: 28s - loss: 0.4124 - accuracy: 0.7987
168/316 [==============>...............] - ETA: 28s - loss: 0.4128 - accuracy: 0.7987
169/316 [===============>..............] - ETA: 27s - loss: 0.4127 - accuracy: 0.7988
170/316 [===============>..............] - ETA: 27s - loss: 0.4136 - accuracy: 0.7985
171/316 [===============>..............] - ETA: 27s - loss: 0.4144 - accuracy: 0.7982
172/316 [===============>..............] - ETA: 27s - loss: 0.4146 - accuracy: 0.7980
173/316 [===============>..............] - ETA: 27s - loss: 0.4144 - accuracy: 0.7984
174/316 [===============>..............] - ETA: 26s - loss: 0.4146 - accuracy: 0.7981
175/316 [===============>..............] - ETA: 26s - loss: 0.4142 - accuracy: 0.7989
176/316 [===============>..............] - ETA: 26s - loss: 0.4146 - accuracy: 0.7990
177/316 [===============>..............] - ETA: 26s - loss: 0.4142 - accuracy: 0.7994
178/316 [===============>..............] - ETA: 26s - loss: 0.4137 - accuracy: 0.7999
179/316 [===============>..............] - ETA: 25s - loss: 0.4138 - accuracy: 0.7999
180/316 [================>.............] - ETA: 25s - loss: 0.4138 - accuracy: 0.8000
181/316 [================>.............] - ETA: 25s - loss: 0.4149 - accuracy: 0.7994
182/316 [================>.............] - ETA: 25s - loss: 0.4149 - accuracy: 0.7995
183/316 [================>.............] - ETA: 25s - loss: 0.4135 - accuracy: 0.8005
184/316 [================>.............] - ETA: 25s - loss: 0.4135 - accuracy: 0.8003
185/316 [================>.............] - ETA: 24s - loss: 0.4127 - accuracy: 0.8010
186/316 [================>.............] - ETA: 24s - loss: 0.4125 - accuracy: 0.8011
187/316 [================>.............] - ETA: 24s - loss: 0.4130 - accuracy: 0.8005
188/316 [================>.............] - ETA: 24s - loss: 0.4136 - accuracy: 0.7999
189/316 [================>.............] - ETA: 24s - loss: 0.4129 - accuracy: 0.8003
190/316 [=================>............] - ETA: 23s - loss: 0.4117 - accuracy: 0.8010
191/316 [=================>............] - ETA: 23s - loss: 0.4112 - accuracy: 0.8014
192/316 [=================>............] - ETA: 23s - loss: 0.4104 - accuracy: 0.8018
193/316 [=================>............] - ETA: 23s - loss: 0.4105 - accuracy: 0.8018
194/316 [=================>............] - ETA: 23s - loss: 0.4114 - accuracy: 0.8009
195/316 [=================>............] - ETA: 22s - loss: 0.4112 - accuracy: 0.8006
196/316 [=================>............] - ETA: 22s - loss: 0.4107 - accuracy: 0.8010
197/316 [=================>............] - ETA: 22s - loss: 0.4118 - accuracy: 0.8004
198/316 [=================>............] - ETA: 22s - loss: 0.4114 - accuracy: 0.8008
199/316 [=================>............] - ETA: 22s - loss: 0.4118 - accuracy: 0.8006
200/316 [=================>............] - ETA: 22s - loss: 0.4117 - accuracy: 0.8003
201/316 [==================>...........] - ETA: 21s - loss: 0.4112 - accuracy: 0.8007
202/316 [==================>...........] - ETA: 21s - loss: 0.4125 - accuracy: 0.7995
203/316 [==================>...........] - ETA: 21s - loss: 0.4131 - accuracy: 0.7996
204/316 [==================>...........] - ETA: 21s - loss: 0.4123 - accuracy: 0.8002
205/316 [==================>...........] - ETA: 21s - loss: 0.4127 - accuracy: 0.8000
206/316 [==================>...........] - ETA: 20s - loss: 0.4116 - accuracy: 0.8010
207/316 [==================>...........] - ETA: 20s - loss: 0.4117 - accuracy: 0.8010
208/316 [==================>...........] - ETA: 20s - loss: 0.4110 - accuracy: 0.8014
209/316 [==================>...........] - ETA: 20s - loss: 0.4106 - accuracy: 0.8020
210/316 [==================>...........] - ETA: 20s - loss: 0.4107 - accuracy: 0.8018
211/316 [===================>..........] - ETA: 19s - loss: 0.4116 - accuracy: 0.8012
212/316 [===================>..........] - ETA: 19s - loss: 0.4124 - accuracy: 0.8004
213/316 [===================>..........] - ETA: 19s - loss: 0.4118 - accuracy: 0.8005
214/316 [===================>..........] - ETA: 19s - loss: 0.4114 - accuracy: 0.8011
215/316 [===================>..........] - ETA: 19s - loss: 0.4110 - accuracy: 0.8015
216/316 [===================>..........] - ETA: 18s - loss: 0.4104 - accuracy: 0.8018
217/316 [===================>..........] - ETA: 18s - loss: 0.4099 - accuracy: 0.8024
218/316 [===================>..........] - ETA: 18s - loss: 0.4101 - accuracy: 0.8022
219/316 [===================>..........] - ETA: 18s - loss: 0.4105 - accuracy: 0.8022
220/316 [===================>..........] - ETA: 18s - loss: 0.4109 - accuracy: 0.8017
221/316 [===================>..........] - ETA: 18s - loss: 0.4102 - accuracy: 0.8023
222/316 [====================>.........] - ETA: 17s - loss: 0.4101 - accuracy: 0.8021
223/316 [====================>.........] - ETA: 17s - loss: 0.4100 - accuracy: 0.8016
224/316 [====================>.........] - ETA: 17s - loss: 0.4100 - accuracy: 0.8016
225/316 [====================>.........] - ETA: 17s - loss: 0.4099 - accuracy: 0.8017
226/316 [====================>.........] - ETA: 17s - loss: 0.4096 - accuracy: 0.8014
227/316 [====================>.........] - ETA: 16s - loss: 0.4089 - accuracy: 0.8020
228/316 [====================>.........] - ETA: 16s - loss: 0.4103 - accuracy: 0.8018
229/316 [====================>.........] - ETA: 16s - loss: 0.4101 - accuracy: 0.8019
230/316 [====================>.........] - ETA: 16s - loss: 0.4108 - accuracy: 0.8014
231/316 [====================>.........] - ETA: 16s - loss: 0.4104 - accuracy: 0.8017
232/316 [=====================>........] - ETA: 15s - loss: 0.4097 - accuracy: 0.8023
233/316 [=====================>........] - ETA: 15s - loss: 0.4100 - accuracy: 0.8020
234/316 [=====================>........] - ETA: 15s - loss: 0.4098 - accuracy: 0.8024
235/316 [=====================>........] - ETA: 15s - loss: 0.4106 - accuracy: 0.8016
236/316 [=====================>........] - ETA: 15s - loss: 0.4111 - accuracy: 0.8016
237/316 [=====================>........] - ETA: 14s - loss: 0.4112 - accuracy: 0.8014
238/316 [=====================>........] - ETA: 14s - loss: 0.4126 - accuracy: 0.8015
239/316 [=====================>........] - ETA: 14s - loss: 0.4128 - accuracy: 0.8015
240/316 [=====================>........] - ETA: 14s - loss: 0.4131 - accuracy: 0.8013
241/316 [=====================>........] - ETA: 14s - loss: 0.4127 - accuracy: 0.8013
242/316 [=====================>........] - ETA: 14s - loss: 0.4119 - accuracy: 0.8019
243/316 [======================>.......] - ETA: 13s - loss: 0.4131 - accuracy: 0.8014
244/316 [======================>.......] - ETA: 13s - loss: 0.4152 - accuracy: 0.7999
245/316 [======================>.......] - ETA: 13s - loss: 0.4153 - accuracy: 0.7995
246/316 [======================>.......] - ETA: 13s - loss: 0.4148 - accuracy: 0.7998
247/316 [======================>.......] - ETA: 13s - loss: 0.4145 - accuracy: 0.7998
248/316 [======================>.......] - ETA: 12s - loss: 0.4149 - accuracy: 0.7994
249/316 [======================>.......] - ETA: 12s - loss: 0.4151 - accuracy: 0.7992
250/316 [======================>.......] - ETA: 12s - loss: 0.4147 - accuracy: 0.7995
251/316 [======================>.......] - ETA: 12s - loss: 0.4149 - accuracy: 0.7991
252/316 [======================>.......] - ETA: 12s - loss: 0.4156 - accuracy: 0.7989
253/316 [=======================>......] - ETA: 11s - loss: 0.4153 - accuracy: 0.7992
254/316 [=======================>......] - ETA: 11s - loss: 0.4160 - accuracy: 0.7987
255/316 [=======================>......] - ETA: 11s - loss: 0.4165 - accuracy: 0.7988
256/316 [=======================>......] - ETA: 11s - loss: 0.4165 - accuracy: 0.7991
257/316 [=======================>......] - ETA: 11s - loss: 0.4169 - accuracy: 0.7989
258/316 [=======================>......] - ETA: 10s - loss: 0.4174 - accuracy: 0.7982
259/316 [=======================>......] - ETA: 10s - loss: 0.4178 - accuracy: 0.7980
260/316 [=======================>......] - ETA: 10s - loss: 0.4173 - accuracy: 0.7981
261/316 [=======================>......] - ETA: 10s - loss: 0.4184 - accuracy: 0.7974
262/316 [=======================>......] - ETA: 10s - loss: 0.4185 - accuracy: 0.7970
263/316 [=======================>......] - ETA: 10s - loss: 0.4183 - accuracy: 0.7975
264/316 [========================>.....] - ETA: 9s - loss: 0.4182 - accuracy: 0.7978 
265/316 [========================>.....] - ETA: 9s - loss: 0.4182 - accuracy: 0.7976
266/316 [========================>.....] - ETA: 9s - loss: 0.4182 - accuracy: 0.7972
267/316 [========================>.....] - ETA: 9s - loss: 0.4179 - accuracy: 0.7973
268/316 [========================>.....] - ETA: 9s - loss: 0.4173 - accuracy: 0.7978
269/316 [========================>.....] - ETA: 8s - loss: 0.4179 - accuracy: 0.7974
270/316 [========================>.....] - ETA: 8s - loss: 0.4176 - accuracy: 0.7975
271/316 [========================>.....] - ETA: 8s - loss: 0.4172 - accuracy: 0.7975
272/316 [========================>.....] - ETA: 8s - loss: 0.4173 - accuracy: 0.7976
273/316 [========================>.....] - ETA: 8s - loss: 0.4172 - accuracy: 0.7974
274/316 [=========================>....] - ETA: 7s - loss: 0.4172 - accuracy: 0.7977
275/316 [=========================>....] - ETA: 7s - loss: 0.4163 - accuracy: 0.7982
276/316 [=========================>....] - ETA: 7s - loss: 0.4163 - accuracy: 0.7982
277/316 [=========================>....] - ETA: 7s - loss: 0.4156 - accuracy: 0.7987
278/316 [=========================>....] - ETA: 7s - loss: 0.4162 - accuracy: 0.7983
279/316 [=========================>....] - ETA: 7s - loss: 0.4165 - accuracy: 0.7982
280/316 [=========================>....] - ETA: 6s - loss: 0.4168 - accuracy: 0.7980
281/316 [=========================>....] - ETA: 6s - loss: 0.4166 - accuracy: 0.7980
282/316 [=========================>....] - ETA: 6s - loss: 0.4172 - accuracy: 0.7981
283/316 [=========================>....] - ETA: 6s - loss: 0.4169 - accuracy: 0.7981
284/316 [=========================>....] - ETA: 6s - loss: 0.4163 - accuracy: 0.7989
285/316 [==========================>...] - ETA: 5s - loss: 0.4160 - accuracy: 0.7991
286/316 [==========================>...] - ETA: 5s - loss: 0.4161 - accuracy: 0.7996
287/316 [==========================>...] - ETA: 5s - loss: 0.4157 - accuracy: 0.8001
288/316 [==========================>...] - ETA: 5s - loss: 0.4156 - accuracy: 0.8001
289/316 [==========================>...] - ETA: 5s - loss: 0.4153 - accuracy: 0.8002
290/316 [==========================>...] - ETA: 4s - loss: 0.4147 - accuracy: 0.8006
291/316 [==========================>...] - ETA: 4s - loss: 0.4139 - accuracy: 0.8009
292/316 [==========================>...] - ETA: 4s - loss: 0.4142 - accuracy: 0.8007
293/316 [==========================>...] - ETA: 4s - loss: 0.4138 - accuracy: 0.8010
294/316 [==========================>...] - ETA: 4s - loss: 0.4145 - accuracy: 0.8002
295/316 [===========================>..] - ETA: 3s - loss: 0.4148 - accuracy: 0.8002
296/316 [===========================>..] - ETA: 3s - loss: 0.4144 - accuracy: 0.8005
297/316 [===========================>..] - ETA: 3s - loss: 0.4149 - accuracy: 0.7999
298/316 [===========================>..] - ETA: 3s - loss: 0.4155 - accuracy: 0.7993
299/316 [===========================>..] - ETA: 3s - loss: 0.4152 - accuracy: 0.7991
300/316 [===========================>..] - ETA: 3s - loss: 0.4152 - accuracy: 0.7996
301/316 [===========================>..] - ETA: 2s - loss: 0.4149 - accuracy: 0.7998
302/316 [===========================>..] - ETA: 2s - loss: 0.4152 - accuracy: 0.7997
303/316 [===========================>..] - ETA: 2s - loss: 0.4155 - accuracy: 0.7993
304/316 [===========================>..] - ETA: 2s - loss: 0.4160 - accuracy: 0.7985
305/316 [===========================>..] - ETA: 2s - loss: 0.4158 - accuracy: 0.7990
306/316 [============================>.] - ETA: 1s - loss: 0.4157 - accuracy: 0.7988
307/316 [============================>.] - ETA: 1s - loss: 0.4161 - accuracy: 0.7987
308/316 [============================>.] - ETA: 1s - loss: 0.4167 - accuracy: 0.7983
309/316 [============================>.] - ETA: 1s - loss: 0.4163 - accuracy: 0.7987
310/316 [============================>.] - ETA: 1s - loss: 0.4158 - accuracy: 0.7992
311/316 [============================>.] - ETA: 0s - loss: 0.4155 - accuracy: 0.7992
312/316 [============================>.] - ETA: 0s - loss: 0.4159 - accuracy: 0.7991
313/316 [============================>.] - ETA: 0s - loss: 0.4160 - accuracy: 0.7991
314/316 [============================>.] - ETA: 0s - loss: 0.4155 - accuracy: 0.7996
315/316 [============================>.] - ETA: 0s - loss: 0.4165 - accuracy: 0.7992
316/316 [==============================] - 60s 189ms/step - loss: 0.4165 - accuracy: 0.7994

316/316 [==============================] - 63s 201ms/step - loss: 0.4165 - accuracy: 0.7994 - val_loss: 0.2100 - val_accuracy: 0.9342
Epoch 23/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.6767 - accuracy: 0.5625
  2/316 [..............................] - ETA: 59s - loss: 0.5548 - accuracy: 0.6875 
  3/316 [..............................] - ETA: 58s - loss: 0.4749 - accuracy: 0.7500
  4/316 [..............................] - ETA: 58s - loss: 0.4605 - accuracy: 0.7656
  5/316 [..............................] - ETA: 58s - loss: 0.4715 - accuracy: 0.7750
  6/316 [..............................] - ETA: 58s - loss: 0.4688 - accuracy: 0.7708
  7/316 [..............................] - ETA: 58s - loss: 0.4435 - accuracy: 0.7946
  8/316 [..............................] - ETA: 58s - loss: 0.4481 - accuracy: 0.7812
  9/316 [..............................] - ETA: 58s - loss: 0.4612 - accuracy: 0.7708
 10/316 [..............................] - ETA: 58s - loss: 0.4574 - accuracy: 0.7750
 11/316 [>.............................] - ETA: 57s - loss: 0.4360 - accuracy: 0.7955
 12/316 [>.............................] - ETA: 57s - loss: 0.4455 - accuracy: 0.7917
 13/316 [>.............................] - ETA: 57s - loss: 0.4378 - accuracy: 0.7933
 14/316 [>.............................] - ETA: 57s - loss: 0.4346 - accuracy: 0.7991
 15/316 [>.............................] - ETA: 57s - loss: 0.4266 - accuracy: 0.8000
 16/316 [>.............................] - ETA: 57s - loss: 0.4201 - accuracy: 0.8008
 17/316 [>.............................] - ETA: 56s - loss: 0.4286 - accuracy: 0.8051
 18/316 [>.............................] - ETA: 56s - loss: 0.4201 - accuracy: 0.8090
 19/316 [>.............................] - ETA: 56s - loss: 0.4154 - accuracy: 0.8092
 20/316 [>.............................] - ETA: 55s - loss: 0.4144 - accuracy: 0.8125
 21/316 [>.............................] - ETA: 55s - loss: 0.4251 - accuracy: 0.8065
 22/316 [=>............................] - ETA: 55s - loss: 0.4249 - accuracy: 0.8068
 23/316 [=>............................] - ETA: 55s - loss: 0.4151 - accuracy: 0.8152
 24/316 [=>............................] - ETA: 55s - loss: 0.4179 - accuracy: 0.8125
 25/316 [=>............................] - ETA: 55s - loss: 0.4090 - accuracy: 0.8150
 26/316 [=>............................] - ETA: 54s - loss: 0.4138 - accuracy: 0.8125
 27/316 [=>............................] - ETA: 54s - loss: 0.4103 - accuracy: 0.8171
 28/316 [=>............................] - ETA: 54s - loss: 0.4051 - accuracy: 0.8192
 29/316 [=>............................] - ETA: 54s - loss: 0.4040 - accuracy: 0.8211
 30/316 [=>............................] - ETA: 54s - loss: 0.4042 - accuracy: 0.8208
 31/316 [=>............................] - ETA: 54s - loss: 0.4047 - accuracy: 0.8185
 32/316 [==>...........................] - ETA: 53s - loss: 0.4022 - accuracy: 0.8184
 33/316 [==>...........................] - ETA: 53s - loss: 0.4129 - accuracy: 0.8125
 34/316 [==>...........................] - ETA: 53s - loss: 0.4096 - accuracy: 0.8143
 35/316 [==>...........................] - ETA: 53s - loss: 0.4063 - accuracy: 0.8161
 36/316 [==>...........................] - ETA: 52s - loss: 0.4023 - accuracy: 0.8177
 37/316 [==>...........................] - ETA: 52s - loss: 0.4015 - accuracy: 0.8159
 38/316 [==>...........................] - ETA: 52s - loss: 0.3944 - accuracy: 0.8191
 39/316 [==>...........................] - ETA: 52s - loss: 0.4003 - accuracy: 0.8173
 40/316 [==>...........................] - ETA: 52s - loss: 0.3974 - accuracy: 0.8188
 41/316 [==>...........................] - ETA: 51s - loss: 0.3948 - accuracy: 0.8186
 42/316 [==>...........................] - ETA: 51s - loss: 0.3968 - accuracy: 0.8170
 43/316 [===>..........................] - ETA: 51s - loss: 0.3940 - accuracy: 0.8169
 44/316 [===>..........................] - ETA: 51s - loss: 0.3897 - accuracy: 0.8196
 45/316 [===>..........................] - ETA: 51s - loss: 0.3872 - accuracy: 0.8208
 46/316 [===>..........................] - ETA: 51s - loss: 0.3891 - accuracy: 0.8207
 47/316 [===>..........................] - ETA: 50s - loss: 0.3916 - accuracy: 0.8191
 48/316 [===>..........................] - ETA: 50s - loss: 0.3933 - accuracy: 0.8177
 49/316 [===>..........................] - ETA: 50s - loss: 0.3931 - accuracy: 0.8189
 50/316 [===>..........................] - ETA: 50s - loss: 0.3938 - accuracy: 0.8150
 51/316 [===>..........................] - ETA: 50s - loss: 0.3929 - accuracy: 0.8174
 52/316 [===>..........................] - ETA: 49s - loss: 0.3918 - accuracy: 0.8185
 53/316 [====>.........................] - ETA: 49s - loss: 0.3956 - accuracy: 0.8149
 54/316 [====>.........................] - ETA: 49s - loss: 0.3913 - accuracy: 0.8183
 55/316 [====>.........................] - ETA: 49s - loss: 0.3926 - accuracy: 0.8170
 56/316 [====>.........................] - ETA: 49s - loss: 0.3917 - accuracy: 0.8181
 57/316 [====>.........................] - ETA: 48s - loss: 0.3937 - accuracy: 0.8169
 58/316 [====>.........................] - ETA: 48s - loss: 0.3921 - accuracy: 0.8179
 59/316 [====>.........................] - ETA: 48s - loss: 0.3904 - accuracy: 0.8189
 60/316 [====>.........................] - ETA: 48s - loss: 0.3921 - accuracy: 0.8177
 61/316 [====>.........................] - ETA: 48s - loss: 0.3913 - accuracy: 0.8176
 62/316 [====>.........................] - ETA: 48s - loss: 0.3892 - accuracy: 0.8185
 63/316 [====>.........................] - ETA: 47s - loss: 0.3858 - accuracy: 0.8204
 64/316 [=====>........................] - ETA: 47s - loss: 0.3869 - accuracy: 0.8193
 65/316 [=====>........................] - ETA: 47s - loss: 0.3879 - accuracy: 0.8202
 66/316 [=====>........................] - ETA: 47s - loss: 0.3879 - accuracy: 0.8201
 67/316 [=====>........................] - ETA: 47s - loss: 0.3865 - accuracy: 0.8218
 68/316 [=====>........................] - ETA: 46s - loss: 0.3850 - accuracy: 0.8226
 69/316 [=====>........................] - ETA: 46s - loss: 0.3862 - accuracy: 0.8225
 70/316 [=====>........................] - ETA: 46s - loss: 0.3852 - accuracy: 0.8232
 71/316 [=====>........................] - ETA: 46s - loss: 0.3861 - accuracy: 0.8213
 72/316 [=====>........................] - ETA: 46s - loss: 0.3849 - accuracy: 0.8229
 73/316 [=====>........................] - ETA: 45s - loss: 0.3829 - accuracy: 0.8245
 74/316 [======>.......................] - ETA: 45s - loss: 0.3826 - accuracy: 0.8243
 75/316 [======>.......................] - ETA: 45s - loss: 0.3839 - accuracy: 0.8250
 76/316 [======>.......................] - ETA: 45s - loss: 0.3831 - accuracy: 0.8248
 77/316 [======>.......................] - ETA: 45s - loss: 0.3836 - accuracy: 0.8247
 78/316 [======>.......................] - ETA: 45s - loss: 0.3864 - accuracy: 0.8229
 79/316 [======>.......................] - ETA: 44s - loss: 0.3864 - accuracy: 0.8228
 80/316 [======>.......................] - ETA: 44s - loss: 0.3888 - accuracy: 0.8203
 81/316 [======>.......................] - ETA: 44s - loss: 0.3888 - accuracy: 0.8202
 82/316 [======>.......................] - ETA: 44s - loss: 0.3884 - accuracy: 0.8209
 83/316 [======>.......................] - ETA: 44s - loss: 0.3891 - accuracy: 0.8200
 84/316 [======>.......................] - ETA: 43s - loss: 0.3891 - accuracy: 0.8199
 85/316 [=======>......................] - ETA: 43s - loss: 0.3881 - accuracy: 0.8199
 86/316 [=======>......................] - ETA: 43s - loss: 0.3876 - accuracy: 0.8198
 87/316 [=======>......................] - ETA: 43s - loss: 0.3889 - accuracy: 0.8175
 88/316 [=======>......................] - ETA: 43s - loss: 0.3924 - accuracy: 0.8161
 89/316 [=======>......................] - ETA: 42s - loss: 0.3947 - accuracy: 0.8139
 90/316 [=======>......................] - ETA: 42s - loss: 0.3927 - accuracy: 0.8146
 91/316 [=======>......................] - ETA: 42s - loss: 0.3912 - accuracy: 0.8159
 92/316 [=======>......................] - ETA: 42s - loss: 0.3938 - accuracy: 0.8145
 93/316 [=======>......................] - ETA: 42s - loss: 0.3951 - accuracy: 0.8138
 94/316 [=======>......................] - ETA: 41s - loss: 0.3972 - accuracy: 0.8118
 95/316 [========>.....................] - ETA: 41s - loss: 0.3970 - accuracy: 0.8112
 96/316 [========>.....................] - ETA: 41s - loss: 0.3967 - accuracy: 0.8112
 97/316 [========>.....................] - ETA: 41s - loss: 0.3985 - accuracy: 0.8099
 98/316 [========>.....................] - ETA: 41s - loss: 0.3984 - accuracy: 0.8106
 99/316 [========>.....................] - ETA: 41s - loss: 0.3978 - accuracy: 0.8100
100/316 [========>.....................] - ETA: 40s - loss: 0.3986 - accuracy: 0.8087
101/316 [========>.....................] - ETA: 40s - loss: 0.3985 - accuracy: 0.8082
102/316 [========>.....................] - ETA: 40s - loss: 0.3988 - accuracy: 0.8082
103/316 [========>.....................] - ETA: 40s - loss: 0.3990 - accuracy: 0.8089
104/316 [========>.....................] - ETA: 40s - loss: 0.3995 - accuracy: 0.8089
105/316 [========>.....................] - ETA: 39s - loss: 0.3978 - accuracy: 0.8095
106/316 [=========>....................] - ETA: 39s - loss: 0.3987 - accuracy: 0.8090
107/316 [=========>....................] - ETA: 39s - loss: 0.4014 - accuracy: 0.8072
108/316 [=========>....................] - ETA: 39s - loss: 0.4009 - accuracy: 0.8073
109/316 [=========>....................] - ETA: 39s - loss: 0.4014 - accuracy: 0.8079
110/316 [=========>....................] - ETA: 38s - loss: 0.4023 - accuracy: 0.8085
111/316 [=========>....................] - ETA: 38s - loss: 0.4021 - accuracy: 0.8091
112/316 [=========>....................] - ETA: 38s - loss: 0.4016 - accuracy: 0.8092
113/316 [=========>....................] - ETA: 38s - loss: 0.4010 - accuracy: 0.8097
114/316 [=========>....................] - ETA: 38s - loss: 0.4007 - accuracy: 0.8092
115/316 [=========>....................] - ETA: 38s - loss: 0.4007 - accuracy: 0.8092
116/316 [==========>...................] - ETA: 37s - loss: 0.3997 - accuracy: 0.8103
117/316 [==========>...................] - ETA: 37s - loss: 0.4038 - accuracy: 0.8088
118/316 [==========>...................] - ETA: 37s - loss: 0.4044 - accuracy: 0.8077
119/316 [==========>...................] - ETA: 37s - loss: 0.4033 - accuracy: 0.8088
120/316 [==========>...................] - ETA: 37s - loss: 0.4021 - accuracy: 0.8094
121/316 [==========>...................] - ETA: 36s - loss: 0.4010 - accuracy: 0.8104
122/316 [==========>...................] - ETA: 36s - loss: 0.4006 - accuracy: 0.8105
123/316 [==========>...................] - ETA: 36s - loss: 0.4006 - accuracy: 0.8110
124/316 [==========>...................] - ETA: 36s - loss: 0.4006 - accuracy: 0.8105
125/316 [==========>...................] - ETA: 36s - loss: 0.4002 - accuracy: 0.8105
126/316 [==========>...................] - ETA: 35s - loss: 0.4012 - accuracy: 0.8105
127/316 [===========>..................] - ETA: 35s - loss: 0.4013 - accuracy: 0.8105
128/316 [===========>..................] - ETA: 35s - loss: 0.4001 - accuracy: 0.8115
129/316 [===========>..................] - ETA: 35s - loss: 0.4022 - accuracy: 0.8106
130/316 [===========>..................] - ETA: 35s - loss: 0.4022 - accuracy: 0.8111
131/316 [===========>..................] - ETA: 34s - loss: 0.4020 - accuracy: 0.8111
132/316 [===========>..................] - ETA: 34s - loss: 0.4009 - accuracy: 0.8116
133/316 [===========>..................] - ETA: 34s - loss: 0.4002 - accuracy: 0.8125
134/316 [===========>..................] - ETA: 34s - loss: 0.3998 - accuracy: 0.8125
135/316 [===========>..................] - ETA: 34s - loss: 0.4003 - accuracy: 0.8120
136/316 [===========>..................] - ETA: 34s - loss: 0.3996 - accuracy: 0.8125
137/316 [============>.................] - ETA: 33s - loss: 0.3996 - accuracy: 0.8125
138/316 [============>.................] - ETA: 33s - loss: 0.4000 - accuracy: 0.8125
139/316 [============>.................] - ETA: 33s - loss: 0.3985 - accuracy: 0.8129
140/316 [============>.................] - ETA: 33s - loss: 0.3994 - accuracy: 0.8129
141/316 [============>.................] - ETA: 33s - loss: 0.4000 - accuracy: 0.8125
142/316 [============>.................] - ETA: 32s - loss: 0.3993 - accuracy: 0.8129
143/316 [============>.................] - ETA: 32s - loss: 0.3986 - accuracy: 0.8134
144/316 [============>.................] - ETA: 32s - loss: 0.3986 - accuracy: 0.8142
145/316 [============>.................] - ETA: 32s - loss: 0.3972 - accuracy: 0.8151
146/316 [============>.................] - ETA: 32s - loss: 0.3963 - accuracy: 0.8159
147/316 [============>.................] - ETA: 31s - loss: 0.3957 - accuracy: 0.8163
148/316 [=============>................] - ETA: 31s - loss: 0.3951 - accuracy: 0.8163
149/316 [=============>................] - ETA: 31s - loss: 0.3950 - accuracy: 0.8167
150/316 [=============>................] - ETA: 31s - loss: 0.3954 - accuracy: 0.8163
151/316 [=============>................] - ETA: 31s - loss: 0.3941 - accuracy: 0.8171
152/316 [=============>................] - ETA: 31s - loss: 0.3949 - accuracy: 0.8162
153/316 [=============>................] - ETA: 30s - loss: 0.3936 - accuracy: 0.8174
154/316 [=============>................] - ETA: 30s - loss: 0.3958 - accuracy: 0.8166
155/316 [=============>................] - ETA: 30s - loss: 0.3955 - accuracy: 0.8165
156/316 [=============>................] - ETA: 30s - loss: 0.3963 - accuracy: 0.8165
157/316 [=============>................] - ETA: 30s - loss: 0.3950 - accuracy: 0.8173
158/316 [==============>...............] - ETA: 29s - loss: 0.3953 - accuracy: 0.8172
159/316 [==============>...............] - ETA: 29s - loss: 0.3947 - accuracy: 0.8176
160/316 [==============>...............] - ETA: 29s - loss: 0.3953 - accuracy: 0.8172
161/316 [==============>...............] - ETA: 29s - loss: 0.3959 - accuracy: 0.8168
162/316 [==============>...............] - ETA: 29s - loss: 0.3957 - accuracy: 0.8167
163/316 [==============>...............] - ETA: 28s - loss: 0.3960 - accuracy: 0.8163
164/316 [==============>...............] - ETA: 28s - loss: 0.3953 - accuracy: 0.8167
165/316 [==============>...............] - ETA: 28s - loss: 0.3970 - accuracy: 0.8155
166/316 [==============>...............] - ETA: 28s - loss: 0.3961 - accuracy: 0.8163
167/316 [==============>...............] - ETA: 28s - loss: 0.3965 - accuracy: 0.8159
168/316 [==============>...............] - ETA: 27s - loss: 0.3956 - accuracy: 0.8166
169/316 [===============>..............] - ETA: 27s - loss: 0.3950 - accuracy: 0.8169
170/316 [===============>..............] - ETA: 27s - loss: 0.3941 - accuracy: 0.8180
171/316 [===============>..............] - ETA: 27s - loss: 0.3962 - accuracy: 0.8169
172/316 [===============>..............] - ETA: 27s - loss: 0.3960 - accuracy: 0.8172
173/316 [===============>..............] - ETA: 27s - loss: 0.3975 - accuracy: 0.8158
174/316 [===============>..............] - ETA: 26s - loss: 0.3983 - accuracy: 0.8147
175/316 [===============>..............] - ETA: 26s - loss: 0.3984 - accuracy: 0.8146
176/316 [===============>..............] - ETA: 26s - loss: 0.3987 - accuracy: 0.8146
177/316 [===============>..............] - ETA: 26s - loss: 0.3984 - accuracy: 0.8150
178/316 [===============>..............] - ETA: 26s - loss: 0.3982 - accuracy: 0.8150
179/316 [===============>..............] - ETA: 25s - loss: 0.3984 - accuracy: 0.8146
180/316 [================>.............] - ETA: 25s - loss: 0.3990 - accuracy: 0.8135
181/316 [================>.............] - ETA: 25s - loss: 0.3995 - accuracy: 0.8132
182/316 [================>.............] - ETA: 25s - loss: 0.3992 - accuracy: 0.8135
183/316 [================>.............] - ETA: 25s - loss: 0.4005 - accuracy: 0.8125
184/316 [================>.............] - ETA: 24s - loss: 0.4018 - accuracy: 0.8111
185/316 [================>.............] - ETA: 24s - loss: 0.4020 - accuracy: 0.8111
186/316 [================>.............] - ETA: 24s - loss: 0.4015 - accuracy: 0.8112
187/316 [================>.............] - ETA: 24s - loss: 0.4013 - accuracy: 0.8108
188/316 [================>.............] - ETA: 24s - loss: 0.4014 - accuracy: 0.8112
189/316 [================>.............] - ETA: 24s - loss: 0.4013 - accuracy: 0.8118
190/316 [=================>............] - ETA: 23s - loss: 0.4020 - accuracy: 0.8112
191/316 [=================>............] - ETA: 23s - loss: 0.4026 - accuracy: 0.8109
192/316 [=================>............] - ETA: 23s - loss: 0.4033 - accuracy: 0.8109
193/316 [=================>............] - ETA: 23s - loss: 0.4033 - accuracy: 0.8109
194/316 [=================>............] - ETA: 23s - loss: 0.4038 - accuracy: 0.8112
195/316 [=================>............] - ETA: 22s - loss: 0.4034 - accuracy: 0.8115
196/316 [=================>............] - ETA: 22s - loss: 0.4043 - accuracy: 0.8109
197/316 [=================>............] - ETA: 22s - loss: 0.4045 - accuracy: 0.8109
198/316 [=================>............] - ETA: 22s - loss: 0.4041 - accuracy: 0.8109
199/316 [=================>............] - ETA: 22s - loss: 0.4050 - accuracy: 0.8106
200/316 [=================>............] - ETA: 21s - loss: 0.4055 - accuracy: 0.8100
201/316 [==================>...........] - ETA: 21s - loss: 0.4059 - accuracy: 0.8091
202/316 [==================>...........] - ETA: 21s - loss: 0.4057 - accuracy: 0.8094
203/316 [==================>...........] - ETA: 21s - loss: 0.4054 - accuracy: 0.8097
204/316 [==================>...........] - ETA: 21s - loss: 0.4053 - accuracy: 0.8094
205/316 [==================>...........] - ETA: 20s - loss: 0.4052 - accuracy: 0.8101
206/316 [==================>...........] - ETA: 20s - loss: 0.4058 - accuracy: 0.8101
207/316 [==================>...........] - ETA: 20s - loss: 0.4068 - accuracy: 0.8095
208/316 [==================>...........] - ETA: 20s - loss: 0.4066 - accuracy: 0.8098
209/316 [==================>...........] - ETA: 20s - loss: 0.4064 - accuracy: 0.8098
210/316 [==================>...........] - ETA: 20s - loss: 0.4070 - accuracy: 0.8095
211/316 [===================>..........] - ETA: 19s - loss: 0.4066 - accuracy: 0.8101
212/316 [===================>..........] - ETA: 19s - loss: 0.4068 - accuracy: 0.8098
213/316 [===================>..........] - ETA: 19s - loss: 0.4064 - accuracy: 0.8102
214/316 [===================>..........] - ETA: 19s - loss: 0.4064 - accuracy: 0.8102
215/316 [===================>..........] - ETA: 19s - loss: 0.4059 - accuracy: 0.8105
216/316 [===================>..........] - ETA: 18s - loss: 0.4053 - accuracy: 0.8108
217/316 [===================>..........] - ETA: 18s - loss: 0.4056 - accuracy: 0.8111
218/316 [===================>..........] - ETA: 18s - loss: 0.4057 - accuracy: 0.8105
219/316 [===================>..........] - ETA: 18s - loss: 0.4053 - accuracy: 0.8108
220/316 [===================>..........] - ETA: 18s - loss: 0.4053 - accuracy: 0.8108
221/316 [===================>..........] - ETA: 17s - loss: 0.4051 - accuracy: 0.8108
222/316 [====================>.........] - ETA: 17s - loss: 0.4055 - accuracy: 0.8105
223/316 [====================>.........] - ETA: 17s - loss: 0.4059 - accuracy: 0.8103
224/316 [====================>.........] - ETA: 17s - loss: 0.4060 - accuracy: 0.8100
225/316 [====================>.........] - ETA: 17s - loss: 0.4058 - accuracy: 0.8100
226/316 [====================>.........] - ETA: 17s - loss: 0.4047 - accuracy: 0.8108
227/316 [====================>.........] - ETA: 16s - loss: 0.4048 - accuracy: 0.8108
228/316 [====================>.........] - ETA: 16s - loss: 0.4046 - accuracy: 0.8106
229/316 [====================>.........] - ETA: 16s - loss: 0.4054 - accuracy: 0.8098
230/316 [====================>.........] - ETA: 16s - loss: 0.4070 - accuracy: 0.8092
231/316 [====================>.........] - ETA: 16s - loss: 0.4072 - accuracy: 0.8090
232/316 [=====================>........] - ETA: 15s - loss: 0.4079 - accuracy: 0.8087
233/316 [=====================>........] - ETA: 15s - loss: 0.4077 - accuracy: 0.8087
234/316 [=====================>........] - ETA: 15s - loss: 0.4073 - accuracy: 0.8090
235/316 [=====================>........] - ETA: 15s - loss: 0.4079 - accuracy: 0.8090
236/316 [=====================>........] - ETA: 15s - loss: 0.4090 - accuracy: 0.8088
237/316 [=====================>........] - ETA: 14s - loss: 0.4094 - accuracy: 0.8085
238/316 [=====================>........] - ETA: 14s - loss: 0.4095 - accuracy: 0.8086
239/316 [=====================>........] - ETA: 14s - loss: 0.4094 - accuracy: 0.8083
240/316 [=====================>........] - ETA: 14s - loss: 0.4099 - accuracy: 0.8073
241/316 [=====================>........] - ETA: 14s - loss: 0.4096 - accuracy: 0.8073
242/316 [=====================>........] - ETA: 13s - loss: 0.4096 - accuracy: 0.8076
243/316 [======================>.......] - ETA: 13s - loss: 0.4091 - accuracy: 0.8079
244/316 [======================>.......] - ETA: 13s - loss: 0.4100 - accuracy: 0.8076
245/316 [======================>.......] - ETA: 13s - loss: 0.4098 - accuracy: 0.8077
246/316 [======================>.......] - ETA: 13s - loss: 0.4107 - accuracy: 0.8074
247/316 [======================>.......] - ETA: 13s - loss: 0.4110 - accuracy: 0.8072
248/316 [======================>.......] - ETA: 12s - loss: 0.4118 - accuracy: 0.8065
249/316 [======================>.......] - ETA: 12s - loss: 0.4124 - accuracy: 0.8057
250/316 [======================>.......] - ETA: 12s - loss: 0.4120 - accuracy: 0.8060
251/316 [======================>.......] - ETA: 12s - loss: 0.4131 - accuracy: 0.8055
252/316 [======================>.......] - ETA: 12s - loss: 0.4131 - accuracy: 0.8056
253/316 [=======================>......] - ETA: 11s - loss: 0.4135 - accuracy: 0.8053
254/316 [=======================>......] - ETA: 11s - loss: 0.4143 - accuracy: 0.8046
255/316 [=======================>......] - ETA: 11s - loss: 0.4143 - accuracy: 0.8047
256/316 [=======================>......] - ETA: 11s - loss: 0.4137 - accuracy: 0.8049
257/316 [=======================>......] - ETA: 11s - loss: 0.4132 - accuracy: 0.8054
258/316 [=======================>......] - ETA: 10s - loss: 0.4134 - accuracy: 0.8055
259/316 [=======================>......] - ETA: 10s - loss: 0.4132 - accuracy: 0.8055
260/316 [=======================>......] - ETA: 10s - loss: 0.4136 - accuracy: 0.8053
261/316 [=======================>......] - ETA: 10s - loss: 0.4132 - accuracy: 0.8056
262/316 [=======================>......] - ETA: 10s - loss: 0.4129 - accuracy: 0.8058
263/316 [=======================>......] - ETA: 10s - loss: 0.4126 - accuracy: 0.8058
264/316 [========================>.....] - ETA: 9s - loss: 0.4128 - accuracy: 0.8054 
265/316 [========================>.....] - ETA: 9s - loss: 0.4127 - accuracy: 0.8054
266/316 [========================>.....] - ETA: 9s - loss: 0.4130 - accuracy: 0.8055
267/316 [========================>.....] - ETA: 9s - loss: 0.4129 - accuracy: 0.8057
268/316 [========================>.....] - ETA: 9s - loss: 0.4122 - accuracy: 0.8060
269/316 [========================>.....] - ETA: 8s - loss: 0.4122 - accuracy: 0.8055
270/316 [========================>.....] - ETA: 8s - loss: 0.4114 - accuracy: 0.8060
271/316 [========================>.....] - ETA: 8s - loss: 0.4117 - accuracy: 0.8060
272/316 [========================>.....] - ETA: 8s - loss: 0.4108 - accuracy: 0.8068
273/316 [========================>.....] - ETA: 8s - loss: 0.4107 - accuracy: 0.8068
274/316 [=========================>....] - ETA: 7s - loss: 0.4119 - accuracy: 0.8061
275/316 [=========================>....] - ETA: 7s - loss: 0.4120 - accuracy: 0.8057
276/316 [=========================>....] - ETA: 7s - loss: 0.4113 - accuracy: 0.8062
277/316 [=========================>....] - ETA: 7s - loss: 0.4115 - accuracy: 0.8057
278/316 [=========================>....] - ETA: 7s - loss: 0.4116 - accuracy: 0.8055
279/316 [=========================>....] - ETA: 7s - loss: 0.4118 - accuracy: 0.8049
280/316 [=========================>....] - ETA: 6s - loss: 0.4121 - accuracy: 0.8045
281/316 [=========================>....] - ETA: 6s - loss: 0.4125 - accuracy: 0.8045
282/316 [=========================>....] - ETA: 6s - loss: 0.4131 - accuracy: 0.8034
283/316 [=========================>....] - ETA: 6s - loss: 0.4129 - accuracy: 0.8034
284/316 [=========================>....] - ETA: 6s - loss: 0.4130 - accuracy: 0.8035
285/316 [==========================>...] - ETA: 5s - loss: 0.4141 - accuracy: 0.8031
286/316 [==========================>...] - ETA: 5s - loss: 0.4144 - accuracy: 0.8029
287/316 [==========================>...] - ETA: 5s - loss: 0.4142 - accuracy: 0.8031
288/316 [==========================>...] - ETA: 5s - loss: 0.4141 - accuracy: 0.8027
289/316 [==========================>...] - ETA: 5s - loss: 0.4140 - accuracy: 0.8026
290/316 [==========================>...] - ETA: 4s - loss: 0.4139 - accuracy: 0.8028
291/316 [==========================>...] - ETA: 4s - loss: 0.4146 - accuracy: 0.8028
292/316 [==========================>...] - ETA: 4s - loss: 0.4152 - accuracy: 0.8027
293/316 [==========================>...] - ETA: 4s - loss: 0.4151 - accuracy: 0.8029
294/316 [==========================>...] - ETA: 4s - loss: 0.4153 - accuracy: 0.8029
295/316 [===========================>..] - ETA: 3s - loss: 0.4152 - accuracy: 0.8025
296/316 [===========================>..] - ETA: 3s - loss: 0.4152 - accuracy: 0.8028
297/316 [===========================>..] - ETA: 3s - loss: 0.4147 - accuracy: 0.8030
298/316 [===========================>..] - ETA: 3s - loss: 0.4151 - accuracy: 0.8026
299/316 [===========================>..] - ETA: 3s - loss: 0.4150 - accuracy: 0.8031
300/316 [===========================>..] - ETA: 3s - loss: 0.4148 - accuracy: 0.8031
301/316 [===========================>..] - ETA: 2s - loss: 0.4149 - accuracy: 0.8029
302/316 [===========================>..] - ETA: 2s - loss: 0.4153 - accuracy: 0.8030
303/316 [===========================>..] - ETA: 2s - loss: 0.4155 - accuracy: 0.8030
304/316 [===========================>..] - ETA: 2s - loss: 0.4154 - accuracy: 0.8030
305/316 [===========================>..] - ETA: 2s - loss: 0.4152 - accuracy: 0.8033
306/316 [============================>.] - ETA: 1s - loss: 0.4146 - accuracy: 0.8035
307/316 [============================>.] - ETA: 1s - loss: 0.4141 - accuracy: 0.8037
308/316 [============================>.] - ETA: 1s - loss: 0.4144 - accuracy: 0.8036
309/316 [============================>.] - ETA: 1s - loss: 0.4145 - accuracy: 0.8038
310/316 [============================>.] - ETA: 1s - loss: 0.4143 - accuracy: 0.8040
311/316 [============================>.] - ETA: 0s - loss: 0.4141 - accuracy: 0.8041
312/316 [============================>.] - ETA: 0s - loss: 0.4142 - accuracy: 0.8041
313/316 [============================>.] - ETA: 0s - loss: 0.4138 - accuracy: 0.8041
314/316 [============================>.] - ETA: 0s - loss: 0.4140 - accuracy: 0.8039
315/316 [============================>.] - ETA: 0s - loss: 0.4138 - accuracy: 0.8042
316/316 [==============================] - 60s 189ms/step - loss: 0.4136 - accuracy: 0.8042

316/316 [==============================] - 63s 201ms/step - loss: 0.4136 - accuracy: 0.8042 - val_loss: 0.2816 - val_accuracy: 0.8645
Epoch 24/100

  1/316 [..............................] - ETA: 1:02 - loss: 0.4433 - accuracy: 0.7500
  2/316 [..............................] - ETA: 59s - loss: 0.4422 - accuracy: 0.7500 
  3/316 [..............................] - ETA: 58s - loss: 0.3909 - accuracy: 0.7917
  4/316 [..............................] - ETA: 59s - loss: 0.3529 - accuracy: 0.8281
  5/316 [..............................] - ETA: 1:00 - loss: 0.4026 - accuracy: 0.7875
  6/316 [..............................] - ETA: 59s - loss: 0.4039 - accuracy: 0.7917 
  7/316 [..............................] - ETA: 59s - loss: 0.3978 - accuracy: 0.7857
  8/316 [..............................] - ETA: 58s - loss: 0.3766 - accuracy: 0.8047
  9/316 [..............................] - ETA: 58s - loss: 0.3918 - accuracy: 0.7986
 10/316 [..............................] - ETA: 57s - loss: 0.4377 - accuracy: 0.7812
 11/316 [>.............................] - ETA: 58s - loss: 0.4444 - accuracy: 0.7727
 12/316 [>.............................] - ETA: 57s - loss: 0.4416 - accuracy: 0.7760
 13/316 [>.............................] - ETA: 58s - loss: 0.4239 - accuracy: 0.7885
 14/316 [>.............................] - ETA: 57s - loss: 0.4400 - accuracy: 0.7857
 15/316 [>.............................] - ETA: 57s - loss: 0.4306 - accuracy: 0.7917
 16/316 [>.............................] - ETA: 56s - loss: 0.4271 - accuracy: 0.7891
 17/316 [>.............................] - ETA: 56s - loss: 0.4253 - accuracy: 0.7904
 18/316 [>.............................] - ETA: 56s - loss: 0.4345 - accuracy: 0.7778
 19/316 [>.............................] - ETA: 56s - loss: 0.4388 - accuracy: 0.7697
 20/316 [>.............................] - ETA: 56s - loss: 0.4354 - accuracy: 0.7719
 21/316 [>.............................] - ETA: 56s - loss: 0.4383 - accuracy: 0.7708
 22/316 [=>............................] - ETA: 55s - loss: 0.4466 - accuracy: 0.7642
 23/316 [=>............................] - ETA: 55s - loss: 0.4501 - accuracy: 0.7582
 24/316 [=>............................] - ETA: 55s - loss: 0.4434 - accuracy: 0.7630
 25/316 [=>............................] - ETA: 55s - loss: 0.4345 - accuracy: 0.7700
 26/316 [=>............................] - ETA: 55s - loss: 0.4316 - accuracy: 0.7716
 27/316 [=>............................] - ETA: 55s - loss: 0.4274 - accuracy: 0.7755
 28/316 [=>............................] - ETA: 54s - loss: 0.4221 - accuracy: 0.7790
 29/316 [=>............................] - ETA: 54s - loss: 0.4192 - accuracy: 0.7780
 30/316 [=>............................] - ETA: 54s - loss: 0.4161 - accuracy: 0.7792
 31/316 [=>............................] - ETA: 54s - loss: 0.4130 - accuracy: 0.7823
 32/316 [==>...........................] - ETA: 53s - loss: 0.4117 - accuracy: 0.7852
 33/316 [==>...........................] - ETA: 53s - loss: 0.4204 - accuracy: 0.7822
 34/316 [==>...........................] - ETA: 53s - loss: 0.4149 - accuracy: 0.7868
 35/316 [==>...........................] - ETA: 53s - loss: 0.4251 - accuracy: 0.7821
 36/316 [==>...........................] - ETA: 53s - loss: 0.4321 - accuracy: 0.7778
 37/316 [==>...........................] - ETA: 52s - loss: 0.4324 - accuracy: 0.7770
 38/316 [==>...........................] - ETA: 52s - loss: 0.4393 - accuracy: 0.7780
 39/316 [==>...........................] - ETA: 52s - loss: 0.4405 - accuracy: 0.7788
 40/316 [==>...........................] - ETA: 52s - loss: 0.4414 - accuracy: 0.7797
 41/316 [==>...........................] - ETA: 52s - loss: 0.4398 - accuracy: 0.7820
 42/316 [==>...........................] - ETA: 52s - loss: 0.4358 - accuracy: 0.7872
 43/316 [===>..........................] - ETA: 51s - loss: 0.4364 - accuracy: 0.7834
 44/316 [===>..........................] - ETA: 51s - loss: 0.4361 - accuracy: 0.7827
 45/316 [===>..........................] - ETA: 51s - loss: 0.4333 - accuracy: 0.7847
 46/316 [===>..........................] - ETA: 51s - loss: 0.4297 - accuracy: 0.7880
 47/316 [===>..........................] - ETA: 51s - loss: 0.4283 - accuracy: 0.7872
 48/316 [===>..........................] - ETA: 50s - loss: 0.4317 - accuracy: 0.7852
 49/316 [===>..........................] - ETA: 50s - loss: 0.4345 - accuracy: 0.7819
 50/316 [===>..........................] - ETA: 50s - loss: 0.4334 - accuracy: 0.7825
 51/316 [===>..........................] - ETA: 50s - loss: 0.4323 - accuracy: 0.7831
 52/316 [===>..........................] - ETA: 50s - loss: 0.4330 - accuracy: 0.7837
 53/316 [====>.........................] - ETA: 49s - loss: 0.4325 - accuracy: 0.7830
 54/316 [====>.........................] - ETA: 49s - loss: 0.4317 - accuracy: 0.7836
 55/316 [====>.........................] - ETA: 49s - loss: 0.4335 - accuracy: 0.7807
 56/316 [====>.........................] - ETA: 49s - loss: 0.4300 - accuracy: 0.7835
 57/316 [====>.........................] - ETA: 49s - loss: 0.4255 - accuracy: 0.7873
 58/316 [====>.........................] - ETA: 48s - loss: 0.4249 - accuracy: 0.7877
 59/316 [====>.........................] - ETA: 48s - loss: 0.4239 - accuracy: 0.7881
 60/316 [====>.........................] - ETA: 48s - loss: 0.4241 - accuracy: 0.7865
 61/316 [====>.........................] - ETA: 48s - loss: 0.4257 - accuracy: 0.7869
 62/316 [====>.........................] - ETA: 48s - loss: 0.4270 - accuracy: 0.7873
 63/316 [====>.........................] - ETA: 48s - loss: 0.4231 - accuracy: 0.7897
 64/316 [=====>........................] - ETA: 47s - loss: 0.4192 - accuracy: 0.7920
 65/316 [=====>........................] - ETA: 47s - loss: 0.4153 - accuracy: 0.7942
 66/316 [=====>........................] - ETA: 47s - loss: 0.4121 - accuracy: 0.7955
 67/316 [=====>........................] - ETA: 47s - loss: 0.4147 - accuracy: 0.7929
 68/316 [=====>........................] - ETA: 47s - loss: 0.4149 - accuracy: 0.7904
 69/316 [=====>........................] - ETA: 46s - loss: 0.4154 - accuracy: 0.7908
 70/316 [=====>........................] - ETA: 46s - loss: 0.4128 - accuracy: 0.7920
 71/316 [=====>........................] - ETA: 46s - loss: 0.4138 - accuracy: 0.7923
 72/316 [=====>........................] - ETA: 46s - loss: 0.4132 - accuracy: 0.7917
 73/316 [=====>........................] - ETA: 46s - loss: 0.4128 - accuracy: 0.7928
 74/316 [======>.......................] - ETA: 45s - loss: 0.4128 - accuracy: 0.7931
 75/316 [======>.......................] - ETA: 45s - loss: 0.4124 - accuracy: 0.7925
 76/316 [======>.......................] - ETA: 45s - loss: 0.4107 - accuracy: 0.7936
 77/316 [======>.......................] - ETA: 45s - loss: 0.4116 - accuracy: 0.7930
 78/316 [======>.......................] - ETA: 45s - loss: 0.4111 - accuracy: 0.7933
 79/316 [======>.......................] - ETA: 44s - loss: 0.4110 - accuracy: 0.7943
 80/316 [======>.......................] - ETA: 44s - loss: 0.4102 - accuracy: 0.7945
 81/316 [======>.......................] - ETA: 44s - loss: 0.4097 - accuracy: 0.7948
 82/316 [======>.......................] - ETA: 44s - loss: 0.4094 - accuracy: 0.7950
 83/316 [======>.......................] - ETA: 44s - loss: 0.4114 - accuracy: 0.7944
 84/316 [======>.......................] - ETA: 43s - loss: 0.4133 - accuracy: 0.7932
 85/316 [=======>......................] - ETA: 43s - loss: 0.4152 - accuracy: 0.7919
 86/316 [=======>......................] - ETA: 43s - loss: 0.4139 - accuracy: 0.7922
 87/316 [=======>......................] - ETA: 43s - loss: 0.4134 - accuracy: 0.7924
 88/316 [=======>......................] - ETA: 43s - loss: 0.4154 - accuracy: 0.7905
 89/316 [=======>......................] - ETA: 43s - loss: 0.4202 - accuracy: 0.7893
 90/316 [=======>......................] - ETA: 42s - loss: 0.4229 - accuracy: 0.7903
 91/316 [=======>......................] - ETA: 42s - loss: 0.4214 - accuracy: 0.7919
 92/316 [=======>......................] - ETA: 42s - loss: 0.4221 - accuracy: 0.7908
 93/316 [=======>......................] - ETA: 42s - loss: 0.4228 - accuracy: 0.7903
 94/316 [=======>......................] - ETA: 42s - loss: 0.4203 - accuracy: 0.7919
 95/316 [========>.....................] - ETA: 41s - loss: 0.4188 - accuracy: 0.7928
 96/316 [========>.....................] - ETA: 41s - loss: 0.4175 - accuracy: 0.7943
 97/316 [========>.....................] - ETA: 41s - loss: 0.4220 - accuracy: 0.7938
 98/316 [========>.....................] - ETA: 41s - loss: 0.4222 - accuracy: 0.7934
 99/316 [========>.....................] - ETA: 41s - loss: 0.4224 - accuracy: 0.7936
100/316 [========>.....................] - ETA: 40s - loss: 0.4262 - accuracy: 0.7919
101/316 [========>.....................] - ETA: 40s - loss: 0.4271 - accuracy: 0.7908
102/316 [========>.....................] - ETA: 40s - loss: 0.4266 - accuracy: 0.7923
103/316 [========>.....................] - ETA: 40s - loss: 0.4261 - accuracy: 0.7931
104/316 [========>.....................] - ETA: 40s - loss: 0.4264 - accuracy: 0.7933
105/316 [========>.....................] - ETA: 39s - loss: 0.4259 - accuracy: 0.7935
106/316 [=========>....................] - ETA: 39s - loss: 0.4255 - accuracy: 0.7936
107/316 [=========>....................] - ETA: 39s - loss: 0.4247 - accuracy: 0.7938
108/316 [=========>....................] - ETA: 39s - loss: 0.4250 - accuracy: 0.7934
109/316 [=========>....................] - ETA: 39s - loss: 0.4265 - accuracy: 0.7924
110/316 [=========>....................] - ETA: 39s - loss: 0.4269 - accuracy: 0.7926
111/316 [=========>....................] - ETA: 38s - loss: 0.4259 - accuracy: 0.7939
112/316 [=========>....................] - ETA: 38s - loss: 0.4249 - accuracy: 0.7941
113/316 [=========>....................] - ETA: 38s - loss: 0.4259 - accuracy: 0.7937
114/316 [=========>....................] - ETA: 38s - loss: 0.4253 - accuracy: 0.7939
115/316 [=========>....................] - ETA: 38s - loss: 0.4247 - accuracy: 0.7946
116/316 [==========>...................] - ETA: 37s - loss: 0.4236 - accuracy: 0.7953
117/316 [==========>...................] - ETA: 37s - loss: 0.4239 - accuracy: 0.7949
118/316 [==========>...................] - ETA: 37s - loss: 0.4240 - accuracy: 0.7945
119/316 [==========>...................] - ETA: 37s - loss: 0.4251 - accuracy: 0.7936
120/316 [==========>...................] - ETA: 37s - loss: 0.4233 - accuracy: 0.7948
121/316 [==========>...................] - ETA: 36s - loss: 0.4251 - accuracy: 0.7929
122/316 [==========>...................] - ETA: 36s - loss: 0.4235 - accuracy: 0.7935
123/316 [==========>...................] - ETA: 36s - loss: 0.4230 - accuracy: 0.7942
124/316 [==========>...................] - ETA: 36s - loss: 0.4231 - accuracy: 0.7939
125/316 [==========>...................] - ETA: 36s - loss: 0.4242 - accuracy: 0.7940
126/316 [==========>...................] - ETA: 36s - loss: 0.4249 - accuracy: 0.7932
127/316 [===========>..................] - ETA: 35s - loss: 0.4253 - accuracy: 0.7933
128/316 [===========>..................] - ETA: 35s - loss: 0.4257 - accuracy: 0.7930
129/316 [===========>..................] - ETA: 35s - loss: 0.4247 - accuracy: 0.7941
130/316 [===========>..................] - ETA: 35s - loss: 0.4234 - accuracy: 0.7952
131/316 [===========>..................] - ETA: 35s - loss: 0.4237 - accuracy: 0.7948
132/316 [===========>..................] - ETA: 34s - loss: 0.4255 - accuracy: 0.7940
133/316 [===========>..................] - ETA: 34s - loss: 0.4252 - accuracy: 0.7942
134/316 [===========>..................] - ETA: 34s - loss: 0.4265 - accuracy: 0.7934
135/316 [===========>..................] - ETA: 34s - loss: 0.4271 - accuracy: 0.7931
136/316 [===========>..................] - ETA: 34s - loss: 0.4268 - accuracy: 0.7941
137/316 [============>.................] - ETA: 33s - loss: 0.4260 - accuracy: 0.7947
138/316 [============>.................] - ETA: 33s - loss: 0.4261 - accuracy: 0.7948
139/316 [============>.................] - ETA: 33s - loss: 0.4251 - accuracy: 0.7950
140/316 [============>.................] - ETA: 33s - loss: 0.4241 - accuracy: 0.7960
141/316 [============>.................] - ETA: 33s - loss: 0.4245 - accuracy: 0.7952
142/316 [============>.................] - ETA: 32s - loss: 0.4228 - accuracy: 0.7967
143/316 [============>.................] - ETA: 32s - loss: 0.4213 - accuracy: 0.7976
144/316 [============>.................] - ETA: 32s - loss: 0.4201 - accuracy: 0.7982
145/316 [============>.................] - ETA: 32s - loss: 0.4210 - accuracy: 0.7978
146/316 [============>.................] - ETA: 32s - loss: 0.4211 - accuracy: 0.7975
147/316 [============>.................] - ETA: 32s - loss: 0.4215 - accuracy: 0.7976
148/316 [=============>................] - ETA: 31s - loss: 0.4208 - accuracy: 0.7977
149/316 [=============>................] - ETA: 31s - loss: 0.4207 - accuracy: 0.7974
150/316 [=============>................] - ETA: 31s - loss: 0.4206 - accuracy: 0.7975
151/316 [=============>................] - ETA: 31s - loss: 0.4213 - accuracy: 0.7972
152/316 [=============>................] - ETA: 31s - loss: 0.4201 - accuracy: 0.7981
153/316 [=============>................] - ETA: 30s - loss: 0.4214 - accuracy: 0.7974
154/316 [=============>................] - ETA: 30s - loss: 0.4210 - accuracy: 0.7983
155/316 [=============>................] - ETA: 30s - loss: 0.4216 - accuracy: 0.7972
156/316 [=============>................] - ETA: 30s - loss: 0.4202 - accuracy: 0.7977
157/316 [=============>................] - ETA: 30s - loss: 0.4203 - accuracy: 0.7974
158/316 [==============>...............] - ETA: 29s - loss: 0.4222 - accuracy: 0.7959
159/316 [==============>...............] - ETA: 29s - loss: 0.4215 - accuracy: 0.7964
160/316 [==============>...............] - ETA: 29s - loss: 0.4213 - accuracy: 0.7965
161/316 [==============>...............] - ETA: 29s - loss: 0.4221 - accuracy: 0.7962
162/316 [==============>...............] - ETA: 29s - loss: 0.4229 - accuracy: 0.7955
163/316 [==============>...............] - ETA: 29s - loss: 0.4223 - accuracy: 0.7960
164/316 [==============>...............] - ETA: 28s - loss: 0.4221 - accuracy: 0.7961
165/316 [==============>...............] - ETA: 28s - loss: 0.4224 - accuracy: 0.7955
166/316 [==============>...............] - ETA: 28s - loss: 0.4228 - accuracy: 0.7948
167/316 [==============>...............] - ETA: 28s - loss: 0.4215 - accuracy: 0.7957
168/316 [==============>...............] - ETA: 28s - loss: 0.4211 - accuracy: 0.7961
169/316 [===============>..............] - ETA: 27s - loss: 0.4216 - accuracy: 0.7955
170/316 [===============>..............] - ETA: 27s - loss: 0.4218 - accuracy: 0.7956
171/316 [===============>..............] - ETA: 27s - loss: 0.4206 - accuracy: 0.7964
172/316 [===============>..............] - ETA: 27s - loss: 0.4218 - accuracy: 0.7954
173/316 [===============>..............] - ETA: 27s - loss: 0.4214 - accuracy: 0.7952
174/316 [===============>..............] - ETA: 26s - loss: 0.4215 - accuracy: 0.7956
175/316 [===============>..............] - ETA: 26s - loss: 0.4213 - accuracy: 0.7950
176/316 [===============>..............] - ETA: 26s - loss: 0.4215 - accuracy: 0.7947
177/316 [===============>..............] - ETA: 26s - loss: 0.4215 - accuracy: 0.7952
178/316 [===============>..............] - ETA: 26s - loss: 0.4218 - accuracy: 0.7956
179/316 [===============>..............] - ETA: 25s - loss: 0.4212 - accuracy: 0.7968
180/316 [================>.............] - ETA: 25s - loss: 0.4203 - accuracy: 0.7972
181/316 [================>.............] - ETA: 25s - loss: 0.4203 - accuracy: 0.7966
182/316 [================>.............] - ETA: 25s - loss: 0.4213 - accuracy: 0.7957
183/316 [================>.............] - ETA: 25s - loss: 0.4206 - accuracy: 0.7964
184/316 [================>.............] - ETA: 25s - loss: 0.4204 - accuracy: 0.7965
185/316 [================>.............] - ETA: 24s - loss: 0.4207 - accuracy: 0.7963
186/316 [================>.............] - ETA: 24s - loss: 0.4209 - accuracy: 0.7954
187/316 [================>.............] - ETA: 24s - loss: 0.4212 - accuracy: 0.7948
188/316 [================>.............] - ETA: 24s - loss: 0.4202 - accuracy: 0.7952
189/316 [================>.............] - ETA: 24s - loss: 0.4197 - accuracy: 0.7960
190/316 [=================>............] - ETA: 23s - loss: 0.4194 - accuracy: 0.7957
191/316 [=================>............] - ETA: 23s - loss: 0.4210 - accuracy: 0.7952
192/316 [=================>............] - ETA: 23s - loss: 0.4209 - accuracy: 0.7956
193/316 [=================>............] - ETA: 23s - loss: 0.4215 - accuracy: 0.7957
194/316 [=================>............] - ETA: 23s - loss: 0.4209 - accuracy: 0.7961
195/316 [=================>............] - ETA: 22s - loss: 0.4199 - accuracy: 0.7965
196/316 [=================>............] - ETA: 22s - loss: 0.4198 - accuracy: 0.7959
197/316 [=================>............] - ETA: 22s - loss: 0.4204 - accuracy: 0.7960
198/316 [=================>............] - ETA: 22s - loss: 0.4199 - accuracy: 0.7961
199/316 [=================>............] - ETA: 22s - loss: 0.4187 - accuracy: 0.7965
200/316 [=================>............] - ETA: 22s - loss: 0.4185 - accuracy: 0.7966
201/316 [==================>...........] - ETA: 21s - loss: 0.4198 - accuracy: 0.7951
202/316 [==================>...........] - ETA: 21s - loss: 0.4195 - accuracy: 0.7955
203/316 [==================>...........] - ETA: 21s - loss: 0.4190 - accuracy: 0.7956
204/316 [==================>...........] - ETA: 21s - loss: 0.4187 - accuracy: 0.7963
205/316 [==================>...........] - ETA: 21s - loss: 0.4186 - accuracy: 0.7966
206/316 [==================>...........] - ETA: 20s - loss: 0.4188 - accuracy: 0.7964
207/316 [==================>...........] - ETA: 20s - loss: 0.4182 - accuracy: 0.7971
208/316 [==================>...........] - ETA: 20s - loss: 0.4179 - accuracy: 0.7975
209/316 [==================>...........] - ETA: 20s - loss: 0.4183 - accuracy: 0.7975
210/316 [==================>...........] - ETA: 20s - loss: 0.4180 - accuracy: 0.7979
211/316 [===================>..........] - ETA: 19s - loss: 0.4181 - accuracy: 0.7977
212/316 [===================>..........] - ETA: 19s - loss: 0.4176 - accuracy: 0.7978
213/316 [===================>..........] - ETA: 19s - loss: 0.4181 - accuracy: 0.7975
214/316 [===================>..........] - ETA: 19s - loss: 0.4169 - accuracy: 0.7982
215/316 [===================>..........] - ETA: 19s - loss: 0.4170 - accuracy: 0.7983
216/316 [===================>..........] - ETA: 18s - loss: 0.4179 - accuracy: 0.7980
217/316 [===================>..........] - ETA: 18s - loss: 0.4191 - accuracy: 0.7978
218/316 [===================>..........] - ETA: 18s - loss: 0.4197 - accuracy: 0.7979
219/316 [===================>..........] - ETA: 18s - loss: 0.4191 - accuracy: 0.7979
220/316 [===================>..........] - ETA: 18s - loss: 0.4182 - accuracy: 0.7986
221/316 [===================>..........] - ETA: 18s - loss: 0.4184 - accuracy: 0.7984
222/316 [====================>.........] - ETA: 17s - loss: 0.4198 - accuracy: 0.7979
223/316 [====================>.........] - ETA: 17s - loss: 0.4197 - accuracy: 0.7979
224/316 [====================>.........] - ETA: 17s - loss: 0.4196 - accuracy: 0.7980
225/316 [====================>.........] - ETA: 17s - loss: 0.4200 - accuracy: 0.7975
226/316 [====================>.........] - ETA: 17s - loss: 0.4200 - accuracy: 0.7973
227/316 [====================>.........] - ETA: 16s - loss: 0.4194 - accuracy: 0.7974
228/316 [====================>.........] - ETA: 16s - loss: 0.4189 - accuracy: 0.7977
229/316 [====================>.........] - ETA: 16s - loss: 0.4193 - accuracy: 0.7975
230/316 [====================>.........] - ETA: 16s - loss: 0.4197 - accuracy: 0.7970
231/316 [====================>.........] - ETA: 16s - loss: 0.4193 - accuracy: 0.7973
232/316 [=====================>........] - ETA: 15s - loss: 0.4197 - accuracy: 0.7974
233/316 [=====================>........] - ETA: 15s - loss: 0.4200 - accuracy: 0.7972
234/316 [=====================>........] - ETA: 15s - loss: 0.4206 - accuracy: 0.7965
235/316 [=====================>........] - ETA: 15s - loss: 0.4205 - accuracy: 0.7968
236/316 [=====================>........] - ETA: 15s - loss: 0.4206 - accuracy: 0.7969
237/316 [=====================>........] - ETA: 14s - loss: 0.4205 - accuracy: 0.7967
238/316 [=====================>........] - ETA: 14s - loss: 0.4204 - accuracy: 0.7970
239/316 [=====================>........] - ETA: 14s - loss: 0.4199 - accuracy: 0.7973
240/316 [=====================>........] - ETA: 14s - loss: 0.4207 - accuracy: 0.7966
241/316 [=====================>........] - ETA: 14s - loss: 0.4206 - accuracy: 0.7962
242/316 [=====================>........] - ETA: 14s - loss: 0.4213 - accuracy: 0.7957
243/316 [======================>.......] - ETA: 13s - loss: 0.4211 - accuracy: 0.7958
244/316 [======================>.......] - ETA: 13s - loss: 0.4208 - accuracy: 0.7961
245/316 [======================>.......] - ETA: 13s - loss: 0.4198 - accuracy: 0.7969
246/316 [======================>.......] - ETA: 13s - loss: 0.4189 - accuracy: 0.7973
247/316 [======================>.......] - ETA: 13s - loss: 0.4188 - accuracy: 0.7973
248/316 [======================>.......] - ETA: 12s - loss: 0.4180 - accuracy: 0.7979
249/316 [======================>.......] - ETA: 12s - loss: 0.4171 - accuracy: 0.7987
250/316 [======================>.......] - ETA: 12s - loss: 0.4163 - accuracy: 0.7990
251/316 [======================>.......] - ETA: 12s - loss: 0.4152 - accuracy: 0.7996
252/316 [======================>.......] - ETA: 12s - loss: 0.4152 - accuracy: 0.7994
253/316 [=======================>......] - ETA: 11s - loss: 0.4150 - accuracy: 0.7999
254/316 [=======================>......] - ETA: 11s - loss: 0.4146 - accuracy: 0.8004
255/316 [=======================>......] - ETA: 11s - loss: 0.4175 - accuracy: 0.7990
256/316 [=======================>......] - ETA: 11s - loss: 0.4170 - accuracy: 0.7993
257/316 [=======================>......] - ETA: 11s - loss: 0.4165 - accuracy: 0.7994
258/316 [=======================>......] - ETA: 11s - loss: 0.4159 - accuracy: 0.7997
259/316 [=======================>......] - ETA: 10s - loss: 0.4153 - accuracy: 0.8002
260/316 [=======================>......] - ETA: 10s - loss: 0.4152 - accuracy: 0.8000
261/316 [=======================>......] - ETA: 10s - loss: 0.4157 - accuracy: 0.7993
262/316 [=======================>......] - ETA: 10s - loss: 0.4154 - accuracy: 0.7994
263/316 [=======================>......] - ETA: 10s - loss: 0.4151 - accuracy: 0.7992
264/316 [========================>.....] - ETA: 9s - loss: 0.4154 - accuracy: 0.7995 
265/316 [========================>.....] - ETA: 9s - loss: 0.4153 - accuracy: 0.7993
266/316 [========================>.....] - ETA: 9s - loss: 0.4167 - accuracy: 0.7984
267/316 [========================>.....] - ETA: 9s - loss: 0.4164 - accuracy: 0.7989
268/316 [========================>.....] - ETA: 9s - loss: 0.4164 - accuracy: 0.7992
269/316 [========================>.....] - ETA: 8s - loss: 0.4161 - accuracy: 0.7995
270/316 [========================>.....] - ETA: 8s - loss: 0.4161 - accuracy: 0.7995
271/316 [========================>.....] - ETA: 8s - loss: 0.4162 - accuracy: 0.7994
272/316 [========================>.....] - ETA: 8s - loss: 0.4161 - accuracy: 0.7989
273/316 [========================>.....] - ETA: 8s - loss: 0.4163 - accuracy: 0.7990
274/316 [=========================>....] - ETA: 7s - loss: 0.4166 - accuracy: 0.7984
275/316 [=========================>....] - ETA: 7s - loss: 0.4170 - accuracy: 0.7984
276/316 [=========================>....] - ETA: 7s - loss: 0.4174 - accuracy: 0.7978
277/316 [=========================>....] - ETA: 7s - loss: 0.4178 - accuracy: 0.7976
278/316 [=========================>....] - ETA: 7s - loss: 0.4175 - accuracy: 0.7977
279/316 [=========================>....] - ETA: 7s - loss: 0.4168 - accuracy: 0.7982
280/316 [=========================>....] - ETA: 6s - loss: 0.4168 - accuracy: 0.7982
281/316 [=========================>....] - ETA: 6s - loss: 0.4166 - accuracy: 0.7983
282/316 [=========================>....] - ETA: 6s - loss: 0.4166 - accuracy: 0.7983
283/316 [=========================>....] - ETA: 6s - loss: 0.4169 - accuracy: 0.7979
284/316 [=========================>....] - ETA: 6s - loss: 0.4171 - accuracy: 0.7980
285/316 [==========================>...] - ETA: 5s - loss: 0.4169 - accuracy: 0.7980
286/316 [==========================>...] - ETA: 5s - loss: 0.4165 - accuracy: 0.7985
287/316 [==========================>...] - ETA: 5s - loss: 0.4172 - accuracy: 0.7986
288/316 [==========================>...] - ETA: 5s - loss: 0.4167 - accuracy: 0.7990
289/316 [==========================>...] - ETA: 5s - loss: 0.4172 - accuracy: 0.7984
290/316 [==========================>...] - ETA: 4s - loss: 0.4167 - accuracy: 0.7985
291/316 [==========================>...] - ETA: 4s - loss: 0.4179 - accuracy: 0.7979
292/316 [==========================>...] - ETA: 4s - loss: 0.4182 - accuracy: 0.7973
293/316 [==========================>...] - ETA: 4s - loss: 0.4181 - accuracy: 0.7976
294/316 [==========================>...] - ETA: 4s - loss: 0.4175 - accuracy: 0.7983
295/316 [===========================>..] - ETA: 3s - loss: 0.4177 - accuracy: 0.7981
296/316 [===========================>..] - ETA: 3s - loss: 0.4174 - accuracy: 0.7984
297/316 [===========================>..] - ETA: 3s - loss: 0.4177 - accuracy: 0.7982
298/316 [===========================>..] - ETA: 3s - loss: 0.4179 - accuracy: 0.7980
299/316 [===========================>..] - ETA: 3s - loss: 0.4179 - accuracy: 0.7981
300/316 [===========================>..] - ETA: 3s - loss: 0.4179 - accuracy: 0.7979
301/316 [===========================>..] - ETA: 2s - loss: 0.4188 - accuracy: 0.7973
302/316 [===========================>..] - ETA: 2s - loss: 0.4189 - accuracy: 0.7972
303/316 [===========================>..] - ETA: 2s - loss: 0.4187 - accuracy: 0.7974
304/316 [===========================>..] - ETA: 2s - loss: 0.4187 - accuracy: 0.7975
305/316 [===========================>..] - ETA: 2s - loss: 0.4186 - accuracy: 0.7980
306/316 [============================>.] - ETA: 1s - loss: 0.4189 - accuracy: 0.7978
307/316 [============================>.] - ETA: 1s - loss: 0.4187 - accuracy: 0.7980
308/316 [============================>.] - ETA: 1s - loss: 0.4181 - accuracy: 0.7985
309/316 [============================>.] - ETA: 1s - loss: 0.4183 - accuracy: 0.7979
310/316 [============================>.] - ETA: 1s - loss: 0.4178 - accuracy: 0.7980
311/316 [============================>.] - ETA: 0s - loss: 0.4179 - accuracy: 0.7980
312/316 [============================>.] - ETA: 0s - loss: 0.4179 - accuracy: 0.7979
313/316 [============================>.] - ETA: 0s - loss: 0.4182 - accuracy: 0.7975
314/316 [============================>.] - ETA: 0s - loss: 0.4177 - accuracy: 0.7980
315/316 [============================>.] - ETA: 0s - loss: 0.4181 - accuracy: 0.7976
316/316 [==============================] - 61s 192ms/step - loss: 0.4183 - accuracy: 0.7975

316/316 [==============================] - 64s 204ms/step - loss: 0.4183 - accuracy: 0.7975 - val_loss: 0.2551 - val_accuracy: 0.9010
Epoch 25/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.1749 - accuracy: 0.9375
  2/316 [..............................] - ETA: 59s - loss: 0.3530 - accuracy: 0.8125 
  3/316 [..............................] - ETA: 57s - loss: 0.3990 - accuracy: 0.7708
  4/316 [..............................] - ETA: 59s - loss: 0.4070 - accuracy: 0.7500
  5/316 [..............................] - ETA: 1:00 - loss: 0.4398 - accuracy: 0.7500
  6/316 [..............................] - ETA: 59s - loss: 0.4341 - accuracy: 0.7604 
  7/316 [..............................] - ETA: 58s - loss: 0.4194 - accuracy: 0.7679
  8/316 [..............................] - ETA: 58s - loss: 0.4038 - accuracy: 0.7734
  9/316 [..............................] - ETA: 57s - loss: 0.4083 - accuracy: 0.7778
 10/316 [..............................] - ETA: 57s - loss: 0.4156 - accuracy: 0.7812
 11/316 [>.............................] - ETA: 57s - loss: 0.4323 - accuracy: 0.7784
 12/316 [>.............................] - ETA: 57s - loss: 0.4139 - accuracy: 0.7917
 13/316 [>.............................] - ETA: 57s - loss: 0.3960 - accuracy: 0.8029
 14/316 [>.............................] - ETA: 57s - loss: 0.3939 - accuracy: 0.8036
 15/316 [>.............................] - ETA: 57s - loss: 0.3978 - accuracy: 0.8042
 16/316 [>.............................] - ETA: 56s - loss: 0.3960 - accuracy: 0.8008
 17/316 [>.............................] - ETA: 56s - loss: 0.3961 - accuracy: 0.8015
 18/316 [>.............................] - ETA: 56s - loss: 0.3988 - accuracy: 0.7986
 19/316 [>.............................] - ETA: 56s - loss: 0.4054 - accuracy: 0.7961
 20/316 [>.............................] - ETA: 56s - loss: 0.4096 - accuracy: 0.7969
 21/316 [>.............................] - ETA: 55s - loss: 0.4074 - accuracy: 0.8006
 22/316 [=>............................] - ETA: 55s - loss: 0.4135 - accuracy: 0.7983
 23/316 [=>............................] - ETA: 55s - loss: 0.4221 - accuracy: 0.7853
 24/316 [=>............................] - ETA: 55s - loss: 0.4173 - accuracy: 0.7891
 25/316 [=>............................] - ETA: 54s - loss: 0.4199 - accuracy: 0.7925
 26/316 [=>............................] - ETA: 54s - loss: 0.4098 - accuracy: 0.8005
 27/316 [=>............................] - ETA: 54s - loss: 0.4076 - accuracy: 0.8032
 28/316 [=>............................] - ETA: 54s - loss: 0.4072 - accuracy: 0.7991
 29/316 [=>............................] - ETA: 54s - loss: 0.4028 - accuracy: 0.8039
 30/316 [=>............................] - ETA: 54s - loss: 0.4037 - accuracy: 0.8042
 31/316 [=>............................] - ETA: 53s - loss: 0.4020 - accuracy: 0.8044
 32/316 [==>...........................] - ETA: 53s - loss: 0.3957 - accuracy: 0.8086
 33/316 [==>...........................] - ETA: 53s - loss: 0.3962 - accuracy: 0.8049
 34/316 [==>...........................] - ETA: 53s - loss: 0.3965 - accuracy: 0.8051
 35/316 [==>...........................] - ETA: 53s - loss: 0.3948 - accuracy: 0.8054
 36/316 [==>...........................] - ETA: 52s - loss: 0.3939 - accuracy: 0.8090
 37/316 [==>...........................] - ETA: 52s - loss: 0.3874 - accuracy: 0.8125
 38/316 [==>...........................] - ETA: 52s - loss: 0.3805 - accuracy: 0.8174
 39/316 [==>...........................] - ETA: 52s - loss: 0.3884 - accuracy: 0.8173
 40/316 [==>...........................] - ETA: 52s - loss: 0.3897 - accuracy: 0.8141
 41/316 [==>...........................] - ETA: 52s - loss: 0.3859 - accuracy: 0.8155
 42/316 [==>...........................] - ETA: 51s - loss: 0.3846 - accuracy: 0.8155
 43/316 [===>..........................] - ETA: 51s - loss: 0.3832 - accuracy: 0.8169
 44/316 [===>..........................] - ETA: 51s - loss: 0.3873 - accuracy: 0.8168
 45/316 [===>..........................] - ETA: 51s - loss: 0.3889 - accuracy: 0.8181
 46/316 [===>..........................] - ETA: 51s - loss: 0.3849 - accuracy: 0.8207
 47/316 [===>..........................] - ETA: 50s - loss: 0.3827 - accuracy: 0.8218
 48/316 [===>..........................] - ETA: 50s - loss: 0.3855 - accuracy: 0.8216
 49/316 [===>..........................] - ETA: 50s - loss: 0.3857 - accuracy: 0.8214
 50/316 [===>..........................] - ETA: 50s - loss: 0.3821 - accuracy: 0.8238
 51/316 [===>..........................] - ETA: 50s - loss: 0.3781 - accuracy: 0.8260
 52/316 [===>..........................] - ETA: 49s - loss: 0.3771 - accuracy: 0.8257
 53/316 [====>.........................] - ETA: 49s - loss: 0.3784 - accuracy: 0.8243
 54/316 [====>.........................] - ETA: 49s - loss: 0.3775 - accuracy: 0.8241
 55/316 [====>.........................] - ETA: 49s - loss: 0.3793 - accuracy: 0.8227
 56/316 [====>.........................] - ETA: 49s - loss: 0.3830 - accuracy: 0.8192
 57/316 [====>.........................] - ETA: 49s - loss: 0.3857 - accuracy: 0.8191
 58/316 [====>.........................] - ETA: 48s - loss: 0.3851 - accuracy: 0.8179
 59/316 [====>.........................] - ETA: 48s - loss: 0.3848 - accuracy: 0.8178
 60/316 [====>.........................] - ETA: 48s - loss: 0.3846 - accuracy: 0.8198
 61/316 [====>.........................] - ETA: 48s - loss: 0.3839 - accuracy: 0.8207
 62/316 [====>.........................] - ETA: 48s - loss: 0.3834 - accuracy: 0.8206
 63/316 [====>.........................] - ETA: 47s - loss: 0.3852 - accuracy: 0.8185
 64/316 [=====>........................] - ETA: 47s - loss: 0.3906 - accuracy: 0.8164
 65/316 [=====>........................] - ETA: 47s - loss: 0.3941 - accuracy: 0.8125
 66/316 [=====>........................] - ETA: 47s - loss: 0.3964 - accuracy: 0.8106
 67/316 [=====>........................] - ETA: 47s - loss: 0.3977 - accuracy: 0.8106
 68/316 [=====>........................] - ETA: 46s - loss: 0.3963 - accuracy: 0.8125
 69/316 [=====>........................] - ETA: 46s - loss: 0.3991 - accuracy: 0.8089
 70/316 [=====>........................] - ETA: 46s - loss: 0.3984 - accuracy: 0.8080
 71/316 [=====>........................] - ETA: 46s - loss: 0.3977 - accuracy: 0.8090
 72/316 [=====>........................] - ETA: 46s - loss: 0.3989 - accuracy: 0.8073
 73/316 [=====>........................] - ETA: 46s - loss: 0.3959 - accuracy: 0.8099
 74/316 [======>.......................] - ETA: 45s - loss: 0.3979 - accuracy: 0.8083
 75/316 [======>.......................] - ETA: 45s - loss: 0.4018 - accuracy: 0.8058
 76/316 [======>.......................] - ETA: 45s - loss: 0.4057 - accuracy: 0.8035
 77/316 [======>.......................] - ETA: 45s - loss: 0.4067 - accuracy: 0.8019
 78/316 [======>.......................] - ETA: 45s - loss: 0.4090 - accuracy: 0.8013
 79/316 [======>.......................] - ETA: 44s - loss: 0.4099 - accuracy: 0.8022
 80/316 [======>.......................] - ETA: 44s - loss: 0.4118 - accuracy: 0.8016
 81/316 [======>.......................] - ETA: 44s - loss: 0.4147 - accuracy: 0.7994
 82/316 [======>.......................] - ETA: 44s - loss: 0.4141 - accuracy: 0.8003
 83/316 [======>.......................] - ETA: 44s - loss: 0.4123 - accuracy: 0.8020
 84/316 [======>.......................] - ETA: 43s - loss: 0.4127 - accuracy: 0.8021
 85/316 [=======>......................] - ETA: 43s - loss: 0.4150 - accuracy: 0.7993
 86/316 [=======>......................] - ETA: 43s - loss: 0.4140 - accuracy: 0.7994
 87/316 [=======>......................] - ETA: 43s - loss: 0.4136 - accuracy: 0.8010
 88/316 [=======>......................] - ETA: 43s - loss: 0.4142 - accuracy: 0.8011
 89/316 [=======>......................] - ETA: 43s - loss: 0.4147 - accuracy: 0.8006
 90/316 [=======>......................] - ETA: 42s - loss: 0.4171 - accuracy: 0.7979
 91/316 [=======>......................] - ETA: 42s - loss: 0.4205 - accuracy: 0.7960
 92/316 [=======>......................] - ETA: 42s - loss: 0.4219 - accuracy: 0.7942
 93/316 [=======>......................] - ETA: 42s - loss: 0.4212 - accuracy: 0.7944
 94/316 [=======>......................] - ETA: 42s - loss: 0.4212 - accuracy: 0.7952
 95/316 [========>.....................] - ETA: 41s - loss: 0.4225 - accuracy: 0.7934
 96/316 [========>.....................] - ETA: 41s - loss: 0.4221 - accuracy: 0.7936
 97/316 [========>.....................] - ETA: 41s - loss: 0.4212 - accuracy: 0.7945
 98/316 [========>.....................] - ETA: 41s - loss: 0.4215 - accuracy: 0.7946
 99/316 [========>.....................] - ETA: 41s - loss: 0.4215 - accuracy: 0.7948
100/316 [========>.....................] - ETA: 40s - loss: 0.4230 - accuracy: 0.7937
101/316 [========>.....................] - ETA: 40s - loss: 0.4235 - accuracy: 0.7921
102/316 [========>.....................] - ETA: 40s - loss: 0.4229 - accuracy: 0.7929
103/316 [========>.....................] - ETA: 40s - loss: 0.4241 - accuracy: 0.7925
104/316 [========>.....................] - ETA: 40s - loss: 0.4268 - accuracy: 0.7897
105/316 [========>.....................] - ETA: 40s - loss: 0.4264 - accuracy: 0.7899
106/316 [=========>....................] - ETA: 39s - loss: 0.4267 - accuracy: 0.7895
107/316 [=========>....................] - ETA: 39s - loss: 0.4270 - accuracy: 0.7903
108/316 [=========>....................] - ETA: 39s - loss: 0.4263 - accuracy: 0.7911
109/316 [=========>....................] - ETA: 39s - loss: 0.4245 - accuracy: 0.7924
110/316 [=========>....................] - ETA: 39s - loss: 0.4230 - accuracy: 0.7937
111/316 [=========>....................] - ETA: 38s - loss: 0.4207 - accuracy: 0.7950
112/316 [=========>....................] - ETA: 38s - loss: 0.4198 - accuracy: 0.7958
113/316 [=========>....................] - ETA: 38s - loss: 0.4190 - accuracy: 0.7970
114/316 [=========>....................] - ETA: 38s - loss: 0.4180 - accuracy: 0.7977
115/316 [=========>....................] - ETA: 38s - loss: 0.4167 - accuracy: 0.7978
116/316 [==========>...................] - ETA: 37s - loss: 0.4201 - accuracy: 0.7974
117/316 [==========>...................] - ETA: 37s - loss: 0.4208 - accuracy: 0.7970
118/316 [==========>...................] - ETA: 37s - loss: 0.4194 - accuracy: 0.7982
119/316 [==========>...................] - ETA: 37s - loss: 0.4195 - accuracy: 0.7973
120/316 [==========>...................] - ETA: 37s - loss: 0.4190 - accuracy: 0.7979
121/316 [==========>...................] - ETA: 36s - loss: 0.4184 - accuracy: 0.7980
122/316 [==========>...................] - ETA: 36s - loss: 0.4178 - accuracy: 0.7987
123/316 [==========>...................] - ETA: 36s - loss: 0.4180 - accuracy: 0.7988
124/316 [==========>...................] - ETA: 36s - loss: 0.4195 - accuracy: 0.7984
125/316 [==========>...................] - ETA: 36s - loss: 0.4192 - accuracy: 0.7990
126/316 [==========>...................] - ETA: 36s - loss: 0.4172 - accuracy: 0.8001
127/316 [===========>..................] - ETA: 35s - loss: 0.4181 - accuracy: 0.7997
128/316 [===========>..................] - ETA: 35s - loss: 0.4176 - accuracy: 0.7998
129/316 [===========>..................] - ETA: 35s - loss: 0.4158 - accuracy: 0.8009
130/316 [===========>..................] - ETA: 35s - loss: 0.4172 - accuracy: 0.7990
131/316 [===========>..................] - ETA: 35s - loss: 0.4160 - accuracy: 0.7996
132/316 [===========>..................] - ETA: 34s - loss: 0.4164 - accuracy: 0.7992
133/316 [===========>..................] - ETA: 34s - loss: 0.4158 - accuracy: 0.7998
134/316 [===========>..................] - ETA: 34s - loss: 0.4154 - accuracy: 0.7999
135/316 [===========>..................] - ETA: 34s - loss: 0.4151 - accuracy: 0.8000
136/316 [===========>..................] - ETA: 34s - loss: 0.4170 - accuracy: 0.7992
137/316 [============>.................] - ETA: 33s - loss: 0.4157 - accuracy: 0.7997
138/316 [============>.................] - ETA: 33s - loss: 0.4163 - accuracy: 0.8003
139/316 [============>.................] - ETA: 33s - loss: 0.4170 - accuracy: 0.7999
140/316 [============>.................] - ETA: 33s - loss: 0.4183 - accuracy: 0.7987
141/316 [============>.................] - ETA: 33s - loss: 0.4189 - accuracy: 0.7979
142/316 [============>.................] - ETA: 33s - loss: 0.4188 - accuracy: 0.7980
143/316 [============>.................] - ETA: 32s - loss: 0.4186 - accuracy: 0.7981
144/316 [============>.................] - ETA: 32s - loss: 0.4192 - accuracy: 0.7977
145/316 [============>.................] - ETA: 32s - loss: 0.4183 - accuracy: 0.7983
146/316 [============>.................] - ETA: 32s - loss: 0.4179 - accuracy: 0.7984
147/316 [============>.................] - ETA: 32s - loss: 0.4174 - accuracy: 0.7985
148/316 [=============>................] - ETA: 31s - loss: 0.4180 - accuracy: 0.7977
149/316 [=============>................] - ETA: 31s - loss: 0.4178 - accuracy: 0.7982
150/316 [=============>................] - ETA: 31s - loss: 0.4183 - accuracy: 0.7983
151/316 [=============>................] - ETA: 31s - loss: 0.4193 - accuracy: 0.7980
152/316 [=============>................] - ETA: 31s - loss: 0.4190 - accuracy: 0.7985
153/316 [=============>................] - ETA: 30s - loss: 0.4186 - accuracy: 0.7990
154/316 [=============>................] - ETA: 30s - loss: 0.4192 - accuracy: 0.7979
155/316 [=============>................] - ETA: 30s - loss: 0.4198 - accuracy: 0.7972
156/316 [=============>................] - ETA: 30s - loss: 0.4205 - accuracy: 0.7969
157/316 [=============>................] - ETA: 30s - loss: 0.4197 - accuracy: 0.7974
158/316 [==============>...............] - ETA: 29s - loss: 0.4190 - accuracy: 0.7983
159/316 [==============>...............] - ETA: 29s - loss: 0.4199 - accuracy: 0.7964
160/316 [==============>...............] - ETA: 29s - loss: 0.4192 - accuracy: 0.7973
161/316 [==============>...............] - ETA: 29s - loss: 0.4184 - accuracy: 0.7977
162/316 [==============>...............] - ETA: 29s - loss: 0.4201 - accuracy: 0.7971
163/316 [==============>...............] - ETA: 29s - loss: 0.4200 - accuracy: 0.7975
164/316 [==============>...............] - ETA: 28s - loss: 0.4197 - accuracy: 0.7976
165/316 [==============>...............] - ETA: 28s - loss: 0.4196 - accuracy: 0.7973
166/316 [==============>...............] - ETA: 28s - loss: 0.4196 - accuracy: 0.7974
167/316 [==============>...............] - ETA: 28s - loss: 0.4204 - accuracy: 0.7957
168/316 [==============>...............] - ETA: 28s - loss: 0.4207 - accuracy: 0.7961
169/316 [===============>..............] - ETA: 27s - loss: 0.4219 - accuracy: 0.7951
170/316 [===============>..............] - ETA: 27s - loss: 0.4215 - accuracy: 0.7952
171/316 [===============>..............] - ETA: 27s - loss: 0.4222 - accuracy: 0.7950
172/316 [===============>..............] - ETA: 27s - loss: 0.4227 - accuracy: 0.7951
173/316 [===============>..............] - ETA: 27s - loss: 0.4229 - accuracy: 0.7944
174/316 [===============>..............] - ETA: 26s - loss: 0.4215 - accuracy: 0.7956
175/316 [===============>..............] - ETA: 26s - loss: 0.4213 - accuracy: 0.7957
176/316 [===============>..............] - ETA: 26s - loss: 0.4213 - accuracy: 0.7958
177/316 [===============>..............] - ETA: 26s - loss: 0.4208 - accuracy: 0.7963
178/316 [===============>..............] - ETA: 26s - loss: 0.4203 - accuracy: 0.7963
179/316 [===============>..............] - ETA: 26s - loss: 0.4198 - accuracy: 0.7968
180/316 [================>.............] - ETA: 25s - loss: 0.4193 - accuracy: 0.7972
181/316 [================>.............] - ETA: 25s - loss: 0.4187 - accuracy: 0.7977
182/316 [================>.............] - ETA: 25s - loss: 0.4177 - accuracy: 0.7984
183/316 [================>.............] - ETA: 25s - loss: 0.4178 - accuracy: 0.7982
184/316 [================>.............] - ETA: 25s - loss: 0.4162 - accuracy: 0.7993
185/316 [================>.............] - ETA: 24s - loss: 0.4151 - accuracy: 0.8000
186/316 [================>.............] - ETA: 24s - loss: 0.4165 - accuracy: 0.7991
187/316 [================>.............] - ETA: 24s - loss: 0.4163 - accuracy: 0.7991
188/316 [================>.............] - ETA: 24s - loss: 0.4158 - accuracy: 0.7995
189/316 [================>.............] - ETA: 24s - loss: 0.4148 - accuracy: 0.7999
190/316 [=================>............] - ETA: 24s - loss: 0.4142 - accuracy: 0.7997
191/316 [=================>............] - ETA: 24s - loss: 0.4136 - accuracy: 0.8001
192/316 [=================>............] - ETA: 24s - loss: 0.4136 - accuracy: 0.7998
193/316 [=================>............] - ETA: 23s - loss: 0.4130 - accuracy: 0.8005
194/316 [=================>............] - ETA: 23s - loss: 0.4144 - accuracy: 0.8003
195/316 [=================>............] - ETA: 23s - loss: 0.4150 - accuracy: 0.8000
196/316 [=================>............] - ETA: 23s - loss: 0.4152 - accuracy: 0.7997
197/316 [=================>............] - ETA: 23s - loss: 0.4156 - accuracy: 0.7995
198/316 [=================>............] - ETA: 22s - loss: 0.4159 - accuracy: 0.7996
199/316 [=================>............] - ETA: 22s - loss: 0.4158 - accuracy: 0.8003
200/316 [=================>............] - ETA: 22s - loss: 0.4161 - accuracy: 0.8003
201/316 [==================>...........] - ETA: 22s - loss: 0.4158 - accuracy: 0.8001
202/316 [==================>...........] - ETA: 22s - loss: 0.4158 - accuracy: 0.8001
203/316 [==================>...........] - ETA: 21s - loss: 0.4157 - accuracy: 0.8002
204/316 [==================>...........] - ETA: 21s - loss: 0.4148 - accuracy: 0.8009
205/316 [==================>...........] - ETA: 21s - loss: 0.4146 - accuracy: 0.8012
206/316 [==================>...........] - ETA: 21s - loss: 0.4152 - accuracy: 0.8010
207/316 [==================>...........] - ETA: 21s - loss: 0.4153 - accuracy: 0.8010
208/316 [==================>...........] - ETA: 20s - loss: 0.4170 - accuracy: 0.7990
209/316 [==================>...........] - ETA: 20s - loss: 0.4163 - accuracy: 0.7993
210/316 [==================>...........] - ETA: 20s - loss: 0.4165 - accuracy: 0.7988
211/316 [===================>..........] - ETA: 20s - loss: 0.4162 - accuracy: 0.7989
212/316 [===================>..........] - ETA: 20s - loss: 0.4156 - accuracy: 0.7989
213/316 [===================>..........] - ETA: 19s - loss: 0.4173 - accuracy: 0.7984
214/316 [===================>..........] - ETA: 19s - loss: 0.4170 - accuracy: 0.7991
215/316 [===================>..........] - ETA: 19s - loss: 0.4171 - accuracy: 0.7994
216/316 [===================>..........] - ETA: 19s - loss: 0.4171 - accuracy: 0.7992
217/316 [===================>..........] - ETA: 19s - loss: 0.4177 - accuracy: 0.7987
218/316 [===================>..........] - ETA: 18s - loss: 0.4176 - accuracy: 0.7990
219/316 [===================>..........] - ETA: 18s - loss: 0.4184 - accuracy: 0.7991
220/316 [===================>..........] - ETA: 18s - loss: 0.4189 - accuracy: 0.7986
221/316 [===================>..........] - ETA: 18s - loss: 0.4181 - accuracy: 0.7989
222/316 [====================>.........] - ETA: 18s - loss: 0.4182 - accuracy: 0.7987
223/316 [====================>.........] - ETA: 17s - loss: 0.4181 - accuracy: 0.7988
224/316 [====================>.........] - ETA: 17s - loss: 0.4190 - accuracy: 0.7980
225/316 [====================>.........] - ETA: 17s - loss: 0.4187 - accuracy: 0.7981
226/316 [====================>.........] - ETA: 17s - loss: 0.4192 - accuracy: 0.7976
227/316 [====================>.........] - ETA: 17s - loss: 0.4192 - accuracy: 0.7976
228/316 [====================>.........] - ETA: 17s - loss: 0.4185 - accuracy: 0.7982
229/316 [====================>.........] - ETA: 16s - loss: 0.4186 - accuracy: 0.7983
230/316 [====================>.........] - ETA: 16s - loss: 0.4181 - accuracy: 0.7986
231/316 [====================>.........] - ETA: 16s - loss: 0.4186 - accuracy: 0.7987
232/316 [=====================>........] - ETA: 16s - loss: 0.4181 - accuracy: 0.7990
233/316 [=====================>........] - ETA: 16s - loss: 0.4179 - accuracy: 0.7996
234/316 [=====================>........] - ETA: 15s - loss: 0.4186 - accuracy: 0.7994
235/316 [=====================>........] - ETA: 15s - loss: 0.4180 - accuracy: 0.8000
236/316 [=====================>........] - ETA: 15s - loss: 0.4182 - accuracy: 0.8001
237/316 [=====================>........] - ETA: 15s - loss: 0.4175 - accuracy: 0.8006
238/316 [=====================>........] - ETA: 15s - loss: 0.4173 - accuracy: 0.8009
239/316 [=====================>........] - ETA: 14s - loss: 0.4175 - accuracy: 0.8007
240/316 [=====================>........] - ETA: 14s - loss: 0.4176 - accuracy: 0.8008
241/316 [=====================>........] - ETA: 14s - loss: 0.4176 - accuracy: 0.8011
242/316 [=====================>........] - ETA: 14s - loss: 0.4185 - accuracy: 0.8004
243/316 [======================>.......] - ETA: 14s - loss: 0.4186 - accuracy: 0.8004
244/316 [======================>.......] - ETA: 13s - loss: 0.4200 - accuracy: 0.7999
245/316 [======================>.......] - ETA: 13s - loss: 0.4207 - accuracy: 0.7997
246/316 [======================>.......] - ETA: 13s - loss: 0.4204 - accuracy: 0.7998
247/316 [======================>.......] - ETA: 13s - loss: 0.4206 - accuracy: 0.7993
248/316 [======================>.......] - ETA: 13s - loss: 0.4199 - accuracy: 0.7996
249/316 [======================>.......] - ETA: 12s - loss: 0.4194 - accuracy: 0.8002
250/316 [======================>.......] - ETA: 12s - loss: 0.4191 - accuracy: 0.8000
251/316 [======================>.......] - ETA: 12s - loss: 0.4193 - accuracy: 0.8000
252/316 [======================>.......] - ETA: 12s - loss: 0.4193 - accuracy: 0.8001
253/316 [=======================>......] - ETA: 12s - loss: 0.4191 - accuracy: 0.8001
254/316 [=======================>......] - ETA: 11s - loss: 0.4195 - accuracy: 0.7997
255/316 [=======================>......] - ETA: 11s - loss: 0.4196 - accuracy: 0.7998
256/316 [=======================>......] - ETA: 11s - loss: 0.4190 - accuracy: 0.8005
257/316 [=======================>......] - ETA: 11s - loss: 0.4191 - accuracy: 0.8001
258/316 [=======================>......] - ETA: 11s - loss: 0.4197 - accuracy: 0.7999
259/316 [=======================>......] - ETA: 10s - loss: 0.4202 - accuracy: 0.7992
260/316 [=======================>......] - ETA: 10s - loss: 0.4206 - accuracy: 0.7988
261/316 [=======================>......] - ETA: 10s - loss: 0.4203 - accuracy: 0.7991
262/316 [=======================>......] - ETA: 10s - loss: 0.4199 - accuracy: 0.7994
263/316 [=======================>......] - ETA: 10s - loss: 0.4197 - accuracy: 0.7997
264/316 [========================>.....] - ETA: 10s - loss: 0.4194 - accuracy: 0.7995
265/316 [========================>.....] - ETA: 9s - loss: 0.4195 - accuracy: 0.7991 
266/316 [========================>.....] - ETA: 9s - loss: 0.4192 - accuracy: 0.7989
267/316 [========================>.....] - ETA: 9s - loss: 0.4194 - accuracy: 0.7989
268/316 [========================>.....] - ETA: 9s - loss: 0.4193 - accuracy: 0.7990
269/316 [========================>.....] - ETA: 9s - loss: 0.4190 - accuracy: 0.7993
270/316 [========================>.....] - ETA: 8s - loss: 0.4183 - accuracy: 0.7995
271/316 [========================>.....] - ETA: 8s - loss: 0.4179 - accuracy: 0.8000
272/316 [========================>.....] - ETA: 8s - loss: 0.4180 - accuracy: 0.7996
273/316 [========================>.....] - ETA: 8s - loss: 0.4182 - accuracy: 0.7995
274/316 [=========================>....] - ETA: 8s - loss: 0.4186 - accuracy: 0.7993
275/316 [=========================>....] - ETA: 8s - loss: 0.4189 - accuracy: 0.7989
276/316 [=========================>....] - ETA: 7s - loss: 0.4188 - accuracy: 0.7991
277/316 [=========================>....] - ETA: 7s - loss: 0.4197 - accuracy: 0.7985
278/316 [=========================>....] - ETA: 7s - loss: 0.4193 - accuracy: 0.7988
279/316 [=========================>....] - ETA: 7s - loss: 0.4197 - accuracy: 0.7986
280/316 [=========================>....] - ETA: 7s - loss: 0.4199 - accuracy: 0.7984
281/316 [=========================>....] - ETA: 6s - loss: 0.4196 - accuracy: 0.7987
282/316 [=========================>....] - ETA: 6s - loss: 0.4195 - accuracy: 0.7988
283/316 [=========================>....] - ETA: 6s - loss: 0.4191 - accuracy: 0.7990
284/316 [=========================>....] - ETA: 6s - loss: 0.4197 - accuracy: 0.7986
285/316 [==========================>...] - ETA: 6s - loss: 0.4196 - accuracy: 0.7987
286/316 [==========================>...] - ETA: 5s - loss: 0.4202 - accuracy: 0.7981
287/316 [==========================>...] - ETA: 5s - loss: 0.4202 - accuracy: 0.7983
288/316 [==========================>...] - ETA: 5s - loss: 0.4207 - accuracy: 0.7986
289/316 [==========================>...] - ETA: 5s - loss: 0.4207 - accuracy: 0.7989
290/316 [==========================>...] - ETA: 5s - loss: 0.4207 - accuracy: 0.7985
291/316 [==========================>...] - ETA: 4s - loss: 0.4202 - accuracy: 0.7990
292/316 [==========================>...] - ETA: 4s - loss: 0.4203 - accuracy: 0.7988
293/316 [==========================>...] - ETA: 4s - loss: 0.4204 - accuracy: 0.7986
294/316 [==========================>...] - ETA: 4s - loss: 0.4208 - accuracy: 0.7991
295/316 [===========================>..] - ETA: 4s - loss: 0.4213 - accuracy: 0.7985
296/316 [===========================>..] - ETA: 3s - loss: 0.4216 - accuracy: 0.7979
297/316 [===========================>..] - ETA: 3s - loss: 0.4205 - accuracy: 0.7986
298/316 [===========================>..] - ETA: 3s - loss: 0.4201 - accuracy: 0.7991
299/316 [===========================>..] - ETA: 3s - loss: 0.4198 - accuracy: 0.7991
300/316 [===========================>..] - ETA: 3s - loss: 0.4210 - accuracy: 0.7979
301/316 [===========================>..] - ETA: 2s - loss: 0.4203 - accuracy: 0.7986
302/316 [===========================>..] - ETA: 2s - loss: 0.4203 - accuracy: 0.7988
303/316 [===========================>..] - ETA: 2s - loss: 0.4202 - accuracy: 0.7987
304/316 [===========================>..] - ETA: 2s - loss: 0.4195 - accuracy: 0.7991
305/316 [===========================>..] - ETA: 2s - loss: 0.4197 - accuracy: 0.7992
306/316 [============================>.] - ETA: 1s - loss: 0.4198 - accuracy: 0.7992
307/316 [============================>.] - ETA: 1s - loss: 0.4193 - accuracy: 0.7993
308/316 [============================>.] - ETA: 1s - loss: 0.4191 - accuracy: 0.7995
309/316 [============================>.] - ETA: 1s - loss: 0.4186 - accuracy: 0.8000
310/316 [============================>.] - ETA: 1s - loss: 0.4178 - accuracy: 0.8006
311/316 [============================>.] - ETA: 0s - loss: 0.4179 - accuracy: 0.8004
312/316 [============================>.] - ETA: 0s - loss: 0.4180 - accuracy: 0.8003
313/316 [============================>.] - ETA: 0s - loss: 0.4179 - accuracy: 0.8005
314/316 [============================>.] - ETA: 0s - loss: 0.4180 - accuracy: 0.8004
315/316 [============================>.] - ETA: 0s - loss: 0.4180 - accuracy: 0.8006
316/316 [==============================] - 61s 195ms/step - loss: 0.4187 - accuracy: 0.8004

316/316 [==============================] - 65s 206ms/step - loss: 0.4187 - accuracy: 0.8004 - val_loss: 0.3203 - val_accuracy: 0.7964
Epoch 26/100

  1/316 [..............................] - ETA: 1:05 - loss: 0.3503 - accuracy: 0.8125
  2/316 [..............................] - ETA: 58s - loss: 0.4502 - accuracy: 0.7812 
  3/316 [..............................] - ETA: 58s - loss: 0.4566 - accuracy: 0.7917
  4/316 [..............................] - ETA: 57s - loss: 0.4244 - accuracy: 0.8281
  5/316 [..............................] - ETA: 57s - loss: 0.4771 - accuracy: 0.7750
  6/316 [..............................] - ETA: 57s - loss: 0.4900 - accuracy: 0.7500
  7/316 [..............................] - ETA: 58s - loss: 0.4855 - accuracy: 0.7500
  8/316 [..............................] - ETA: 57s - loss: 0.4961 - accuracy: 0.7500
  9/316 [..............................] - ETA: 58s - loss: 0.4878 - accuracy: 0.7569
 10/316 [..............................] - ETA: 57s - loss: 0.4856 - accuracy: 0.7437
 11/316 [>.............................] - ETA: 57s - loss: 0.4744 - accuracy: 0.7443
 12/316 [>.............................] - ETA: 57s - loss: 0.4654 - accuracy: 0.7552
 13/316 [>.............................] - ETA: 56s - loss: 0.4616 - accuracy: 0.7644
 14/316 [>.............................] - ETA: 57s - loss: 0.4533 - accuracy: 0.7679
 15/316 [>.............................] - ETA: 56s - loss: 0.4398 - accuracy: 0.7792
 16/316 [>.............................] - ETA: 56s - loss: 0.4360 - accuracy: 0.7812
 17/316 [>.............................] - ETA: 56s - loss: 0.4502 - accuracy: 0.7831
 18/316 [>.............................] - ETA: 56s - loss: 0.4521 - accuracy: 0.7778
 19/316 [>.............................] - ETA: 56s - loss: 0.4444 - accuracy: 0.7862
 20/316 [>.............................] - ETA: 55s - loss: 0.4515 - accuracy: 0.7812
 21/316 [>.............................] - ETA: 55s - loss: 0.4591 - accuracy: 0.7768
 22/316 [=>............................] - ETA: 55s - loss: 0.4546 - accuracy: 0.7841
 23/316 [=>............................] - ETA: 55s - loss: 0.4582 - accuracy: 0.7853
 24/316 [=>............................] - ETA: 55s - loss: 0.4538 - accuracy: 0.7891
 25/316 [=>............................] - ETA: 55s - loss: 0.4561 - accuracy: 0.7850
 26/316 [=>............................] - ETA: 54s - loss: 0.4503 - accuracy: 0.7885
 27/316 [=>............................] - ETA: 54s - loss: 0.4528 - accuracy: 0.7894
 28/316 [=>............................] - ETA: 54s - loss: 0.4479 - accuracy: 0.7924
 29/316 [=>............................] - ETA: 54s - loss: 0.4389 - accuracy: 0.7996
 30/316 [=>............................] - ETA: 54s - loss: 0.4362 - accuracy: 0.7979
 31/316 [=>............................] - ETA: 54s - loss: 0.4302 - accuracy: 0.8024
 32/316 [==>...........................] - ETA: 53s - loss: 0.4268 - accuracy: 0.8027
 33/316 [==>...........................] - ETA: 53s - loss: 0.4275 - accuracy: 0.7992
 34/316 [==>...........................] - ETA: 53s - loss: 0.4248 - accuracy: 0.7996
 35/316 [==>...........................] - ETA: 53s - loss: 0.4195 - accuracy: 0.8036
 36/316 [==>...........................] - ETA: 52s - loss: 0.4198 - accuracy: 0.8003
 37/316 [==>...........................] - ETA: 52s - loss: 0.4217 - accuracy: 0.8007
 38/316 [==>...........................] - ETA: 52s - loss: 0.4166 - accuracy: 0.8059
 39/316 [==>...........................] - ETA: 52s - loss: 0.4126 - accuracy: 0.8093
 40/316 [==>...........................] - ETA: 52s - loss: 0.4165 - accuracy: 0.8062
 41/316 [==>...........................] - ETA: 54s - loss: 0.4160 - accuracy: 0.8064
 42/316 [==>...........................] - ETA: 57s - loss: 0.4194 - accuracy: 0.8051
 43/316 [===>..........................] - ETA: 56s - loss: 0.4157 - accuracy: 0.8052
 44/316 [===>..........................] - ETA: 56s - loss: 0.4146 - accuracy: 0.8040
 45/316 [===>..........................] - ETA: 56s - loss: 0.4130 - accuracy: 0.8056
 46/316 [===>..........................] - ETA: 55s - loss: 0.4145 - accuracy: 0.8030
 47/316 [===>..........................] - ETA: 55s - loss: 0.4160 - accuracy: 0.8032
 48/316 [===>..........................] - ETA: 55s - loss: 0.4172 - accuracy: 0.8021
 49/316 [===>..........................] - ETA: 54s - loss: 0.4170 - accuracy: 0.7997
 50/316 [===>..........................] - ETA: 54s - loss: 0.4147 - accuracy: 0.8000
 51/316 [===>..........................] - ETA: 54s - loss: 0.4100 - accuracy: 0.8027
 52/316 [===>..........................] - ETA: 53s - loss: 0.4150 - accuracy: 0.8005
 53/316 [====>.........................] - ETA: 53s - loss: 0.4129 - accuracy: 0.8019
 54/316 [====>.........................] - ETA: 53s - loss: 0.4109 - accuracy: 0.8021
 55/316 [====>.........................] - ETA: 53s - loss: 0.4123 - accuracy: 0.8023
 56/316 [====>.........................] - ETA: 52s - loss: 0.4138 - accuracy: 0.8025
 57/316 [====>.........................] - ETA: 52s - loss: 0.4119 - accuracy: 0.8037
 58/316 [====>.........................] - ETA: 52s - loss: 0.4114 - accuracy: 0.8028
 59/316 [====>.........................] - ETA: 52s - loss: 0.4103 - accuracy: 0.8019
 60/316 [====>.........................] - ETA: 51s - loss: 0.4100 - accuracy: 0.8031
 61/316 [====>.........................] - ETA: 51s - loss: 0.4092 - accuracy: 0.8043
 62/316 [====>.........................] - ETA: 51s - loss: 0.4063 - accuracy: 0.8065
 63/316 [====>.........................] - ETA: 51s - loss: 0.4057 - accuracy: 0.8065
 64/316 [=====>........................] - ETA: 50s - loss: 0.4095 - accuracy: 0.8057
 65/316 [=====>........................] - ETA: 50s - loss: 0.4099 - accuracy: 0.8048
 66/316 [=====>........................] - ETA: 50s - loss: 0.4113 - accuracy: 0.8030
 67/316 [=====>........................] - ETA: 50s - loss: 0.4110 - accuracy: 0.8032
 68/316 [=====>........................] - ETA: 49s - loss: 0.4097 - accuracy: 0.8042
 69/316 [=====>........................] - ETA: 49s - loss: 0.4125 - accuracy: 0.8034
 70/316 [=====>........................] - ETA: 49s - loss: 0.4149 - accuracy: 0.8018
 71/316 [=====>........................] - ETA: 49s - loss: 0.4189 - accuracy: 0.8019
 72/316 [=====>........................] - ETA: 48s - loss: 0.4183 - accuracy: 0.8012
 73/316 [=====>........................] - ETA: 48s - loss: 0.4182 - accuracy: 0.8005
 74/316 [======>.......................] - ETA: 48s - loss: 0.4173 - accuracy: 0.8015
 75/316 [======>.......................] - ETA: 48s - loss: 0.4171 - accuracy: 0.8017
 76/316 [======>.......................] - ETA: 47s - loss: 0.4160 - accuracy: 0.8035
 77/316 [======>.......................] - ETA: 47s - loss: 0.4157 - accuracy: 0.8044
 78/316 [======>.......................] - ETA: 47s - loss: 0.4144 - accuracy: 0.8069
 79/316 [======>.......................] - ETA: 47s - loss: 0.4126 - accuracy: 0.8070
 80/316 [======>.......................] - ETA: 47s - loss: 0.4109 - accuracy: 0.8078
 81/316 [======>.......................] - ETA: 46s - loss: 0.4116 - accuracy: 0.8071
 82/316 [======>.......................] - ETA: 46s - loss: 0.4148 - accuracy: 0.8056
 83/316 [======>.......................] - ETA: 46s - loss: 0.4177 - accuracy: 0.8027
 84/316 [======>.......................] - ETA: 46s - loss: 0.4177 - accuracy: 0.8036
 85/316 [=======>......................] - ETA: 45s - loss: 0.4189 - accuracy: 0.8029
 86/316 [=======>......................] - ETA: 45s - loss: 0.4173 - accuracy: 0.8031
 87/316 [=======>......................] - ETA: 45s - loss: 0.4156 - accuracy: 0.8046
 88/316 [=======>......................] - ETA: 45s - loss: 0.4145 - accuracy: 0.8054
 89/316 [=======>......................] - ETA: 44s - loss: 0.4127 - accuracy: 0.8069
 90/316 [=======>......................] - ETA: 44s - loss: 0.4114 - accuracy: 0.8083
 91/316 [=======>......................] - ETA: 44s - loss: 0.4103 - accuracy: 0.8091
 92/316 [=======>......................] - ETA: 44s - loss: 0.4116 - accuracy: 0.8084
 93/316 [=======>......................] - ETA: 44s - loss: 0.4136 - accuracy: 0.8065
 94/316 [=======>......................] - ETA: 43s - loss: 0.4113 - accuracy: 0.8085
 95/316 [========>.....................] - ETA: 43s - loss: 0.4115 - accuracy: 0.8079
 96/316 [========>.....................] - ETA: 43s - loss: 0.4104 - accuracy: 0.8079
 97/316 [========>.....................] - ETA: 43s - loss: 0.4118 - accuracy: 0.8067
 98/316 [========>.....................] - ETA: 43s - loss: 0.4161 - accuracy: 0.8042
 99/316 [========>.....................] - ETA: 42s - loss: 0.4179 - accuracy: 0.8024
100/316 [========>.....................] - ETA: 42s - loss: 0.4176 - accuracy: 0.8019
101/316 [========>.....................] - ETA: 42s - loss: 0.4177 - accuracy: 0.8020
102/316 [========>.....................] - ETA: 42s - loss: 0.4178 - accuracy: 0.8027
103/316 [========>.....................] - ETA: 41s - loss: 0.4177 - accuracy: 0.8028
104/316 [========>.....................] - ETA: 41s - loss: 0.4199 - accuracy: 0.8011
105/316 [========>.....................] - ETA: 41s - loss: 0.4187 - accuracy: 0.8018
106/316 [=========>....................] - ETA: 42s - loss: 0.4176 - accuracy: 0.8025
107/316 [=========>....................] - ETA: 42s - loss: 0.4174 - accuracy: 0.8032
108/316 [=========>....................] - ETA: 42s - loss: 0.4189 - accuracy: 0.8015
109/316 [=========>....................] - ETA: 42s - loss: 0.4185 - accuracy: 0.8016
110/316 [=========>....................] - ETA: 41s - loss: 0.4217 - accuracy: 0.7994
111/316 [=========>....................] - ETA: 41s - loss: 0.4220 - accuracy: 0.7990
112/316 [=========>....................] - ETA: 41s - loss: 0.4224 - accuracy: 0.7991
113/316 [=========>....................] - ETA: 41s - loss: 0.4228 - accuracy: 0.7992
114/316 [=========>....................] - ETA: 41s - loss: 0.4222 - accuracy: 0.7993
115/316 [=========>....................] - ETA: 40s - loss: 0.4236 - accuracy: 0.7989
116/316 [==========>...................] - ETA: 40s - loss: 0.4225 - accuracy: 0.7996
117/316 [==========>...................] - ETA: 40s - loss: 0.4223 - accuracy: 0.7991
118/316 [==========>...................] - ETA: 40s - loss: 0.4223 - accuracy: 0.7987
119/316 [==========>...................] - ETA: 39s - loss: 0.4220 - accuracy: 0.7978
120/316 [==========>...................] - ETA: 39s - loss: 0.4210 - accuracy: 0.7984
121/316 [==========>...................] - ETA: 39s - loss: 0.4213 - accuracy: 0.7980
122/316 [==========>...................] - ETA: 39s - loss: 0.4233 - accuracy: 0.7971
123/316 [==========>...................] - ETA: 38s - loss: 0.4255 - accuracy: 0.7957
124/316 [==========>...................] - ETA: 38s - loss: 0.4255 - accuracy: 0.7964
125/316 [==========>...................] - ETA: 38s - loss: 0.4263 - accuracy: 0.7960
126/316 [==========>...................] - ETA: 38s - loss: 0.4272 - accuracy: 0.7961
127/316 [===========>..................] - ETA: 38s - loss: 0.4271 - accuracy: 0.7968
128/316 [===========>..................] - ETA: 37s - loss: 0.4268 - accuracy: 0.7974
129/316 [===========>..................] - ETA: 37s - loss: 0.4271 - accuracy: 0.7970
130/316 [===========>..................] - ETA: 37s - loss: 0.4266 - accuracy: 0.7962
131/316 [===========>..................] - ETA: 37s - loss: 0.4264 - accuracy: 0.7968
132/316 [===========>..................] - ETA: 37s - loss: 0.4279 - accuracy: 0.7959
133/316 [===========>..................] - ETA: 36s - loss: 0.4277 - accuracy: 0.7961
134/316 [===========>..................] - ETA: 36s - loss: 0.4269 - accuracy: 0.7962
135/316 [===========>..................] - ETA: 36s - loss: 0.4266 - accuracy: 0.7968
136/316 [===========>..................] - ETA: 36s - loss: 0.4279 - accuracy: 0.7955
137/316 [============>.................] - ETA: 35s - loss: 0.4279 - accuracy: 0.7956
138/316 [============>.................] - ETA: 35s - loss: 0.4296 - accuracy: 0.7944
139/316 [============>.................] - ETA: 35s - loss: 0.4292 - accuracy: 0.7950
140/316 [============>.................] - ETA: 35s - loss: 0.4292 - accuracy: 0.7946
141/316 [============>.................] - ETA: 35s - loss: 0.4285 - accuracy: 0.7948
142/316 [============>.................] - ETA: 34s - loss: 0.4282 - accuracy: 0.7953
143/316 [============>.................] - ETA: 34s - loss: 0.4270 - accuracy: 0.7955
144/316 [============>.................] - ETA: 34s - loss: 0.4263 - accuracy: 0.7956
145/316 [============>.................] - ETA: 34s - loss: 0.4260 - accuracy: 0.7961
146/316 [============>.................] - ETA: 33s - loss: 0.4271 - accuracy: 0.7958
147/316 [============>.................] - ETA: 33s - loss: 0.4272 - accuracy: 0.7959
148/316 [=============>................] - ETA: 33s - loss: 0.4264 - accuracy: 0.7969
149/316 [=============>................] - ETA: 33s - loss: 0.4263 - accuracy: 0.7970
150/316 [=============>................] - ETA: 33s - loss: 0.4250 - accuracy: 0.7975
151/316 [=============>................] - ETA: 32s - loss: 0.4252 - accuracy: 0.7976
152/316 [=============>................] - ETA: 32s - loss: 0.4246 - accuracy: 0.7985
153/316 [=============>................] - ETA: 32s - loss: 0.4242 - accuracy: 0.7982
154/316 [=============>................] - ETA: 32s - loss: 0.4248 - accuracy: 0.7971
155/316 [=============>................] - ETA: 32s - loss: 0.4236 - accuracy: 0.7980
156/316 [=============>................] - ETA: 31s - loss: 0.4225 - accuracy: 0.7989
157/316 [=============>................] - ETA: 31s - loss: 0.4220 - accuracy: 0.7994
158/316 [==============>...............] - ETA: 31s - loss: 0.4213 - accuracy: 0.8002
159/316 [==============>...............] - ETA: 31s - loss: 0.4210 - accuracy: 0.8007
160/316 [==============>...............] - ETA: 31s - loss: 0.4203 - accuracy: 0.8016
161/316 [==============>...............] - ETA: 30s - loss: 0.4207 - accuracy: 0.8016
162/316 [==============>...............] - ETA: 30s - loss: 0.4216 - accuracy: 0.8013
163/316 [==============>...............] - ETA: 30s - loss: 0.4203 - accuracy: 0.8018
164/316 [==============>...............] - ETA: 30s - loss: 0.4187 - accuracy: 0.8026
165/316 [==============>...............] - ETA: 30s - loss: 0.4202 - accuracy: 0.8015
166/316 [==============>...............] - ETA: 29s - loss: 0.4196 - accuracy: 0.8012
167/316 [==============>...............] - ETA: 29s - loss: 0.4201 - accuracy: 0.8013
168/316 [==============>...............] - ETA: 29s - loss: 0.4192 - accuracy: 0.8017
169/316 [===============>..............] - ETA: 29s - loss: 0.4190 - accuracy: 0.8018
170/316 [===============>..............] - ETA: 29s - loss: 0.4202 - accuracy: 0.8018
171/316 [===============>..............] - ETA: 29s - loss: 0.4188 - accuracy: 0.8023
172/316 [===============>..............] - ETA: 29s - loss: 0.4182 - accuracy: 0.8027
173/316 [===============>..............] - ETA: 28s - loss: 0.4188 - accuracy: 0.8024
174/316 [===============>..............] - ETA: 28s - loss: 0.4195 - accuracy: 0.8021
175/316 [===============>..............] - ETA: 28s - loss: 0.4194 - accuracy: 0.8018
176/316 [===============>..............] - ETA: 28s - loss: 0.4189 - accuracy: 0.8018
177/316 [===============>..............] - ETA: 28s - loss: 0.4186 - accuracy: 0.8023
178/316 [===============>..............] - ETA: 27s - loss: 0.4182 - accuracy: 0.8027
179/316 [===============>..............] - ETA: 27s - loss: 0.4180 - accuracy: 0.8027
180/316 [================>.............] - ETA: 27s - loss: 0.4198 - accuracy: 0.8017
181/316 [================>.............] - ETA: 27s - loss: 0.4189 - accuracy: 0.8021
182/316 [================>.............] - ETA: 27s - loss: 0.4189 - accuracy: 0.8019
183/316 [================>.............] - ETA: 26s - loss: 0.4184 - accuracy: 0.8019
184/316 [================>.............] - ETA: 26s - loss: 0.4187 - accuracy: 0.8020
185/316 [================>.............] - ETA: 26s - loss: 0.4184 - accuracy: 0.8020
186/316 [================>.............] - ETA: 26s - loss: 0.4191 - accuracy: 0.8014
187/316 [================>.............] - ETA: 26s - loss: 0.4187 - accuracy: 0.8018
188/316 [================>.............] - ETA: 25s - loss: 0.4188 - accuracy: 0.8012
189/316 [================>.............] - ETA: 25s - loss: 0.4186 - accuracy: 0.8009
190/316 [=================>............] - ETA: 25s - loss: 0.4197 - accuracy: 0.8007
191/316 [=================>............] - ETA: 25s - loss: 0.4187 - accuracy: 0.8010
192/316 [=================>............] - ETA: 24s - loss: 0.4181 - accuracy: 0.8011
193/316 [=================>............] - ETA: 24s - loss: 0.4173 - accuracy: 0.8012
194/316 [=================>............] - ETA: 24s - loss: 0.4168 - accuracy: 0.8012
195/316 [=================>............] - ETA: 24s - loss: 0.4165 - accuracy: 0.8013
196/316 [=================>............] - ETA: 24s - loss: 0.4162 - accuracy: 0.8010
197/316 [=================>............] - ETA: 23s - loss: 0.4158 - accuracy: 0.8011
198/316 [=================>............] - ETA: 23s - loss: 0.4160 - accuracy: 0.8008
199/316 [=================>............] - ETA: 23s - loss: 0.4157 - accuracy: 0.8012
200/316 [=================>............] - ETA: 23s - loss: 0.4147 - accuracy: 0.8016
201/316 [==================>...........] - ETA: 23s - loss: 0.4146 - accuracy: 0.8019
202/316 [==================>...........] - ETA: 22s - loss: 0.4151 - accuracy: 0.8014
203/316 [==================>...........] - ETA: 22s - loss: 0.4148 - accuracy: 0.8020
204/316 [==================>...........] - ETA: 22s - loss: 0.4143 - accuracy: 0.8027
205/316 [==================>...........] - ETA: 22s - loss: 0.4143 - accuracy: 0.8027
206/316 [==================>...........] - ETA: 22s - loss: 0.4140 - accuracy: 0.8028
207/316 [==================>...........] - ETA: 21s - loss: 0.4142 - accuracy: 0.8028
208/316 [==================>...........] - ETA: 21s - loss: 0.4154 - accuracy: 0.8029
209/316 [==================>...........] - ETA: 21s - loss: 0.4159 - accuracy: 0.8026
210/316 [==================>...........] - ETA: 21s - loss: 0.4149 - accuracy: 0.8030
211/316 [===================>..........] - ETA: 21s - loss: 0.4148 - accuracy: 0.8033
212/316 [===================>..........] - ETA: 20s - loss: 0.4153 - accuracy: 0.8034
213/316 [===================>..........] - ETA: 20s - loss: 0.4157 - accuracy: 0.8028
214/316 [===================>..........] - ETA: 20s - loss: 0.4159 - accuracy: 0.8032
215/316 [===================>..........] - ETA: 20s - loss: 0.4162 - accuracy: 0.8029
216/316 [===================>..........] - ETA: 20s - loss: 0.4171 - accuracy: 0.8027
217/316 [===================>..........] - ETA: 19s - loss: 0.4172 - accuracy: 0.8027
218/316 [===================>..........] - ETA: 19s - loss: 0.4166 - accuracy: 0.8030
219/316 [===================>..........] - ETA: 19s - loss: 0.4162 - accuracy: 0.8028
220/316 [===================>..........] - ETA: 19s - loss: 0.4164 - accuracy: 0.8031
221/316 [===================>..........] - ETA: 18s - loss: 0.4173 - accuracy: 0.8026
222/316 [====================>.........] - ETA: 18s - loss: 0.4173 - accuracy: 0.8021
223/316 [====================>.........] - ETA: 18s - loss: 0.4168 - accuracy: 0.8021
224/316 [====================>.........] - ETA: 18s - loss: 0.4158 - accuracy: 0.8027
225/316 [====================>.........] - ETA: 18s - loss: 0.4154 - accuracy: 0.8033
226/316 [====================>.........] - ETA: 17s - loss: 0.4150 - accuracy: 0.8037
227/316 [====================>.........] - ETA: 17s - loss: 0.4148 - accuracy: 0.8040
228/316 [====================>.........] - ETA: 17s - loss: 0.4154 - accuracy: 0.8035
229/316 [====================>.........] - ETA: 17s - loss: 0.4169 - accuracy: 0.8021
230/316 [====================>.........] - ETA: 17s - loss: 0.4173 - accuracy: 0.8014
231/316 [====================>.........] - ETA: 16s - loss: 0.4170 - accuracy: 0.8014
232/316 [=====================>........] - ETA: 16s - loss: 0.4171 - accuracy: 0.8012
233/316 [=====================>........] - ETA: 16s - loss: 0.4168 - accuracy: 0.8012
234/316 [=====================>........] - ETA: 16s - loss: 0.4175 - accuracy: 0.8007
235/316 [=====================>........] - ETA: 16s - loss: 0.4175 - accuracy: 0.8005
236/316 [=====================>........] - ETA: 15s - loss: 0.4168 - accuracy: 0.8008
237/316 [=====================>........] - ETA: 15s - loss: 0.4164 - accuracy: 0.8009
238/316 [=====================>........] - ETA: 15s - loss: 0.4162 - accuracy: 0.8009
239/316 [=====================>........] - ETA: 15s - loss: 0.4156 - accuracy: 0.8013
240/316 [=====================>........] - ETA: 15s - loss: 0.4158 - accuracy: 0.8010
241/316 [=====================>........] - ETA: 14s - loss: 0.4150 - accuracy: 0.8013
242/316 [=====================>........] - ETA: 14s - loss: 0.4153 - accuracy: 0.8009
243/316 [======================>.......] - ETA: 14s - loss: 0.4156 - accuracy: 0.8007
244/316 [======================>.......] - ETA: 14s - loss: 0.4167 - accuracy: 0.8005
245/316 [======================>.......] - ETA: 14s - loss: 0.4165 - accuracy: 0.8005
246/316 [======================>.......] - ETA: 13s - loss: 0.4168 - accuracy: 0.8001
247/316 [======================>.......] - ETA: 13s - loss: 0.4164 - accuracy: 0.8004
248/316 [======================>.......] - ETA: 13s - loss: 0.4158 - accuracy: 0.8009
249/316 [======================>.......] - ETA: 13s - loss: 0.4160 - accuracy: 0.8005
250/316 [======================>.......] - ETA: 13s - loss: 0.4152 - accuracy: 0.8008
251/316 [======================>.......] - ETA: 12s - loss: 0.4144 - accuracy: 0.8010
252/316 [======================>.......] - ETA: 12s - loss: 0.4140 - accuracy: 0.8016
253/316 [=======================>......] - ETA: 12s - loss: 0.4148 - accuracy: 0.8011
254/316 [=======================>......] - ETA: 12s - loss: 0.4149 - accuracy: 0.8012
255/316 [=======================>......] - ETA: 12s - loss: 0.4148 - accuracy: 0.8017
256/316 [=======================>......] - ETA: 11s - loss: 0.4148 - accuracy: 0.8018
257/316 [=======================>......] - ETA: 11s - loss: 0.4152 - accuracy: 0.8013
258/316 [=======================>......] - ETA: 11s - loss: 0.4145 - accuracy: 0.8018
259/316 [=======================>......] - ETA: 11s - loss: 0.4142 - accuracy: 0.8021
260/316 [=======================>......] - ETA: 11s - loss: 0.4142 - accuracy: 0.8022
261/316 [=======================>......] - ETA: 10s - loss: 0.4152 - accuracy: 0.8020
262/316 [=======================>......] - ETA: 10s - loss: 0.4146 - accuracy: 0.8022
263/316 [=======================>......] - ETA: 10s - loss: 0.4144 - accuracy: 0.8023
264/316 [========================>.....] - ETA: 10s - loss: 0.4155 - accuracy: 0.8018
265/316 [========================>.....] - ETA: 10s - loss: 0.4155 - accuracy: 0.8017
266/316 [========================>.....] - ETA: 9s - loss: 0.4150 - accuracy: 0.8022 
267/316 [========================>.....] - ETA: 9s - loss: 0.4155 - accuracy: 0.8017
268/316 [========================>.....] - ETA: 9s - loss: 0.4149 - accuracy: 0.8022
269/316 [========================>.....] - ETA: 9s - loss: 0.4145 - accuracy: 0.8025
270/316 [========================>.....] - ETA: 9s - loss: 0.4152 - accuracy: 0.8019
271/316 [========================>.....] - ETA: 9s - loss: 0.4151 - accuracy: 0.8021
272/316 [========================>.....] - ETA: 8s - loss: 0.4158 - accuracy: 0.8015
273/316 [========================>.....] - ETA: 8s - loss: 0.4157 - accuracy: 0.8015
274/316 [=========================>....] - ETA: 8s - loss: 0.4156 - accuracy: 0.8018
275/316 [=========================>....] - ETA: 8s - loss: 0.4160 - accuracy: 0.8016
276/316 [=========================>....] - ETA: 8s - loss: 0.4155 - accuracy: 0.8021
277/316 [=========================>....] - ETA: 7s - loss: 0.4153 - accuracy: 0.8021
278/316 [=========================>....] - ETA: 7s - loss: 0.4147 - accuracy: 0.8024
279/316 [=========================>....] - ETA: 7s - loss: 0.4147 - accuracy: 0.8017
280/316 [=========================>....] - ETA: 7s - loss: 0.4149 - accuracy: 0.8020
281/316 [=========================>....] - ETA: 7s - loss: 0.4145 - accuracy: 0.8023
282/316 [=========================>....] - ETA: 6s - loss: 0.4140 - accuracy: 0.8027
283/316 [=========================>....] - ETA: 6s - loss: 0.4143 - accuracy: 0.8023
284/316 [=========================>....] - ETA: 6s - loss: 0.4141 - accuracy: 0.8024
285/316 [==========================>...] - ETA: 6s - loss: 0.4146 - accuracy: 0.8020
286/316 [==========================>...] - ETA: 6s - loss: 0.4150 - accuracy: 0.8020
287/316 [==========================>...] - ETA: 5s - loss: 0.4149 - accuracy: 0.8016
288/316 [==========================>...] - ETA: 5s - loss: 0.4152 - accuracy: 0.8016
289/316 [==========================>...] - ETA: 5s - loss: 0.4155 - accuracy: 0.8013
290/316 [==========================>...] - ETA: 5s - loss: 0.4159 - accuracy: 0.8011
291/316 [==========================>...] - ETA: 5s - loss: 0.4162 - accuracy: 0.8011
292/316 [==========================>...] - ETA: 4s - loss: 0.4162 - accuracy: 0.8009
293/316 [==========================>...] - ETA: 4s - loss: 0.4160 - accuracy: 0.8010
294/316 [==========================>...] - ETA: 4s - loss: 0.4160 - accuracy: 0.8010
295/316 [===========================>..] - ETA: 4s - loss: 0.4166 - accuracy: 0.8006
296/316 [===========================>..] - ETA: 4s - loss: 0.4165 - accuracy: 0.8009
297/316 [===========================>..] - ETA: 3s - loss: 0.4158 - accuracy: 0.8013
298/316 [===========================>..] - ETA: 3s - loss: 0.4159 - accuracy: 0.8014
299/316 [===========================>..] - ETA: 3s - loss: 0.4157 - accuracy: 0.8016
300/316 [===========================>..] - ETA: 3s - loss: 0.4159 - accuracy: 0.8015
301/316 [===========================>..] - ETA: 2s - loss: 0.4157 - accuracy: 0.8013
302/316 [===========================>..] - ETA: 2s - loss: 0.4151 - accuracy: 0.8017
303/316 [===========================>..] - ETA: 2s - loss: 0.4141 - accuracy: 0.8022
304/316 [===========================>..] - ETA: 2s - loss: 0.4152 - accuracy: 0.8012
305/316 [===========================>..] - ETA: 2s - loss: 0.4153 - accuracy: 0.8012
306/316 [============================>.] - ETA: 1s - loss: 0.4153 - accuracy: 0.8013
307/316 [============================>.] - ETA: 1s - loss: 0.4153 - accuracy: 0.8011
308/316 [============================>.] - ETA: 1s - loss: 0.4148 - accuracy: 0.8015
309/316 [============================>.] - ETA: 1s - loss: 0.4149 - accuracy: 0.8016
310/316 [============================>.] - ETA: 1s - loss: 0.4145 - accuracy: 0.8014
311/316 [============================>.] - ETA: 0s - loss: 0.4151 - accuracy: 0.8010
312/316 [============================>.] - ETA: 0s - loss: 0.4153 - accuracy: 0.8009
313/316 [============================>.] - ETA: 0s - loss: 0.4149 - accuracy: 0.8011
314/316 [============================>.] - ETA: 0s - loss: 0.4139 - accuracy: 0.8018
315/316 [============================>.] - ETA: 0s - loss: 0.4144 - accuracy: 0.8016
316/316 [==============================] - 63s 199ms/step - loss: 0.4143 - accuracy: 0.8018

316/316 [==============================] - 67s 211ms/step - loss: 0.4143 - accuracy: 0.8018 - val_loss: 0.2709 - val_accuracy: 0.8883
Epoch 27/100

  1/316 [..............................] - ETA: 45s - loss: 0.3539 - accuracy: 0.9375
  2/316 [..............................] - ETA: 55s - loss: 0.3457 - accuracy: 0.9062
  3/316 [..............................] - ETA: 58s - loss: 0.3826 - accuracy: 0.8125
  4/316 [..............................] - ETA: 1:00 - loss: 0.3769 - accuracy: 0.8281
  5/316 [..............................] - ETA: 59s - loss: 0.3926 - accuracy: 0.8125 
  6/316 [..............................] - ETA: 59s - loss: 0.3956 - accuracy: 0.8021
  7/316 [..............................] - ETA: 58s - loss: 0.4133 - accuracy: 0.7768
  8/316 [..............................] - ETA: 58s - loss: 0.3994 - accuracy: 0.7812
  9/316 [..............................] - ETA: 57s - loss: 0.3910 - accuracy: 0.7917
 10/316 [..............................] - ETA: 58s - loss: 0.3818 - accuracy: 0.8000
 11/316 [>.............................] - ETA: 57s - loss: 0.3704 - accuracy: 0.8125
 12/316 [>.............................] - ETA: 58s - loss: 0.3599 - accuracy: 0.8177
 13/316 [>.............................] - ETA: 57s - loss: 0.3630 - accuracy: 0.8125
 14/316 [>.............................] - ETA: 57s - loss: 0.3580 - accuracy: 0.8170
 15/316 [>.............................] - ETA: 57s - loss: 0.3617 - accuracy: 0.8125
 16/316 [>.............................] - ETA: 56s - loss: 0.3721 - accuracy: 0.8164
 17/316 [>.............................] - ETA: 56s - loss: 0.3994 - accuracy: 0.8015
 18/316 [>.............................] - ETA: 56s - loss: 0.4017 - accuracy: 0.8056
 19/316 [>.............................] - ETA: 56s - loss: 0.3975 - accuracy: 0.8059
 20/316 [>.............................] - ETA: 56s - loss: 0.4039 - accuracy: 0.8062
 21/316 [>.............................] - ETA: 55s - loss: 0.4052 - accuracy: 0.8065
 22/316 [=>............................] - ETA: 55s - loss: 0.3970 - accuracy: 0.8097
 23/316 [=>............................] - ETA: 55s - loss: 0.3959 - accuracy: 0.8098
 24/316 [=>............................] - ETA: 55s - loss: 0.3942 - accuracy: 0.8125
 25/316 [=>............................] - ETA: 55s - loss: 0.4019 - accuracy: 0.8100
 26/316 [=>............................] - ETA: 55s - loss: 0.4110 - accuracy: 0.8029
 27/316 [=>............................] - ETA: 55s - loss: 0.4133 - accuracy: 0.8032
 28/316 [=>............................] - ETA: 54s - loss: 0.4113 - accuracy: 0.8058
 29/316 [=>............................] - ETA: 54s - loss: 0.4137 - accuracy: 0.8017
 30/316 [=>............................] - ETA: 54s - loss: 0.4138 - accuracy: 0.8042
 31/316 [=>............................] - ETA: 54s - loss: 0.4162 - accuracy: 0.8004
 32/316 [==>...........................] - ETA: 54s - loss: 0.4143 - accuracy: 0.8008
 33/316 [==>...........................] - ETA: 53s - loss: 0.4097 - accuracy: 0.8049
 34/316 [==>...........................] - ETA: 53s - loss: 0.4087 - accuracy: 0.8070
 35/316 [==>...........................] - ETA: 53s - loss: 0.4098 - accuracy: 0.8089
 36/316 [==>...........................] - ETA: 53s - loss: 0.4080 - accuracy: 0.8125
 37/316 [==>...........................] - ETA: 53s - loss: 0.4040 - accuracy: 0.8142
 38/316 [==>...........................] - ETA: 52s - loss: 0.4018 - accuracy: 0.8158
 39/316 [==>...........................] - ETA: 52s - loss: 0.3961 - accuracy: 0.8205
 40/316 [==>...........................] - ETA: 52s - loss: 0.3979 - accuracy: 0.8234
 41/316 [==>...........................] - ETA: 52s - loss: 0.3976 - accuracy: 0.8247
 42/316 [==>...........................] - ETA: 52s - loss: 0.4017 - accuracy: 0.8244
 43/316 [===>..........................] - ETA: 51s - loss: 0.4201 - accuracy: 0.8154
 44/316 [===>..........................] - ETA: 51s - loss: 0.4197 - accuracy: 0.8153
 45/316 [===>..........................] - ETA: 51s - loss: 0.4260 - accuracy: 0.8083
 46/316 [===>..........................] - ETA: 51s - loss: 0.4196 - accuracy: 0.8125
 47/316 [===>..........................] - ETA: 51s - loss: 0.4152 - accuracy: 0.8152
 48/316 [===>..........................] - ETA: 51s - loss: 0.4142 - accuracy: 0.8151
 49/316 [===>..........................] - ETA: 50s - loss: 0.4127 - accuracy: 0.8138
 50/316 [===>..........................] - ETA: 50s - loss: 0.4143 - accuracy: 0.8125
 51/316 [===>..........................] - ETA: 50s - loss: 0.4179 - accuracy: 0.8113
 52/316 [===>..........................] - ETA: 50s - loss: 0.4160 - accuracy: 0.8113
 53/316 [====>.........................] - ETA: 49s - loss: 0.4153 - accuracy: 0.8125
 54/316 [====>.........................] - ETA: 49s - loss: 0.4125 - accuracy: 0.8125
 55/316 [====>.........................] - ETA: 49s - loss: 0.4093 - accuracy: 0.8148
 56/316 [====>.........................] - ETA: 49s - loss: 0.4099 - accuracy: 0.8147
 57/316 [====>.........................] - ETA: 49s - loss: 0.4068 - accuracy: 0.8180
 58/316 [====>.........................] - ETA: 49s - loss: 0.4091 - accuracy: 0.8168
 59/316 [====>.........................] - ETA: 48s - loss: 0.4098 - accuracy: 0.8157
 60/316 [====>.........................] - ETA: 48s - loss: 0.4115 - accuracy: 0.8146
 61/316 [====>.........................] - ETA: 48s - loss: 0.4087 - accuracy: 0.8166
 62/316 [====>.........................] - ETA: 48s - loss: 0.4093 - accuracy: 0.8155
 63/316 [====>.........................] - ETA: 48s - loss: 0.4103 - accuracy: 0.8135
 64/316 [=====>........................] - ETA: 47s - loss: 0.4153 - accuracy: 0.8086
 65/316 [=====>........................] - ETA: 47s - loss: 0.4139 - accuracy: 0.8096
 66/316 [=====>........................] - ETA: 47s - loss: 0.4132 - accuracy: 0.8106
 67/316 [=====>........................] - ETA: 47s - loss: 0.4133 - accuracy: 0.8106
 68/316 [=====>........................] - ETA: 47s - loss: 0.4108 - accuracy: 0.8125
 69/316 [=====>........................] - ETA: 47s - loss: 0.4125 - accuracy: 0.8116
 70/316 [=====>........................] - ETA: 46s - loss: 0.4107 - accuracy: 0.8116
 71/316 [=====>........................] - ETA: 46s - loss: 0.4120 - accuracy: 0.8107
 72/316 [=====>........................] - ETA: 46s - loss: 0.4092 - accuracy: 0.8125
 73/316 [=====>........................] - ETA: 46s - loss: 0.4091 - accuracy: 0.8125
 74/316 [======>.......................] - ETA: 46s - loss: 0.4122 - accuracy: 0.8108
 75/316 [======>.......................] - ETA: 45s - loss: 0.4123 - accuracy: 0.8092
 76/316 [======>.......................] - ETA: 45s - loss: 0.4106 - accuracy: 0.8100
 77/316 [======>.......................] - ETA: 45s - loss: 0.4127 - accuracy: 0.8101
 78/316 [======>.......................] - ETA: 45s - loss: 0.4116 - accuracy: 0.8109
 79/316 [======>.......................] - ETA: 45s - loss: 0.4174 - accuracy: 0.8070
 80/316 [======>.......................] - ETA: 44s - loss: 0.4150 - accuracy: 0.8086
 81/316 [======>.......................] - ETA: 44s - loss: 0.4163 - accuracy: 0.8071
 82/316 [======>.......................] - ETA: 44s - loss: 0.4175 - accuracy: 0.8072
 83/316 [======>.......................] - ETA: 44s - loss: 0.4178 - accuracy: 0.8065
 84/316 [======>.......................] - ETA: 44s - loss: 0.4189 - accuracy: 0.8043
 85/316 [=======>......................] - ETA: 44s - loss: 0.4200 - accuracy: 0.8037
 86/316 [=======>......................] - ETA: 43s - loss: 0.4209 - accuracy: 0.8031
 87/316 [=======>......................] - ETA: 43s - loss: 0.4202 - accuracy: 0.8039
 88/316 [=======>......................] - ETA: 43s - loss: 0.4213 - accuracy: 0.8033
 89/316 [=======>......................] - ETA: 43s - loss: 0.4207 - accuracy: 0.8034
 90/316 [=======>......................] - ETA: 42s - loss: 0.4206 - accuracy: 0.8028
 91/316 [=======>......................] - ETA: 42s - loss: 0.4209 - accuracy: 0.8022
 92/316 [=======>......................] - ETA: 42s - loss: 0.4212 - accuracy: 0.8023
 93/316 [=======>......................] - ETA: 42s - loss: 0.4225 - accuracy: 0.8017
 94/316 [=======>......................] - ETA: 42s - loss: 0.4208 - accuracy: 0.8032
 95/316 [========>.....................] - ETA: 42s - loss: 0.4194 - accuracy: 0.8039
 96/316 [========>.....................] - ETA: 41s - loss: 0.4208 - accuracy: 0.8014
 97/316 [========>.....................] - ETA: 41s - loss: 0.4200 - accuracy: 0.8015
 98/316 [========>.....................] - ETA: 41s - loss: 0.4181 - accuracy: 0.8023
 99/316 [========>.....................] - ETA: 41s - loss: 0.4183 - accuracy: 0.8011
100/316 [========>.....................] - ETA: 41s - loss: 0.4175 - accuracy: 0.8019
101/316 [========>.....................] - ETA: 40s - loss: 0.4168 - accuracy: 0.8026
102/316 [========>.....................] - ETA: 40s - loss: 0.4151 - accuracy: 0.8033
103/316 [========>.....................] - ETA: 40s - loss: 0.4134 - accuracy: 0.8046
104/316 [========>.....................] - ETA: 40s - loss: 0.4146 - accuracy: 0.8035
105/316 [========>.....................] - ETA: 40s - loss: 0.4130 - accuracy: 0.8048
106/316 [=========>....................] - ETA: 39s - loss: 0.4120 - accuracy: 0.8042
107/316 [=========>....................] - ETA: 39s - loss: 0.4115 - accuracy: 0.8037
108/316 [=========>....................] - ETA: 39s - loss: 0.4131 - accuracy: 0.8038
109/316 [=========>....................] - ETA: 39s - loss: 0.4127 - accuracy: 0.8039
110/316 [=========>....................] - ETA: 39s - loss: 0.4121 - accuracy: 0.8045
111/316 [=========>....................] - ETA: 39s - loss: 0.4111 - accuracy: 0.8052
112/316 [=========>....................] - ETA: 38s - loss: 0.4118 - accuracy: 0.8041
113/316 [=========>....................] - ETA: 38s - loss: 0.4118 - accuracy: 0.8031
114/316 [=========>....................] - ETA: 38s - loss: 0.4114 - accuracy: 0.8026
115/316 [=========>....................] - ETA: 38s - loss: 0.4106 - accuracy: 0.8027
116/316 [==========>...................] - ETA: 38s - loss: 0.4094 - accuracy: 0.8033
117/316 [==========>...................] - ETA: 37s - loss: 0.4100 - accuracy: 0.8024
118/316 [==========>...................] - ETA: 37s - loss: 0.4093 - accuracy: 0.8030
119/316 [==========>...................] - ETA: 37s - loss: 0.4078 - accuracy: 0.8036
120/316 [==========>...................] - ETA: 37s - loss: 0.4078 - accuracy: 0.8031
121/316 [==========>...................] - ETA: 37s - loss: 0.4067 - accuracy: 0.8037
122/316 [==========>...................] - ETA: 36s - loss: 0.4075 - accuracy: 0.8033
123/316 [==========>...................] - ETA: 36s - loss: 0.4065 - accuracy: 0.8044
124/316 [==========>...................] - ETA: 36s - loss: 0.4052 - accuracy: 0.8054
125/316 [==========>...................] - ETA: 36s - loss: 0.4042 - accuracy: 0.8060
126/316 [==========>...................] - ETA: 36s - loss: 0.4039 - accuracy: 0.8061
127/316 [===========>..................] - ETA: 35s - loss: 0.4038 - accuracy: 0.8066
128/316 [===========>..................] - ETA: 35s - loss: 0.4033 - accuracy: 0.8066
129/316 [===========>..................] - ETA: 35s - loss: 0.4022 - accuracy: 0.8072
130/316 [===========>..................] - ETA: 35s - loss: 0.4018 - accuracy: 0.8077
131/316 [===========>..................] - ETA: 35s - loss: 0.4007 - accuracy: 0.8082
132/316 [===========>..................] - ETA: 35s - loss: 0.4010 - accuracy: 0.8073
133/316 [===========>..................] - ETA: 34s - loss: 0.4018 - accuracy: 0.8073
134/316 [===========>..................] - ETA: 34s - loss: 0.4023 - accuracy: 0.8074
135/316 [===========>..................] - ETA: 34s - loss: 0.4022 - accuracy: 0.8079
136/316 [===========>..................] - ETA: 34s - loss: 0.4053 - accuracy: 0.8056
137/316 [============>.................] - ETA: 34s - loss: 0.4048 - accuracy: 0.8052
138/316 [============>.................] - ETA: 33s - loss: 0.4043 - accuracy: 0.8053
139/316 [============>.................] - ETA: 33s - loss: 0.4033 - accuracy: 0.8058
140/316 [============>.................] - ETA: 33s - loss: 0.4025 - accuracy: 0.8058
141/316 [============>.................] - ETA: 33s - loss: 0.4032 - accuracy: 0.8054
142/316 [============>.................] - ETA: 33s - loss: 0.4043 - accuracy: 0.8041
143/316 [============>.................] - ETA: 32s - loss: 0.4049 - accuracy: 0.8029
144/316 [============>.................] - ETA: 32s - loss: 0.4059 - accuracy: 0.8034
145/316 [============>.................] - ETA: 32s - loss: 0.4046 - accuracy: 0.8039
146/316 [============>.................] - ETA: 32s - loss: 0.4041 - accuracy: 0.8044
147/316 [============>.................] - ETA: 32s - loss: 0.4062 - accuracy: 0.8040
148/316 [=============>................] - ETA: 31s - loss: 0.4063 - accuracy: 0.8036
149/316 [=============>................] - ETA: 31s - loss: 0.4053 - accuracy: 0.8049
150/316 [=============>................] - ETA: 31s - loss: 0.4060 - accuracy: 0.8050
151/316 [=============>................] - ETA: 31s - loss: 0.4059 - accuracy: 0.8046
152/316 [=============>................] - ETA: 31s - loss: 0.4058 - accuracy: 0.8051
153/316 [=============>................] - ETA: 31s - loss: 0.4057 - accuracy: 0.8056
154/316 [=============>................] - ETA: 30s - loss: 0.4051 - accuracy: 0.8060
155/316 [=============>................] - ETA: 30s - loss: 0.4035 - accuracy: 0.8069
156/316 [=============>................] - ETA: 30s - loss: 0.4035 - accuracy: 0.8073
157/316 [=============>................] - ETA: 30s - loss: 0.4027 - accuracy: 0.8077
158/316 [==============>...............] - ETA: 30s - loss: 0.4018 - accuracy: 0.8078
159/316 [==============>...............] - ETA: 29s - loss: 0.4013 - accuracy: 0.8070
160/316 [==============>...............] - ETA: 29s - loss: 0.4018 - accuracy: 0.8066
161/316 [==============>...............] - ETA: 29s - loss: 0.4011 - accuracy: 0.8071
162/316 [==============>...............] - ETA: 29s - loss: 0.4032 - accuracy: 0.8067
163/316 [==============>...............] - ETA: 29s - loss: 0.4028 - accuracy: 0.8071
164/316 [==============>...............] - ETA: 28s - loss: 0.4024 - accuracy: 0.8072
165/316 [==============>...............] - ETA: 28s - loss: 0.4039 - accuracy: 0.8068
166/316 [==============>...............] - ETA: 28s - loss: 0.4045 - accuracy: 0.8069
167/316 [==============>...............] - ETA: 28s - loss: 0.4043 - accuracy: 0.8073
168/316 [==============>...............] - ETA: 28s - loss: 0.4054 - accuracy: 0.8069
169/316 [===============>..............] - ETA: 27s - loss: 0.4045 - accuracy: 0.8073
170/316 [===============>..............] - ETA: 27s - loss: 0.4045 - accuracy: 0.8077
171/316 [===============>..............] - ETA: 27s - loss: 0.4059 - accuracy: 0.8067
172/316 [===============>..............] - ETA: 27s - loss: 0.4060 - accuracy: 0.8070
173/316 [===============>..............] - ETA: 27s - loss: 0.4054 - accuracy: 0.8071
174/316 [===============>..............] - ETA: 27s - loss: 0.4060 - accuracy: 0.8064
175/316 [===============>..............] - ETA: 26s - loss: 0.4055 - accuracy: 0.8068
176/316 [===============>..............] - ETA: 26s - loss: 0.4052 - accuracy: 0.8072
177/316 [===============>..............] - ETA: 26s - loss: 0.4054 - accuracy: 0.8069
178/316 [===============>..............] - ETA: 26s - loss: 0.4057 - accuracy: 0.8072
179/316 [===============>..............] - ETA: 26s - loss: 0.4064 - accuracy: 0.8066
180/316 [================>.............] - ETA: 25s - loss: 0.4064 - accuracy: 0.8062
181/316 [================>.............] - ETA: 25s - loss: 0.4066 - accuracy: 0.8066
182/316 [================>.............] - ETA: 25s - loss: 0.4063 - accuracy: 0.8067
183/316 [================>.............] - ETA: 25s - loss: 0.4064 - accuracy: 0.8067
184/316 [================>.............] - ETA: 25s - loss: 0.4069 - accuracy: 0.8064
185/316 [================>.............] - ETA: 24s - loss: 0.4080 - accuracy: 0.8051
186/316 [================>.............] - ETA: 24s - loss: 0.4080 - accuracy: 0.8051
187/316 [================>.............] - ETA: 24s - loss: 0.4080 - accuracy: 0.8051
188/316 [================>.............] - ETA: 24s - loss: 0.4080 - accuracy: 0.8052
189/316 [================>.............] - ETA: 24s - loss: 0.4082 - accuracy: 0.8046
190/316 [=================>............] - ETA: 23s - loss: 0.4093 - accuracy: 0.8036
191/316 [=================>............] - ETA: 23s - loss: 0.4093 - accuracy: 0.8037
192/316 [=================>............] - ETA: 23s - loss: 0.4090 - accuracy: 0.8044
193/316 [=================>............] - ETA: 23s - loss: 0.4085 - accuracy: 0.8044
194/316 [=================>............] - ETA: 23s - loss: 0.4078 - accuracy: 0.8051
195/316 [=================>............] - ETA: 23s - loss: 0.4081 - accuracy: 0.8045
196/316 [=================>............] - ETA: 22s - loss: 0.4083 - accuracy: 0.8042
197/316 [=================>............] - ETA: 22s - loss: 0.4090 - accuracy: 0.8033
198/316 [=================>............] - ETA: 22s - loss: 0.4090 - accuracy: 0.8027
199/316 [=================>............] - ETA: 22s - loss: 0.4082 - accuracy: 0.8031
200/316 [=================>............] - ETA: 22s - loss: 0.4084 - accuracy: 0.8022
201/316 [==================>...........] - ETA: 21s - loss: 0.4083 - accuracy: 0.8019
202/316 [==================>...........] - ETA: 21s - loss: 0.4083 - accuracy: 0.8017
203/316 [==================>...........] - ETA: 21s - loss: 0.4085 - accuracy: 0.8017
204/316 [==================>...........] - ETA: 21s - loss: 0.4085 - accuracy: 0.8018
205/316 [==================>...........] - ETA: 21s - loss: 0.4093 - accuracy: 0.8006
206/316 [==================>...........] - ETA: 20s - loss: 0.4087 - accuracy: 0.8010
207/316 [==================>...........] - ETA: 20s - loss: 0.4091 - accuracy: 0.8004
208/316 [==================>...........] - ETA: 20s - loss: 0.4101 - accuracy: 0.8005
209/316 [==================>...........] - ETA: 20s - loss: 0.4101 - accuracy: 0.7999
210/316 [==================>...........] - ETA: 20s - loss: 0.4108 - accuracy: 0.7991
211/316 [===================>..........] - ETA: 19s - loss: 0.4105 - accuracy: 0.7992
212/316 [===================>..........] - ETA: 19s - loss: 0.4104 - accuracy: 0.7992
213/316 [===================>..........] - ETA: 19s - loss: 0.4096 - accuracy: 0.7996
214/316 [===================>..........] - ETA: 19s - loss: 0.4106 - accuracy: 0.7991
215/316 [===================>..........] - ETA: 19s - loss: 0.4106 - accuracy: 0.7991
216/316 [===================>..........] - ETA: 19s - loss: 0.4127 - accuracy: 0.7980
217/316 [===================>..........] - ETA: 18s - loss: 0.4131 - accuracy: 0.7975
218/316 [===================>..........] - ETA: 18s - loss: 0.4123 - accuracy: 0.7979
219/316 [===================>..........] - ETA: 18s - loss: 0.4114 - accuracy: 0.7982
220/316 [===================>..........] - ETA: 18s - loss: 0.4115 - accuracy: 0.7983
221/316 [===================>..........] - ETA: 18s - loss: 0.4124 - accuracy: 0.7978
222/316 [====================>.........] - ETA: 17s - loss: 0.4126 - accuracy: 0.7976
223/316 [====================>.........] - ETA: 17s - loss: 0.4123 - accuracy: 0.7976
224/316 [====================>.........] - ETA: 17s - loss: 0.4122 - accuracy: 0.7972
225/316 [====================>.........] - ETA: 17s - loss: 0.4115 - accuracy: 0.7975
226/316 [====================>.........] - ETA: 17s - loss: 0.4113 - accuracy: 0.7981
227/316 [====================>.........] - ETA: 16s - loss: 0.4111 - accuracy: 0.7982
228/316 [====================>.........] - ETA: 16s - loss: 0.4108 - accuracy: 0.7985
229/316 [====================>.........] - ETA: 16s - loss: 0.4103 - accuracy: 0.7986
230/316 [====================>.........] - ETA: 16s - loss: 0.4099 - accuracy: 0.7986
231/316 [====================>.........] - ETA: 16s - loss: 0.4095 - accuracy: 0.7987
232/316 [=====================>........] - ETA: 16s - loss: 0.4095 - accuracy: 0.7988
233/316 [=====================>........] - ETA: 16s - loss: 0.4087 - accuracy: 0.7991
234/316 [=====================>........] - ETA: 15s - loss: 0.4092 - accuracy: 0.7991
235/316 [=====================>........] - ETA: 15s - loss: 0.4087 - accuracy: 0.7997
236/316 [=====================>........] - ETA: 15s - loss: 0.4087 - accuracy: 0.7990
237/316 [=====================>........] - ETA: 15s - loss: 0.4097 - accuracy: 0.7985
238/316 [=====================>........] - ETA: 15s - loss: 0.4087 - accuracy: 0.7991
239/316 [=====================>........] - ETA: 14s - loss: 0.4086 - accuracy: 0.7994
240/316 [=====================>........] - ETA: 14s - loss: 0.4092 - accuracy: 0.7990
241/316 [=====================>........] - ETA: 14s - loss: 0.4092 - accuracy: 0.7990
242/316 [=====================>........] - ETA: 14s - loss: 0.4085 - accuracy: 0.7993
243/316 [======================>.......] - ETA: 14s - loss: 0.4082 - accuracy: 0.7994
244/316 [======================>.......] - ETA: 13s - loss: 0.4073 - accuracy: 0.7999
245/316 [======================>.......] - ETA: 13s - loss: 0.4098 - accuracy: 0.7987
246/316 [======================>.......] - ETA: 13s - loss: 0.4107 - accuracy: 0.7985
247/316 [======================>.......] - ETA: 13s - loss: 0.4111 - accuracy: 0.7983
248/316 [======================>.......] - ETA: 13s - loss: 0.4112 - accuracy: 0.7984
249/316 [======================>.......] - ETA: 12s - loss: 0.4103 - accuracy: 0.7992
250/316 [======================>.......] - ETA: 12s - loss: 0.4102 - accuracy: 0.7997
251/316 [======================>.......] - ETA: 12s - loss: 0.4113 - accuracy: 0.7998
252/316 [======================>.......] - ETA: 12s - loss: 0.4106 - accuracy: 0.8006
253/316 [=======================>......] - ETA: 12s - loss: 0.4104 - accuracy: 0.8004
254/316 [=======================>......] - ETA: 11s - loss: 0.4112 - accuracy: 0.8000
255/316 [=======================>......] - ETA: 11s - loss: 0.4108 - accuracy: 0.8002
256/316 [=======================>......] - ETA: 11s - loss: 0.4104 - accuracy: 0.8003
257/316 [=======================>......] - ETA: 11s - loss: 0.4105 - accuracy: 0.8001
258/316 [=======================>......] - ETA: 11s - loss: 0.4115 - accuracy: 0.7997
259/316 [=======================>......] - ETA: 11s - loss: 0.4114 - accuracy: 0.7997
260/316 [=======================>......] - ETA: 10s - loss: 0.4113 - accuracy: 0.7998
261/316 [=======================>......] - ETA: 10s - loss: 0.4107 - accuracy: 0.8005
262/316 [=======================>......] - ETA: 10s - loss: 0.4101 - accuracy: 0.8008
263/316 [=======================>......] - ETA: 10s - loss: 0.4101 - accuracy: 0.8004
264/316 [========================>.....] - ETA: 10s - loss: 0.4097 - accuracy: 0.8004
265/316 [========================>.....] - ETA: 9s - loss: 0.4092 - accuracy: 0.8005 
266/316 [========================>.....] - ETA: 9s - loss: 0.4098 - accuracy: 0.8000
267/316 [========================>.....] - ETA: 9s - loss: 0.4099 - accuracy: 0.8001
268/316 [========================>.....] - ETA: 9s - loss: 0.4094 - accuracy: 0.8004
269/316 [========================>.....] - ETA: 9s - loss: 0.4098 - accuracy: 0.7997
270/316 [========================>.....] - ETA: 8s - loss: 0.4095 - accuracy: 0.7998
271/316 [========================>.....] - ETA: 8s - loss: 0.4092 - accuracy: 0.8003
272/316 [========================>.....] - ETA: 8s - loss: 0.4089 - accuracy: 0.8006
273/316 [========================>.....] - ETA: 8s - loss: 0.4087 - accuracy: 0.8008
274/316 [=========================>....] - ETA: 8s - loss: 0.4091 - accuracy: 0.8004
275/316 [=========================>....] - ETA: 7s - loss: 0.4089 - accuracy: 0.8002
276/316 [=========================>....] - ETA: 7s - loss: 0.4093 - accuracy: 0.8000
277/316 [=========================>....] - ETA: 7s - loss: 0.4094 - accuracy: 0.7999
278/316 [=========================>....] - ETA: 7s - loss: 0.4094 - accuracy: 0.8001
279/316 [=========================>....] - ETA: 7s - loss: 0.4101 - accuracy: 0.7997
280/316 [=========================>....] - ETA: 7s - loss: 0.4100 - accuracy: 0.7998
281/316 [=========================>....] - ETA: 6s - loss: 0.4100 - accuracy: 0.7996
282/316 [=========================>....] - ETA: 6s - loss: 0.4097 - accuracy: 0.7999
283/316 [=========================>....] - ETA: 6s - loss: 0.4100 - accuracy: 0.7995
284/316 [=========================>....] - ETA: 6s - loss: 0.4096 - accuracy: 0.7997
285/316 [==========================>...] - ETA: 6s - loss: 0.4091 - accuracy: 0.8000
286/316 [==========================>...] - ETA: 5s - loss: 0.4090 - accuracy: 0.8000
287/316 [==========================>...] - ETA: 5s - loss: 0.4092 - accuracy: 0.7994
288/316 [==========================>...] - ETA: 5s - loss: 0.4091 - accuracy: 0.7993
289/316 [==========================>...] - ETA: 5s - loss: 0.4085 - accuracy: 0.7997
290/316 [==========================>...] - ETA: 5s - loss: 0.4089 - accuracy: 0.7996
291/316 [==========================>...] - ETA: 4s - loss: 0.4092 - accuracy: 0.7996
292/316 [==========================>...] - ETA: 4s - loss: 0.4093 - accuracy: 0.7999
293/316 [==========================>...] - ETA: 4s - loss: 0.4096 - accuracy: 0.7995
294/316 [==========================>...] - ETA: 4s - loss: 0.4095 - accuracy: 0.7995
295/316 [===========================>..] - ETA: 4s - loss: 0.4091 - accuracy: 0.8000
296/316 [===========================>..] - ETA: 3s - loss: 0.4094 - accuracy: 0.8000
297/316 [===========================>..] - ETA: 3s - loss: 0.4092 - accuracy: 0.8001
298/316 [===========================>..] - ETA: 3s - loss: 0.4092 - accuracy: 0.7997
299/316 [===========================>..] - ETA: 3s - loss: 0.4091 - accuracy: 0.8000
300/316 [===========================>..] - ETA: 3s - loss: 0.4092 - accuracy: 0.8000
301/316 [===========================>..] - ETA: 2s - loss: 0.4094 - accuracy: 0.8000
302/316 [===========================>..] - ETA: 2s - loss: 0.4090 - accuracy: 0.8003
303/316 [===========================>..] - ETA: 2s - loss: 0.4092 - accuracy: 0.7999
304/316 [===========================>..] - ETA: 2s - loss: 0.4092 - accuracy: 0.8000
305/316 [===========================>..] - ETA: 2s - loss: 0.4090 - accuracy: 0.8000
306/316 [============================>.] - ETA: 1s - loss: 0.4096 - accuracy: 0.7996
307/316 [============================>.] - ETA: 1s - loss: 0.4105 - accuracy: 0.7995
308/316 [============================>.] - ETA: 1s - loss: 0.4108 - accuracy: 0.7997
309/316 [============================>.] - ETA: 1s - loss: 0.4107 - accuracy: 0.7996
310/316 [============================>.] - ETA: 1s - loss: 0.4108 - accuracy: 0.7994
311/316 [============================>.] - ETA: 0s - loss: 0.4106 - accuracy: 0.7994
312/316 [============================>.] - ETA: 0s - loss: 0.4104 - accuracy: 0.7993
313/316 [============================>.] - ETA: 0s - loss: 0.4108 - accuracy: 0.7991
314/316 [============================>.] - ETA: 0s - loss: 0.4113 - accuracy: 0.7986
315/316 [============================>.] - ETA: 0s - loss: 0.4116 - accuracy: 0.7984
316/316 [==============================] - 62s 197ms/step - loss: 0.4115 - accuracy: 0.7985

316/316 [==============================] - 66s 209ms/step - loss: 0.4115 - accuracy: 0.7985 - val_loss: 0.3574 - val_accuracy: 0.8431
Epoch 28/100

  1/316 [..............................] - ETA: 1:07 - loss: 0.6620 - accuracy: 0.6250
  2/316 [..............................] - ETA: 58s - loss: 0.4113 - accuracy: 0.8125 
  3/316 [..............................] - ETA: 1:00 - loss: 0.4536 - accuracy: 0.7500
  4/316 [..............................] - ETA: 59s - loss: 0.4460 - accuracy: 0.7812 
  5/316 [..............................] - ETA: 59s - loss: 0.4699 - accuracy: 0.7625
  6/316 [..............................] - ETA: 58s - loss: 0.4415 - accuracy: 0.7917
  7/316 [..............................] - ETA: 58s - loss: 0.4417 - accuracy: 0.7768
  8/316 [..............................] - ETA: 57s - loss: 0.4485 - accuracy: 0.7734
  9/316 [..............................] - ETA: 58s - loss: 0.4580 - accuracy: 0.7778
 10/316 [..............................] - ETA: 58s - loss: 0.4420 - accuracy: 0.7875
 11/316 [>.............................] - ETA: 58s - loss: 0.4482 - accuracy: 0.7784
 12/316 [>.............................] - ETA: 57s - loss: 0.4426 - accuracy: 0.7760
 13/316 [>.............................] - ETA: 57s - loss: 0.4307 - accuracy: 0.7788
 14/316 [>.............................] - ETA: 57s - loss: 0.4395 - accuracy: 0.7723
 15/316 [>.............................] - ETA: 57s - loss: 0.4308 - accuracy: 0.7750
 16/316 [>.............................] - ETA: 57s - loss: 0.4524 - accuracy: 0.7617
 17/316 [>.............................] - ETA: 56s - loss: 0.4468 - accuracy: 0.7610
 18/316 [>.............................] - ETA: 56s - loss: 0.4554 - accuracy: 0.7569
 19/316 [>.............................] - ETA: 56s - loss: 0.4536 - accuracy: 0.7599
 20/316 [>.............................] - ETA: 56s - loss: 0.4443 - accuracy: 0.7625
 21/316 [>.............................] - ETA: 56s - loss: 0.4553 - accuracy: 0.7560
 22/316 [=>............................] - ETA: 55s - loss: 0.4514 - accuracy: 0.7557
 23/316 [=>............................] - ETA: 55s - loss: 0.4481 - accuracy: 0.7582
 24/316 [=>............................] - ETA: 55s - loss: 0.4516 - accuracy: 0.7630
 25/316 [=>............................] - ETA: 55s - loss: 0.4533 - accuracy: 0.7600
 26/316 [=>............................] - ETA: 55s - loss: 0.4522 - accuracy: 0.7620
 27/316 [=>............................] - ETA: 55s - loss: 0.4572 - accuracy: 0.7593
 28/316 [=>............................] - ETA: 54s - loss: 0.4529 - accuracy: 0.7612
 29/316 [=>............................] - ETA: 54s - loss: 0.4490 - accuracy: 0.7629
 30/316 [=>............................] - ETA: 54s - loss: 0.4511 - accuracy: 0.7646
 31/316 [=>............................] - ETA: 54s - loss: 0.4461 - accuracy: 0.7722
 32/316 [==>...........................] - ETA: 54s - loss: 0.4433 - accuracy: 0.7754
 33/316 [==>...........................] - ETA: 53s - loss: 0.4393 - accuracy: 0.7784
 34/316 [==>...........................] - ETA: 53s - loss: 0.4359 - accuracy: 0.7794
 35/316 [==>...........................] - ETA: 53s - loss: 0.4342 - accuracy: 0.7804
 36/316 [==>...........................] - ETA: 53s - loss: 0.4335 - accuracy: 0.7812
 37/316 [==>...........................] - ETA: 53s - loss: 0.4303 - accuracy: 0.7838
 38/316 [==>...........................] - ETA: 52s - loss: 0.4250 - accuracy: 0.7878
 39/316 [==>...........................] - ETA: 52s - loss: 0.4335 - accuracy: 0.7837
 40/316 [==>...........................] - ETA: 52s - loss: 0.4326 - accuracy: 0.7812
 41/316 [==>...........................] - ETA: 52s - loss: 0.4275 - accuracy: 0.7851
 42/316 [==>...........................] - ETA: 52s - loss: 0.4254 - accuracy: 0.7872
 43/316 [===>..........................] - ETA: 51s - loss: 0.4194 - accuracy: 0.7907
 44/316 [===>..........................] - ETA: 51s - loss: 0.4190 - accuracy: 0.7912
 45/316 [===>..........................] - ETA: 51s - loss: 0.4158 - accuracy: 0.7931
 46/316 [===>..........................] - ETA: 51s - loss: 0.4145 - accuracy: 0.7948
 47/316 [===>..........................] - ETA: 51s - loss: 0.4147 - accuracy: 0.7939
 48/316 [===>..........................] - ETA: 51s - loss: 0.4189 - accuracy: 0.7904
 49/316 [===>..........................] - ETA: 50s - loss: 0.4197 - accuracy: 0.7883
 50/316 [===>..........................] - ETA: 50s - loss: 0.4219 - accuracy: 0.7887
 51/316 [===>..........................] - ETA: 50s - loss: 0.4210 - accuracy: 0.7868
 52/316 [===>..........................] - ETA: 50s - loss: 0.4200 - accuracy: 0.7861
 53/316 [====>.........................] - ETA: 50s - loss: 0.4177 - accuracy: 0.7877
 54/316 [====>.........................] - ETA: 49s - loss: 0.4223 - accuracy: 0.7847
 55/316 [====>.........................] - ETA: 49s - loss: 0.4224 - accuracy: 0.7841
 56/316 [====>.........................] - ETA: 49s - loss: 0.4212 - accuracy: 0.7846
 57/316 [====>.........................] - ETA: 49s - loss: 0.4206 - accuracy: 0.7840
 58/316 [====>.........................] - ETA: 49s - loss: 0.4200 - accuracy: 0.7845
 59/316 [====>.........................] - ETA: 48s - loss: 0.4218 - accuracy: 0.7818
 60/316 [====>.........................] - ETA: 48s - loss: 0.4202 - accuracy: 0.7823
 61/316 [====>.........................] - ETA: 48s - loss: 0.4188 - accuracy: 0.7838
 62/316 [====>.........................] - ETA: 48s - loss: 0.4188 - accuracy: 0.7833
 63/316 [====>.........................] - ETA: 48s - loss: 0.4200 - accuracy: 0.7827
 64/316 [=====>........................] - ETA: 47s - loss: 0.4157 - accuracy: 0.7852
 65/316 [=====>........................] - ETA: 47s - loss: 0.4153 - accuracy: 0.7846
 66/316 [=====>........................] - ETA: 47s - loss: 0.4180 - accuracy: 0.7831
 67/316 [=====>........................] - ETA: 47s - loss: 0.4148 - accuracy: 0.7845
 68/316 [=====>........................] - ETA: 47s - loss: 0.4124 - accuracy: 0.7858
 69/316 [=====>........................] - ETA: 47s - loss: 0.4118 - accuracy: 0.7862
 70/316 [=====>........................] - ETA: 46s - loss: 0.4103 - accuracy: 0.7875
 71/316 [=====>........................] - ETA: 46s - loss: 0.4108 - accuracy: 0.7870
 72/316 [=====>........................] - ETA: 46s - loss: 0.4141 - accuracy: 0.7856
 73/316 [=====>........................] - ETA: 46s - loss: 0.4125 - accuracy: 0.7851
 74/316 [======>.......................] - ETA: 45s - loss: 0.4092 - accuracy: 0.7880
 75/316 [======>.......................] - ETA: 45s - loss: 0.4078 - accuracy: 0.7883
 76/316 [======>.......................] - ETA: 45s - loss: 0.4069 - accuracy: 0.7903
 77/316 [======>.......................] - ETA: 45s - loss: 0.4056 - accuracy: 0.7930
 78/316 [======>.......................] - ETA: 45s - loss: 0.4056 - accuracy: 0.7933
 79/316 [======>.......................] - ETA: 45s - loss: 0.4032 - accuracy: 0.7951
 80/316 [======>.......................] - ETA: 44s - loss: 0.4038 - accuracy: 0.7953
 81/316 [======>.......................] - ETA: 44s - loss: 0.4057 - accuracy: 0.7955
 82/316 [======>.......................] - ETA: 44s - loss: 0.4045 - accuracy: 0.7965
 83/316 [======>.......................] - ETA: 44s - loss: 0.4058 - accuracy: 0.7967
 84/316 [======>.......................] - ETA: 44s - loss: 0.4078 - accuracy: 0.7969
 85/316 [=======>......................] - ETA: 43s - loss: 0.4076 - accuracy: 0.7956
 86/316 [=======>......................] - ETA: 43s - loss: 0.4050 - accuracy: 0.7972
 87/316 [=======>......................] - ETA: 43s - loss: 0.4060 - accuracy: 0.7953
 88/316 [=======>......................] - ETA: 43s - loss: 0.4044 - accuracy: 0.7969
 89/316 [=======>......................] - ETA: 43s - loss: 0.4028 - accuracy: 0.7971
 90/316 [=======>......................] - ETA: 42s - loss: 0.4032 - accuracy: 0.7965
 91/316 [=======>......................] - ETA: 42s - loss: 0.4023 - accuracy: 0.7967
 92/316 [=======>......................] - ETA: 42s - loss: 0.4038 - accuracy: 0.7955
 93/316 [=======>......................] - ETA: 42s - loss: 0.4013 - accuracy: 0.7970
 94/316 [=======>......................] - ETA: 42s - loss: 0.4022 - accuracy: 0.7959
 95/316 [========>.....................] - ETA: 42s - loss: 0.4034 - accuracy: 0.7954
 96/316 [========>.....................] - ETA: 41s - loss: 0.4041 - accuracy: 0.7943
 97/316 [========>.....................] - ETA: 41s - loss: 0.4067 - accuracy: 0.7932
 98/316 [========>.....................] - ETA: 41s - loss: 0.4051 - accuracy: 0.7940
 99/316 [========>.....................] - ETA: 41s - loss: 0.4033 - accuracy: 0.7955
100/316 [========>.....................] - ETA: 41s - loss: 0.4052 - accuracy: 0.7937
101/316 [========>.....................] - ETA: 41s - loss: 0.4046 - accuracy: 0.7933
102/316 [========>.....................] - ETA: 42s - loss: 0.4057 - accuracy: 0.7929
103/316 [========>.....................] - ETA: 42s - loss: 0.4056 - accuracy: 0.7931
104/316 [========>.....................] - ETA: 41s - loss: 0.4052 - accuracy: 0.7927
105/316 [========>.....................] - ETA: 41s - loss: 0.4083 - accuracy: 0.7917
106/316 [=========>....................] - ETA: 41s - loss: 0.4092 - accuracy: 0.7913
107/316 [=========>....................] - ETA: 41s - loss: 0.4086 - accuracy: 0.7909
108/316 [=========>....................] - ETA: 40s - loss: 0.4086 - accuracy: 0.7905
109/316 [=========>....................] - ETA: 40s - loss: 0.4072 - accuracy: 0.7913
110/316 [=========>....................] - ETA: 40s - loss: 0.4060 - accuracy: 0.7915
111/316 [=========>....................] - ETA: 40s - loss: 0.4065 - accuracy: 0.7911
112/316 [=========>....................] - ETA: 40s - loss: 0.4057 - accuracy: 0.7913
113/316 [=========>....................] - ETA: 39s - loss: 0.4053 - accuracy: 0.7915
114/316 [=========>....................] - ETA: 39s - loss: 0.4042 - accuracy: 0.7933
115/316 [=========>....................] - ETA: 39s - loss: 0.4047 - accuracy: 0.7929
116/316 [==========>...................] - ETA: 39s - loss: 0.4044 - accuracy: 0.7926
117/316 [==========>...................] - ETA: 39s - loss: 0.4035 - accuracy: 0.7927
118/316 [==========>...................] - ETA: 38s - loss: 0.4052 - accuracy: 0.7913
119/316 [==========>...................] - ETA: 38s - loss: 0.4050 - accuracy: 0.7925
120/316 [==========>...................] - ETA: 38s - loss: 0.4049 - accuracy: 0.7932
121/316 [==========>...................] - ETA: 38s - loss: 0.4047 - accuracy: 0.7929
122/316 [==========>...................] - ETA: 38s - loss: 0.4031 - accuracy: 0.7935
123/316 [==========>...................] - ETA: 37s - loss: 0.4023 - accuracy: 0.7942
124/316 [==========>...................] - ETA: 37s - loss: 0.4041 - accuracy: 0.7928
125/316 [==========>...................] - ETA: 37s - loss: 0.4037 - accuracy: 0.7930
126/316 [==========>...................] - ETA: 37s - loss: 0.4029 - accuracy: 0.7941
127/316 [===========>..................] - ETA: 37s - loss: 0.4039 - accuracy: 0.7933
128/316 [===========>..................] - ETA: 36s - loss: 0.4029 - accuracy: 0.7939
129/316 [===========>..................] - ETA: 36s - loss: 0.4015 - accuracy: 0.7955
130/316 [===========>..................] - ETA: 36s - loss: 0.4008 - accuracy: 0.7962
131/316 [===========>..................] - ETA: 36s - loss: 0.4013 - accuracy: 0.7968
132/316 [===========>..................] - ETA: 36s - loss: 0.3997 - accuracy: 0.7973
133/316 [===========>..................] - ETA: 35s - loss: 0.3997 - accuracy: 0.7965
134/316 [===========>..................] - ETA: 35s - loss: 0.4001 - accuracy: 0.7962
135/316 [===========>..................] - ETA: 35s - loss: 0.3994 - accuracy: 0.7968
136/316 [===========>..................] - ETA: 35s - loss: 0.3998 - accuracy: 0.7960
137/316 [============>.................] - ETA: 35s - loss: 0.3995 - accuracy: 0.7961
138/316 [============>.................] - ETA: 34s - loss: 0.4015 - accuracy: 0.7953
139/316 [============>.................] - ETA: 34s - loss: 0.4009 - accuracy: 0.7959
140/316 [============>.................] - ETA: 34s - loss: 0.4022 - accuracy: 0.7955
141/316 [============>.................] - ETA: 34s - loss: 0.4013 - accuracy: 0.7957
142/316 [============>.................] - ETA: 33s - loss: 0.4005 - accuracy: 0.7967
143/316 [============>.................] - ETA: 33s - loss: 0.3995 - accuracy: 0.7968
144/316 [============>.................] - ETA: 33s - loss: 0.4007 - accuracy: 0.7964
145/316 [============>.................] - ETA: 33s - loss: 0.4004 - accuracy: 0.7966
146/316 [============>.................] - ETA: 33s - loss: 0.3991 - accuracy: 0.7975
147/316 [============>.................] - ETA: 32s - loss: 0.3991 - accuracy: 0.7972
148/316 [=============>................] - ETA: 32s - loss: 0.3992 - accuracy: 0.7969
149/316 [=============>................] - ETA: 32s - loss: 0.3991 - accuracy: 0.7970
150/316 [=============>................] - ETA: 32s - loss: 0.3997 - accuracy: 0.7967
151/316 [=============>................] - ETA: 33s - loss: 0.3998 - accuracy: 0.7968
152/316 [=============>................] - ETA: 32s - loss: 0.4004 - accuracy: 0.7977
153/316 [=============>................] - ETA: 32s - loss: 0.3993 - accuracy: 0.7990
154/316 [=============>................] - ETA: 32s - loss: 0.4002 - accuracy: 0.7991
155/316 [=============>................] - ETA: 32s - loss: 0.4008 - accuracy: 0.7992
156/316 [=============>................] - ETA: 31s - loss: 0.4015 - accuracy: 0.7989
157/316 [=============>................] - ETA: 31s - loss: 0.4008 - accuracy: 0.7994
158/316 [==============>...............] - ETA: 31s - loss: 0.4008 - accuracy: 0.7994
159/316 [==============>...............] - ETA: 31s - loss: 0.4005 - accuracy: 0.7995
160/316 [==============>...............] - ETA: 31s - loss: 0.3999 - accuracy: 0.8000
161/316 [==============>...............] - ETA: 30s - loss: 0.4009 - accuracy: 0.7989
162/316 [==============>...............] - ETA: 30s - loss: 0.4021 - accuracy: 0.7986
163/316 [==============>...............] - ETA: 30s - loss: 0.4027 - accuracy: 0.7979
164/316 [==============>...............] - ETA: 30s - loss: 0.4026 - accuracy: 0.7980
165/316 [==============>...............] - ETA: 30s - loss: 0.4026 - accuracy: 0.7985
166/316 [==============>...............] - ETA: 29s - loss: 0.4024 - accuracy: 0.7986
167/316 [==============>...............] - ETA: 29s - loss: 0.4009 - accuracy: 0.7998
168/316 [==============>...............] - ETA: 29s - loss: 0.4006 - accuracy: 0.8002
169/316 [===============>..............] - ETA: 29s - loss: 0.4004 - accuracy: 0.8003
170/316 [===============>..............] - ETA: 29s - loss: 0.4002 - accuracy: 0.8004
171/316 [===============>..............] - ETA: 28s - loss: 0.3997 - accuracy: 0.8008
172/316 [===============>..............] - ETA: 28s - loss: 0.4010 - accuracy: 0.8005
173/316 [===============>..............] - ETA: 28s - loss: 0.4007 - accuracy: 0.8006
174/316 [===============>..............] - ETA: 28s - loss: 0.3994 - accuracy: 0.8014
175/316 [===============>..............] - ETA: 28s - loss: 0.4005 - accuracy: 0.8007
176/316 [===============>..............] - ETA: 27s - loss: 0.4005 - accuracy: 0.8004
177/316 [===============>..............] - ETA: 27s - loss: 0.4003 - accuracy: 0.8005
178/316 [===============>..............] - ETA: 27s - loss: 0.4009 - accuracy: 0.8002
179/316 [===============>..............] - ETA: 27s - loss: 0.4017 - accuracy: 0.7996
180/316 [================>.............] - ETA: 26s - loss: 0.4021 - accuracy: 0.7993
181/316 [================>.............] - ETA: 26s - loss: 0.4026 - accuracy: 0.7987
182/316 [================>.............] - ETA: 26s - loss: 0.4029 - accuracy: 0.7988
183/316 [================>.............] - ETA: 26s - loss: 0.4034 - accuracy: 0.7978
184/316 [================>.............] - ETA: 26s - loss: 0.4029 - accuracy: 0.7989
185/316 [================>.............] - ETA: 25s - loss: 0.4038 - accuracy: 0.7980
186/316 [================>.............] - ETA: 25s - loss: 0.4040 - accuracy: 0.7981
187/316 [================>.............] - ETA: 25s - loss: 0.4047 - accuracy: 0.7975
188/316 [================>.............] - ETA: 25s - loss: 0.4047 - accuracy: 0.7975
189/316 [================>.............] - ETA: 25s - loss: 0.4051 - accuracy: 0.7973
190/316 [=================>............] - ETA: 24s - loss: 0.4046 - accuracy: 0.7977
191/316 [=================>............] - ETA: 24s - loss: 0.4041 - accuracy: 0.7984
192/316 [=================>............] - ETA: 24s - loss: 0.4035 - accuracy: 0.7992
193/316 [=================>............] - ETA: 24s - loss: 0.4047 - accuracy: 0.7979
194/316 [=================>............] - ETA: 24s - loss: 0.4042 - accuracy: 0.7986
195/316 [=================>............] - ETA: 23s - loss: 0.4045 - accuracy: 0.7981
196/316 [=================>............] - ETA: 23s - loss: 0.4056 - accuracy: 0.7972
197/316 [=================>............] - ETA: 23s - loss: 0.4084 - accuracy: 0.7960
198/316 [=================>............] - ETA: 23s - loss: 0.4083 - accuracy: 0.7961
199/316 [=================>............] - ETA: 23s - loss: 0.4074 - accuracy: 0.7968
200/316 [=================>............] - ETA: 23s - loss: 0.4070 - accuracy: 0.7972
201/316 [==================>...........] - ETA: 23s - loss: 0.4068 - accuracy: 0.7976
202/316 [==================>...........] - ETA: 22s - loss: 0.4066 - accuracy: 0.7976
203/316 [==================>...........] - ETA: 22s - loss: 0.4065 - accuracy: 0.7980
204/316 [==================>...........] - ETA: 22s - loss: 0.4067 - accuracy: 0.7975
205/316 [==================>...........] - ETA: 22s - loss: 0.4065 - accuracy: 0.7973
206/316 [==================>...........] - ETA: 22s - loss: 0.4067 - accuracy: 0.7970
207/316 [==================>...........] - ETA: 21s - loss: 0.4063 - accuracy: 0.7974
208/316 [==================>...........] - ETA: 21s - loss: 0.4064 - accuracy: 0.7972
209/316 [==================>...........] - ETA: 21s - loss: 0.4070 - accuracy: 0.7967
210/316 [==================>...........] - ETA: 21s - loss: 0.4077 - accuracy: 0.7967
211/316 [===================>..........] - ETA: 21s - loss: 0.4080 - accuracy: 0.7959
212/316 [===================>..........] - ETA: 20s - loss: 0.4082 - accuracy: 0.7963
213/316 [===================>..........] - ETA: 20s - loss: 0.4082 - accuracy: 0.7961
214/316 [===================>..........] - ETA: 20s - loss: 0.4080 - accuracy: 0.7964
215/316 [===================>..........] - ETA: 20s - loss: 0.4073 - accuracy: 0.7968
216/316 [===================>..........] - ETA: 20s - loss: 0.4068 - accuracy: 0.7972
217/316 [===================>..........] - ETA: 19s - loss: 0.4061 - accuracy: 0.7975
218/316 [===================>..........] - ETA: 19s - loss: 0.4066 - accuracy: 0.7970
219/316 [===================>..........] - ETA: 19s - loss: 0.4067 - accuracy: 0.7971
220/316 [===================>..........] - ETA: 19s - loss: 0.4065 - accuracy: 0.7974
221/316 [===================>..........] - ETA: 19s - loss: 0.4072 - accuracy: 0.7972
222/316 [====================>.........] - ETA: 18s - loss: 0.4072 - accuracy: 0.7973
223/316 [====================>.........] - ETA: 18s - loss: 0.4089 - accuracy: 0.7962
224/316 [====================>.........] - ETA: 18s - loss: 0.4085 - accuracy: 0.7963
225/316 [====================>.........] - ETA: 18s - loss: 0.4075 - accuracy: 0.7972
226/316 [====================>.........] - ETA: 18s - loss: 0.4077 - accuracy: 0.7976
227/316 [====================>.........] - ETA: 17s - loss: 0.4079 - accuracy: 0.7968
228/316 [====================>.........] - ETA: 17s - loss: 0.4095 - accuracy: 0.7958
229/316 [====================>.........] - ETA: 17s - loss: 0.4090 - accuracy: 0.7961
230/316 [====================>.........] - ETA: 17s - loss: 0.4087 - accuracy: 0.7962
231/316 [====================>.........] - ETA: 16s - loss: 0.4084 - accuracy: 0.7965
232/316 [=====================>........] - ETA: 16s - loss: 0.4078 - accuracy: 0.7971
233/316 [=====================>........] - ETA: 16s - loss: 0.4080 - accuracy: 0.7969
234/316 [=====================>........] - ETA: 16s - loss: 0.4076 - accuracy: 0.7970
235/316 [=====================>........] - ETA: 16s - loss: 0.4078 - accuracy: 0.7968
236/316 [=====================>........] - ETA: 15s - loss: 0.4080 - accuracy: 0.7966
237/316 [=====================>........] - ETA: 15s - loss: 0.4076 - accuracy: 0.7967
238/316 [=====================>........] - ETA: 15s - loss: 0.4074 - accuracy: 0.7973
239/316 [=====================>........] - ETA: 15s - loss: 0.4075 - accuracy: 0.7971
240/316 [=====================>........] - ETA: 15s - loss: 0.4075 - accuracy: 0.7969
241/316 [=====================>........] - ETA: 14s - loss: 0.4073 - accuracy: 0.7969
242/316 [=====================>........] - ETA: 14s - loss: 0.4073 - accuracy: 0.7970
243/316 [======================>.......] - ETA: 14s - loss: 0.4076 - accuracy: 0.7968
244/316 [======================>.......] - ETA: 14s - loss: 0.4074 - accuracy: 0.7971
245/316 [======================>.......] - ETA: 14s - loss: 0.4080 - accuracy: 0.7972
246/316 [======================>.......] - ETA: 13s - loss: 0.4076 - accuracy: 0.7973
247/316 [======================>.......] - ETA: 13s - loss: 0.4081 - accuracy: 0.7968
248/316 [======================>.......] - ETA: 13s - loss: 0.4080 - accuracy: 0.7971
249/316 [======================>.......] - ETA: 13s - loss: 0.4082 - accuracy: 0.7972
250/316 [======================>.......] - ETA: 13s - loss: 0.4076 - accuracy: 0.7980
251/316 [======================>.......] - ETA: 12s - loss: 0.4072 - accuracy: 0.7983
252/316 [======================>.......] - ETA: 12s - loss: 0.4066 - accuracy: 0.7989
253/316 [=======================>......] - ETA: 12s - loss: 0.4059 - accuracy: 0.7992
254/316 [=======================>......] - ETA: 12s - loss: 0.4065 - accuracy: 0.7985
255/316 [=======================>......] - ETA: 12s - loss: 0.4067 - accuracy: 0.7983
256/316 [=======================>......] - ETA: 12s - loss: 0.4068 - accuracy: 0.7983
257/316 [=======================>......] - ETA: 11s - loss: 0.4068 - accuracy: 0.7982
258/316 [=======================>......] - ETA: 11s - loss: 0.4070 - accuracy: 0.7980
259/316 [=======================>......] - ETA: 11s - loss: 0.4075 - accuracy: 0.7980
260/316 [=======================>......] - ETA: 11s - loss: 0.4071 - accuracy: 0.7981
261/316 [=======================>......] - ETA: 11s - loss: 0.4074 - accuracy: 0.7979
262/316 [=======================>......] - ETA: 10s - loss: 0.4075 - accuracy: 0.7975
263/316 [=======================>......] - ETA: 10s - loss: 0.4071 - accuracy: 0.7978
264/316 [========================>.....] - ETA: 10s - loss: 0.4070 - accuracy: 0.7978
265/316 [========================>.....] - ETA: 10s - loss: 0.4063 - accuracy: 0.7983
266/316 [========================>.....] - ETA: 10s - loss: 0.4066 - accuracy: 0.7984
267/316 [========================>.....] - ETA: 9s - loss: 0.4076 - accuracy: 0.7982 
268/316 [========================>.....] - ETA: 9s - loss: 0.4079 - accuracy: 0.7978
269/316 [========================>.....] - ETA: 9s - loss: 0.4082 - accuracy: 0.7976
270/316 [========================>.....] - ETA: 9s - loss: 0.4080 - accuracy: 0.7977
271/316 [========================>.....] - ETA: 9s - loss: 0.4084 - accuracy: 0.7973
272/316 [========================>.....] - ETA: 8s - loss: 0.4083 - accuracy: 0.7976
273/316 [========================>.....] - ETA: 8s - loss: 0.4081 - accuracy: 0.7978
274/316 [=========================>....] - ETA: 8s - loss: 0.4078 - accuracy: 0.7981
275/316 [=========================>....] - ETA: 8s - loss: 0.4078 - accuracy: 0.7980
276/316 [=========================>....] - ETA: 8s - loss: 0.4080 - accuracy: 0.7978
277/316 [=========================>....] - ETA: 7s - loss: 0.4076 - accuracy: 0.7983
278/316 [=========================>....] - ETA: 7s - loss: 0.4092 - accuracy: 0.7977
279/316 [=========================>....] - ETA: 7s - loss: 0.4103 - accuracy: 0.7973
280/316 [=========================>....] - ETA: 7s - loss: 0.4097 - accuracy: 0.7975
281/316 [=========================>....] - ETA: 7s - loss: 0.4097 - accuracy: 0.7978
282/316 [=========================>....] - ETA: 6s - loss: 0.4095 - accuracy: 0.7979
283/316 [=========================>....] - ETA: 6s - loss: 0.4099 - accuracy: 0.7984
284/316 [=========================>....] - ETA: 6s - loss: 0.4099 - accuracy: 0.7982
285/316 [==========================>...] - ETA: 6s - loss: 0.4109 - accuracy: 0.7976
286/316 [==========================>...] - ETA: 6s - loss: 0.4099 - accuracy: 0.7983
287/316 [==========================>...] - ETA: 5s - loss: 0.4102 - accuracy: 0.7981
288/316 [==========================>...] - ETA: 5s - loss: 0.4110 - accuracy: 0.7975
289/316 [==========================>...] - ETA: 5s - loss: 0.4113 - accuracy: 0.7974
290/316 [==========================>...] - ETA: 5s - loss: 0.4110 - accuracy: 0.7976
291/316 [==========================>...] - ETA: 5s - loss: 0.4110 - accuracy: 0.7975
292/316 [==========================>...] - ETA: 4s - loss: 0.4104 - accuracy: 0.7982
293/316 [==========================>...] - ETA: 4s - loss: 0.4107 - accuracy: 0.7980
294/316 [==========================>...] - ETA: 4s - loss: 0.4105 - accuracy: 0.7983
295/316 [===========================>..] - ETA: 4s - loss: 0.4107 - accuracy: 0.7977
296/316 [===========================>..] - ETA: 4s - loss: 0.4112 - accuracy: 0.7975
297/316 [===========================>..] - ETA: 3s - loss: 0.4112 - accuracy: 0.7973
298/316 [===========================>..] - ETA: 3s - loss: 0.4112 - accuracy: 0.7972
299/316 [===========================>..] - ETA: 3s - loss: 0.4111 - accuracy: 0.7972
300/316 [===========================>..] - ETA: 3s - loss: 0.4108 - accuracy: 0.7971
301/316 [===========================>..] - ETA: 3s - loss: 0.4106 - accuracy: 0.7973
302/316 [===========================>..] - ETA: 2s - loss: 0.4107 - accuracy: 0.7974
303/316 [===========================>..] - ETA: 2s - loss: 0.4118 - accuracy: 0.7970
304/316 [===========================>..] - ETA: 2s - loss: 0.4117 - accuracy: 0.7969
305/316 [===========================>..] - ETA: 2s - loss: 0.4121 - accuracy: 0.7967
306/316 [============================>.] - ETA: 2s - loss: 0.4121 - accuracy: 0.7966
307/316 [============================>.] - ETA: 1s - loss: 0.4124 - accuracy: 0.7964
308/316 [============================>.] - ETA: 1s - loss: 0.4129 - accuracy: 0.7959
309/316 [============================>.] - ETA: 1s - loss: 0.4126 - accuracy: 0.7961
310/316 [============================>.] - ETA: 1s - loss: 0.4120 - accuracy: 0.7966
311/316 [============================>.] - ETA: 1s - loss: 0.4115 - accuracy: 0.7972
312/316 [============================>.] - ETA: 0s - loss: 0.4111 - accuracy: 0.7975
313/316 [============================>.] - ETA: 0s - loss: 0.4109 - accuracy: 0.7977
314/316 [============================>.] - ETA: 0s - loss: 0.4112 - accuracy: 0.7978
315/316 [============================>.] - ETA: 0s - loss: 0.4114 - accuracy: 0.7978
316/316 [==============================] - 64s 202ms/step - loss: 0.4114 - accuracy: 0.7979

316/316 [==============================] - 68s 214ms/step - loss: 0.4114 - accuracy: 0.7979 - val_loss: 0.2975 - val_accuracy: 0.8962
Epoch 29/100

  1/316 [..............................] - ETA: 1:06 - loss: 0.2821 - accuracy: 0.9375
  2/316 [..............................] - ETA: 1:00 - loss: 0.3587 - accuracy: 0.8125
  3/316 [..............................] - ETA: 58s - loss: 0.3590 - accuracy: 0.7917 
  4/316 [..............................] - ETA: 58s - loss: 0.3780 - accuracy: 0.7812
  5/316 [..............................] - ETA: 58s - loss: 0.3618 - accuracy: 0.8000
  6/316 [..............................] - ETA: 57s - loss: 0.3669 - accuracy: 0.7917
  7/316 [..............................] - ETA: 58s - loss: 0.3800 - accuracy: 0.7946
  8/316 [..............................] - ETA: 58s - loss: 0.3782 - accuracy: 0.8047
  9/316 [..............................] - ETA: 58s - loss: 0.3745 - accuracy: 0.8056
 10/316 [..............................] - ETA: 58s - loss: 0.3674 - accuracy: 0.8125
 11/316 [>.............................] - ETA: 57s - loss: 0.3710 - accuracy: 0.8068
 12/316 [>.............................] - ETA: 57s - loss: 0.3848 - accuracy: 0.8021
 13/316 [>.............................] - ETA: 57s - loss: 0.4018 - accuracy: 0.7885
 14/316 [>.............................] - ETA: 57s - loss: 0.4078 - accuracy: 0.7812
 15/316 [>.............................] - ETA: 57s - loss: 0.4003 - accuracy: 0.7875
 16/316 [>.............................] - ETA: 57s - loss: 0.3977 - accuracy: 0.7891
 17/316 [>.............................] - ETA: 56s - loss: 0.3893 - accuracy: 0.7904
 18/316 [>.............................] - ETA: 56s - loss: 0.3936 - accuracy: 0.7882
 19/316 [>.............................] - ETA: 56s - loss: 0.3856 - accuracy: 0.7961
 20/316 [>.............................] - ETA: 56s - loss: 0.3851 - accuracy: 0.8000
 21/316 [>.............................] - ETA: 55s - loss: 0.3841 - accuracy: 0.8006
 22/316 [=>............................] - ETA: 55s - loss: 0.3819 - accuracy: 0.8011
 23/316 [=>............................] - ETA: 55s - loss: 0.3726 - accuracy: 0.8098
 24/316 [=>............................] - ETA: 55s - loss: 0.3712 - accuracy: 0.8125
 25/316 [=>............................] - ETA: 55s - loss: 0.3733 - accuracy: 0.8100
 26/316 [=>............................] - ETA: 55s - loss: 0.3804 - accuracy: 0.8077
 27/316 [=>............................] - ETA: 54s - loss: 0.3894 - accuracy: 0.8056
 28/316 [=>............................] - ETA: 54s - loss: 0.3962 - accuracy: 0.7946
 29/316 [=>............................] - ETA: 54s - loss: 0.3971 - accuracy: 0.7953
 30/316 [=>............................] - ETA: 54s - loss: 0.3938 - accuracy: 0.7958
 31/316 [=>............................] - ETA: 54s - loss: 0.4020 - accuracy: 0.7903
 32/316 [==>...........................] - ETA: 54s - loss: 0.3984 - accuracy: 0.7949
 33/316 [==>...........................] - ETA: 53s - loss: 0.3928 - accuracy: 0.8011
 34/316 [==>...........................] - ETA: 53s - loss: 0.3900 - accuracy: 0.8033
 35/316 [==>...........................] - ETA: 53s - loss: 0.3909 - accuracy: 0.8018
 36/316 [==>...........................] - ETA: 53s - loss: 0.3962 - accuracy: 0.8021
 37/316 [==>...........................] - ETA: 53s - loss: 0.3991 - accuracy: 0.8024
 38/316 [==>...........................] - ETA: 53s - loss: 0.4000 - accuracy: 0.8010
 39/316 [==>...........................] - ETA: 52s - loss: 0.4006 - accuracy: 0.7997
 40/316 [==>...........................] - ETA: 52s - loss: 0.4003 - accuracy: 0.8016
 41/316 [==>...........................] - ETA: 52s - loss: 0.4020 - accuracy: 0.8018
 42/316 [==>...........................] - ETA: 52s - loss: 0.4059 - accuracy: 0.7991
 43/316 [===>..........................] - ETA: 51s - loss: 0.4054 - accuracy: 0.8009
 44/316 [===>..........................] - ETA: 51s - loss: 0.4045 - accuracy: 0.8011
 45/316 [===>..........................] - ETA: 51s - loss: 0.4021 - accuracy: 0.8028
 46/316 [===>..........................] - ETA: 51s - loss: 0.4005 - accuracy: 0.8030
 47/316 [===>..........................] - ETA: 51s - loss: 0.3999 - accuracy: 0.8032
 48/316 [===>..........................] - ETA: 51s - loss: 0.3997 - accuracy: 0.8034
 49/316 [===>..........................] - ETA: 50s - loss: 0.4010 - accuracy: 0.8023
 50/316 [===>..........................] - ETA: 50s - loss: 0.4019 - accuracy: 0.8037
 51/316 [===>..........................] - ETA: 50s - loss: 0.3998 - accuracy: 0.8064
 52/316 [===>..........................] - ETA: 50s - loss: 0.4004 - accuracy: 0.8041
 53/316 [====>.........................] - ETA: 50s - loss: 0.3984 - accuracy: 0.8066
 54/316 [====>.........................] - ETA: 49s - loss: 0.3988 - accuracy: 0.8067
 55/316 [====>.........................] - ETA: 49s - loss: 0.4035 - accuracy: 0.8045
 56/316 [====>.........................] - ETA: 49s - loss: 0.4024 - accuracy: 0.8047
 57/316 [====>.........................] - ETA: 49s - loss: 0.4027 - accuracy: 0.8037
 58/316 [====>.........................] - ETA: 49s - loss: 0.4029 - accuracy: 0.8050
 59/316 [====>.........................] - ETA: 48s - loss: 0.4038 - accuracy: 0.8030
 60/316 [====>.........................] - ETA: 48s - loss: 0.4022 - accuracy: 0.8042
 61/316 [====>.........................] - ETA: 48s - loss: 0.4055 - accuracy: 0.8023
 62/316 [====>.........................] - ETA: 48s - loss: 0.4022 - accuracy: 0.8034
 63/316 [====>.........................] - ETA: 48s - loss: 0.4043 - accuracy: 0.8016
 64/316 [=====>........................] - ETA: 47s - loss: 0.4024 - accuracy: 0.8037
 65/316 [=====>........................] - ETA: 47s - loss: 0.4050 - accuracy: 0.8010
 66/316 [=====>........................] - ETA: 47s - loss: 0.4046 - accuracy: 0.8021
 67/316 [=====>........................] - ETA: 47s - loss: 0.4030 - accuracy: 0.8032
 68/316 [=====>........................] - ETA: 47s - loss: 0.4034 - accuracy: 0.8024
 69/316 [=====>........................] - ETA: 47s - loss: 0.4046 - accuracy: 0.8025
 70/316 [=====>........................] - ETA: 46s - loss: 0.4082 - accuracy: 0.7991
 71/316 [=====>........................] - ETA: 46s - loss: 0.4085 - accuracy: 0.7975
 72/316 [=====>........................] - ETA: 46s - loss: 0.4124 - accuracy: 0.7943
 73/316 [=====>........................] - ETA: 46s - loss: 0.4129 - accuracy: 0.7937
 74/316 [======>.......................] - ETA: 46s - loss: 0.4110 - accuracy: 0.7956
 75/316 [======>.......................] - ETA: 45s - loss: 0.4124 - accuracy: 0.7942
 76/316 [======>.......................] - ETA: 45s - loss: 0.4167 - accuracy: 0.7903
 77/316 [======>.......................] - ETA: 45s - loss: 0.4187 - accuracy: 0.7881
 78/316 [======>.......................] - ETA: 45s - loss: 0.4182 - accuracy: 0.7877
 79/316 [======>.......................] - ETA: 45s - loss: 0.4179 - accuracy: 0.7880
 80/316 [======>.......................] - ETA: 44s - loss: 0.4173 - accuracy: 0.7883
 81/316 [======>.......................] - ETA: 44s - loss: 0.4161 - accuracy: 0.7894
 82/316 [======>.......................] - ETA: 44s - loss: 0.4138 - accuracy: 0.7904
 83/316 [======>.......................] - ETA: 44s - loss: 0.4110 - accuracy: 0.7922
 84/316 [======>.......................] - ETA: 44s - loss: 0.4101 - accuracy: 0.7924
 85/316 [=======>......................] - ETA: 43s - loss: 0.4075 - accuracy: 0.7934
 86/316 [=======>......................] - ETA: 43s - loss: 0.4079 - accuracy: 0.7929
 87/316 [=======>......................] - ETA: 43s - loss: 0.4074 - accuracy: 0.7917
 88/316 [=======>......................] - ETA: 43s - loss: 0.4071 - accuracy: 0.7919
 89/316 [=======>......................] - ETA: 43s - loss: 0.4109 - accuracy: 0.7893
 90/316 [=======>......................] - ETA: 43s - loss: 0.4105 - accuracy: 0.7889
 91/316 [=======>......................] - ETA: 42s - loss: 0.4110 - accuracy: 0.7871
 92/316 [=======>......................] - ETA: 42s - loss: 0.4114 - accuracy: 0.7860
 93/316 [=======>......................] - ETA: 42s - loss: 0.4171 - accuracy: 0.7843
 94/316 [=======>......................] - ETA: 42s - loss: 0.4162 - accuracy: 0.7846
 95/316 [========>.....................] - ETA: 42s - loss: 0.4150 - accuracy: 0.7855
 96/316 [========>.....................] - ETA: 41s - loss: 0.4184 - accuracy: 0.7832
 97/316 [========>.....................] - ETA: 41s - loss: 0.4186 - accuracy: 0.7835
 98/316 [========>.....................] - ETA: 41s - loss: 0.4179 - accuracy: 0.7844
 99/316 [========>.....................] - ETA: 41s - loss: 0.4186 - accuracy: 0.7841
100/316 [========>.....................] - ETA: 41s - loss: 0.4214 - accuracy: 0.7837
101/316 [========>.....................] - ETA: 40s - loss: 0.4229 - accuracy: 0.7828
102/316 [========>.....................] - ETA: 40s - loss: 0.4225 - accuracy: 0.7831
103/316 [========>.....................] - ETA: 40s - loss: 0.4214 - accuracy: 0.7840
104/316 [========>.....................] - ETA: 40s - loss: 0.4211 - accuracy: 0.7837
105/316 [========>.....................] - ETA: 40s - loss: 0.4201 - accuracy: 0.7845
106/316 [=========>....................] - ETA: 40s - loss: 0.4195 - accuracy: 0.7854
107/316 [=========>....................] - ETA: 39s - loss: 0.4178 - accuracy: 0.7868
108/316 [=========>....................] - ETA: 39s - loss: 0.4196 - accuracy: 0.7853
109/316 [=========>....................] - ETA: 39s - loss: 0.4188 - accuracy: 0.7867
110/316 [=========>....................] - ETA: 39s - loss: 0.4190 - accuracy: 0.7869
111/316 [=========>....................] - ETA: 39s - loss: 0.4184 - accuracy: 0.7883
112/316 [=========>....................] - ETA: 38s - loss: 0.4176 - accuracy: 0.7896
113/316 [=========>....................] - ETA: 38s - loss: 0.4155 - accuracy: 0.7915
114/316 [=========>....................] - ETA: 38s - loss: 0.4150 - accuracy: 0.7917
115/316 [=========>....................] - ETA: 38s - loss: 0.4146 - accuracy: 0.7924
116/316 [==========>...................] - ETA: 38s - loss: 0.4182 - accuracy: 0.7904
117/316 [==========>...................] - ETA: 37s - loss: 0.4194 - accuracy: 0.7906
118/316 [==========>...................] - ETA: 37s - loss: 0.4187 - accuracy: 0.7913
119/316 [==========>...................] - ETA: 37s - loss: 0.4191 - accuracy: 0.7910
120/316 [==========>...................] - ETA: 37s - loss: 0.4195 - accuracy: 0.7911
121/316 [==========>...................] - ETA: 37s - loss: 0.4192 - accuracy: 0.7913
122/316 [==========>...................] - ETA: 36s - loss: 0.4176 - accuracy: 0.7920
123/316 [==========>...................] - ETA: 36s - loss: 0.4173 - accuracy: 0.7922
124/316 [==========>...................] - ETA: 36s - loss: 0.4159 - accuracy: 0.7933
125/316 [==========>...................] - ETA: 36s - loss: 0.4164 - accuracy: 0.7930
126/316 [==========>...................] - ETA: 36s - loss: 0.4173 - accuracy: 0.7927
127/316 [===========>..................] - ETA: 36s - loss: 0.4167 - accuracy: 0.7928
128/316 [===========>..................] - ETA: 35s - loss: 0.4159 - accuracy: 0.7930
129/316 [===========>..................] - ETA: 35s - loss: 0.4136 - accuracy: 0.7946
130/316 [===========>..................] - ETA: 35s - loss: 0.4119 - accuracy: 0.7962
131/316 [===========>..................] - ETA: 35s - loss: 0.4109 - accuracy: 0.7972
132/316 [===========>..................] - ETA: 35s - loss: 0.4108 - accuracy: 0.7969
133/316 [===========>..................] - ETA: 34s - loss: 0.4105 - accuracy: 0.7965
134/316 [===========>..................] - ETA: 34s - loss: 0.4097 - accuracy: 0.7966
135/316 [===========>..................] - ETA: 34s - loss: 0.4092 - accuracy: 0.7968
136/316 [===========>..................] - ETA: 34s - loss: 0.4101 - accuracy: 0.7969
137/316 [============>.................] - ETA: 34s - loss: 0.4105 - accuracy: 0.7974
138/316 [============>.................] - ETA: 33s - loss: 0.4126 - accuracy: 0.7966
139/316 [============>.................] - ETA: 33s - loss: 0.4113 - accuracy: 0.7977
140/316 [============>.................] - ETA: 33s - loss: 0.4106 - accuracy: 0.7978
141/316 [============>.................] - ETA: 33s - loss: 0.4096 - accuracy: 0.7988
142/316 [============>.................] - ETA: 33s - loss: 0.4091 - accuracy: 0.7997
143/316 [============>.................] - ETA: 33s - loss: 0.4074 - accuracy: 0.8007
144/316 [============>.................] - ETA: 32s - loss: 0.4081 - accuracy: 0.8003
145/316 [============>.................] - ETA: 32s - loss: 0.4088 - accuracy: 0.8004
146/316 [============>.................] - ETA: 32s - loss: 0.4092 - accuracy: 0.8001
147/316 [============>.................] - ETA: 32s - loss: 0.4107 - accuracy: 0.7993
148/316 [=============>................] - ETA: 32s - loss: 0.4100 - accuracy: 0.7998
149/316 [=============>................] - ETA: 31s - loss: 0.4103 - accuracy: 0.7995
150/316 [=============>................] - ETA: 31s - loss: 0.4096 - accuracy: 0.8000
151/316 [=============>................] - ETA: 31s - loss: 0.4090 - accuracy: 0.8001
152/316 [=============>................] - ETA: 31s - loss: 0.4089 - accuracy: 0.8006
153/316 [=============>................] - ETA: 31s - loss: 0.4098 - accuracy: 0.7998
154/316 [=============>................] - ETA: 30s - loss: 0.4092 - accuracy: 0.8003
155/316 [=============>................] - ETA: 30s - loss: 0.4085 - accuracy: 0.8008
156/316 [=============>................] - ETA: 30s - loss: 0.4079 - accuracy: 0.8009
157/316 [=============>................] - ETA: 30s - loss: 0.4068 - accuracy: 0.8018
158/316 [==============>...............] - ETA: 30s - loss: 0.4079 - accuracy: 0.8014
159/316 [==============>...............] - ETA: 29s - loss: 0.4092 - accuracy: 0.8007
160/316 [==============>...............] - ETA: 29s - loss: 0.4083 - accuracy: 0.8008
161/316 [==============>...............] - ETA: 29s - loss: 0.4072 - accuracy: 0.8012
162/316 [==============>...............] - ETA: 29s - loss: 0.4089 - accuracy: 0.8002
163/316 [==============>...............] - ETA: 29s - loss: 0.4091 - accuracy: 0.7998
164/316 [==============>...............] - ETA: 29s - loss: 0.4093 - accuracy: 0.7995
165/316 [==============>...............] - ETA: 28s - loss: 0.4098 - accuracy: 0.7992
166/316 [==============>...............] - ETA: 28s - loss: 0.4087 - accuracy: 0.7997
167/316 [==============>...............] - ETA: 28s - loss: 0.4084 - accuracy: 0.8001
168/316 [==============>...............] - ETA: 28s - loss: 0.4078 - accuracy: 0.8006
169/316 [===============>..............] - ETA: 28s - loss: 0.4079 - accuracy: 0.8007
170/316 [===============>..............] - ETA: 28s - loss: 0.4077 - accuracy: 0.8011
171/316 [===============>..............] - ETA: 28s - loss: 0.4077 - accuracy: 0.8008
172/316 [===============>..............] - ETA: 28s - loss: 0.4082 - accuracy: 0.8001
173/316 [===============>..............] - ETA: 27s - loss: 0.4084 - accuracy: 0.7999
174/316 [===============>..............] - ETA: 27s - loss: 0.4076 - accuracy: 0.8003
175/316 [===============>..............] - ETA: 27s - loss: 0.4075 - accuracy: 0.8004
176/316 [===============>..............] - ETA: 27s - loss: 0.4076 - accuracy: 0.8001
177/316 [===============>..............] - ETA: 27s - loss: 0.4070 - accuracy: 0.8005
178/316 [===============>..............] - ETA: 26s - loss: 0.4068 - accuracy: 0.8002
179/316 [===============>..............] - ETA: 26s - loss: 0.4068 - accuracy: 0.8003
180/316 [================>.............] - ETA: 26s - loss: 0.4070 - accuracy: 0.7997
181/316 [================>.............] - ETA: 26s - loss: 0.4073 - accuracy: 0.7997
182/316 [================>.............] - ETA: 26s - loss: 0.4075 - accuracy: 0.7995
183/316 [================>.............] - ETA: 25s - loss: 0.4074 - accuracy: 0.7995
184/316 [================>.............] - ETA: 25s - loss: 0.4066 - accuracy: 0.7999
185/316 [================>.............] - ETA: 25s - loss: 0.4072 - accuracy: 0.7993
186/316 [================>.............] - ETA: 25s - loss: 0.4076 - accuracy: 0.7987
187/316 [================>.............] - ETA: 25s - loss: 0.4073 - accuracy: 0.7985
188/316 [================>.............] - ETA: 24s - loss: 0.4072 - accuracy: 0.7992
189/316 [================>.............] - ETA: 24s - loss: 0.4081 - accuracy: 0.7993
190/316 [=================>............] - ETA: 24s - loss: 0.4081 - accuracy: 0.7997
191/316 [=================>............] - ETA: 24s - loss: 0.4081 - accuracy: 0.7994
192/316 [=================>............] - ETA: 24s - loss: 0.4078 - accuracy: 0.7995
193/316 [=================>............] - ETA: 23s - loss: 0.4095 - accuracy: 0.7983
194/316 [=================>............] - ETA: 23s - loss: 0.4089 - accuracy: 0.7986
195/316 [=================>............] - ETA: 23s - loss: 0.4093 - accuracy: 0.7984
196/316 [=================>............] - ETA: 23s - loss: 0.4086 - accuracy: 0.7988
197/316 [=================>............] - ETA: 23s - loss: 0.4093 - accuracy: 0.7989
198/316 [=================>............] - ETA: 22s - loss: 0.4088 - accuracy: 0.7992
199/316 [=================>............] - ETA: 22s - loss: 0.4080 - accuracy: 0.7999
200/316 [=================>............] - ETA: 22s - loss: 0.4074 - accuracy: 0.8000
201/316 [==================>...........] - ETA: 22s - loss: 0.4068 - accuracy: 0.8004
202/316 [==================>...........] - ETA: 22s - loss: 0.4064 - accuracy: 0.8011
203/316 [==================>...........] - ETA: 22s - loss: 0.4061 - accuracy: 0.8014
204/316 [==================>...........] - ETA: 22s - loss: 0.4063 - accuracy: 0.8012
205/316 [==================>...........] - ETA: 22s - loss: 0.4067 - accuracy: 0.8006
206/316 [==================>...........] - ETA: 21s - loss: 0.4065 - accuracy: 0.8010
207/316 [==================>...........] - ETA: 21s - loss: 0.4056 - accuracy: 0.8016
208/316 [==================>...........] - ETA: 21s - loss: 0.4050 - accuracy: 0.8023
209/316 [==================>...........] - ETA: 21s - loss: 0.4049 - accuracy: 0.8026
210/316 [==================>...........] - ETA: 20s - loss: 0.4051 - accuracy: 0.8024
211/316 [===================>..........] - ETA: 20s - loss: 0.4058 - accuracy: 0.8012
212/316 [===================>..........] - ETA: 20s - loss: 0.4054 - accuracy: 0.8013
213/316 [===================>..........] - ETA: 20s - loss: 0.4049 - accuracy: 0.8016
214/316 [===================>..........] - ETA: 20s - loss: 0.4054 - accuracy: 0.8011
215/316 [===================>..........] - ETA: 19s - loss: 0.4055 - accuracy: 0.8015
216/316 [===================>..........] - ETA: 19s - loss: 0.4056 - accuracy: 0.8015
217/316 [===================>..........] - ETA: 19s - loss: 0.4050 - accuracy: 0.8013
218/316 [===================>..........] - ETA: 19s - loss: 0.4046 - accuracy: 0.8016
219/316 [===================>..........] - ETA: 19s - loss: 0.4042 - accuracy: 0.8022
220/316 [===================>..........] - ETA: 18s - loss: 0.4038 - accuracy: 0.8026
221/316 [===================>..........] - ETA: 18s - loss: 0.4043 - accuracy: 0.8026
222/316 [====================>.........] - ETA: 18s - loss: 0.4047 - accuracy: 0.8021
223/316 [====================>.........] - ETA: 18s - loss: 0.4051 - accuracy: 0.8018
224/316 [====================>.........] - ETA: 18s - loss: 0.4042 - accuracy: 0.8022
225/316 [====================>.........] - ETA: 17s - loss: 0.4049 - accuracy: 0.8017
226/316 [====================>.........] - ETA: 17s - loss: 0.4051 - accuracy: 0.8012
227/316 [====================>.........] - ETA: 17s - loss: 0.4049 - accuracy: 0.8012
228/316 [====================>.........] - ETA: 17s - loss: 0.4049 - accuracy: 0.8010
229/316 [====================>.........] - ETA: 17s - loss: 0.4051 - accuracy: 0.8008
230/316 [====================>.........] - ETA: 16s - loss: 0.4052 - accuracy: 0.8011
231/316 [====================>.........] - ETA: 16s - loss: 0.4048 - accuracy: 0.8017
232/316 [=====================>........] - ETA: 16s - loss: 0.4058 - accuracy: 0.8009
233/316 [=====================>........] - ETA: 16s - loss: 0.4056 - accuracy: 0.8015
234/316 [=====================>........] - ETA: 16s - loss: 0.4051 - accuracy: 0.8018
235/316 [=====================>........] - ETA: 15s - loss: 0.4052 - accuracy: 0.8019
236/316 [=====================>........] - ETA: 15s - loss: 0.4047 - accuracy: 0.8024
237/316 [=====================>........] - ETA: 15s - loss: 0.4046 - accuracy: 0.8027
238/316 [=====================>........] - ETA: 15s - loss: 0.4040 - accuracy: 0.8030
239/316 [=====================>........] - ETA: 15s - loss: 0.4041 - accuracy: 0.8028
240/316 [=====================>........] - ETA: 15s - loss: 0.4041 - accuracy: 0.8029
241/316 [=====================>........] - ETA: 15s - loss: 0.4039 - accuracy: 0.8026
242/316 [=====================>........] - ETA: 14s - loss: 0.4036 - accuracy: 0.8027
243/316 [======================>.......] - ETA: 14s - loss: 0.4042 - accuracy: 0.8025
244/316 [======================>.......] - ETA: 14s - loss: 0.4046 - accuracy: 0.8025
245/316 [======================>.......] - ETA: 14s - loss: 0.4054 - accuracy: 0.8018
246/316 [======================>.......] - ETA: 14s - loss: 0.4047 - accuracy: 0.8023
247/316 [======================>.......] - ETA: 13s - loss: 0.4051 - accuracy: 0.8024
248/316 [======================>.......] - ETA: 13s - loss: 0.4066 - accuracy: 0.8017
249/316 [======================>.......] - ETA: 13s - loss: 0.4066 - accuracy: 0.8015
250/316 [======================>.......] - ETA: 13s - loss: 0.4082 - accuracy: 0.8008
251/316 [======================>.......] - ETA: 12s - loss: 0.4078 - accuracy: 0.8003
252/316 [======================>.......] - ETA: 12s - loss: 0.4071 - accuracy: 0.8008
253/316 [=======================>......] - ETA: 12s - loss: 0.4075 - accuracy: 0.8006
254/316 [=======================>......] - ETA: 12s - loss: 0.4066 - accuracy: 0.8012
255/316 [=======================>......] - ETA: 12s - loss: 0.4061 - accuracy: 0.8015
256/316 [=======================>......] - ETA: 11s - loss: 0.4064 - accuracy: 0.8015
257/316 [=======================>......] - ETA: 11s - loss: 0.4062 - accuracy: 0.8016
258/316 [=======================>......] - ETA: 11s - loss: 0.4074 - accuracy: 0.8006
259/316 [=======================>......] - ETA: 11s - loss: 0.4083 - accuracy: 0.8004
260/316 [=======================>......] - ETA: 11s - loss: 0.4078 - accuracy: 0.8005
261/316 [=======================>......] - ETA: 10s - loss: 0.4094 - accuracy: 0.7993
262/316 [=======================>......] - ETA: 10s - loss: 0.4103 - accuracy: 0.7989
263/316 [=======================>......] - ETA: 10s - loss: 0.4098 - accuracy: 0.7990
264/316 [========================>.....] - ETA: 10s - loss: 0.4098 - accuracy: 0.7992
265/316 [========================>.....] - ETA: 10s - loss: 0.4097 - accuracy: 0.7993
266/316 [========================>.....] - ETA: 9s - loss: 0.4086 - accuracy: 0.8000 
267/316 [========================>.....] - ETA: 9s - loss: 0.4083 - accuracy: 0.8006
268/316 [========================>.....] - ETA: 9s - loss: 0.4090 - accuracy: 0.7999
269/316 [========================>.....] - ETA: 9s - loss: 0.4093 - accuracy: 0.7997
270/316 [========================>.....] - ETA: 9s - loss: 0.4091 - accuracy: 0.7995
271/316 [========================>.....] - ETA: 8s - loss: 0.4090 - accuracy: 0.7994
272/316 [========================>.....] - ETA: 8s - loss: 0.4093 - accuracy: 0.7989
273/316 [========================>.....] - ETA: 8s - loss: 0.4088 - accuracy: 0.7992
274/316 [=========================>....] - ETA: 8s - loss: 0.4089 - accuracy: 0.7993
275/316 [=========================>....] - ETA: 8s - loss: 0.4086 - accuracy: 0.7995
276/316 [=========================>....] - ETA: 7s - loss: 0.4087 - accuracy: 0.7994
277/316 [=========================>....] - ETA: 7s - loss: 0.4089 - accuracy: 0.7990
278/316 [=========================>....] - ETA: 7s - loss: 0.4089 - accuracy: 0.7990
279/316 [=========================>....] - ETA: 7s - loss: 0.4091 - accuracy: 0.7984
280/316 [=========================>....] - ETA: 7s - loss: 0.4093 - accuracy: 0.7987
281/316 [=========================>....] - ETA: 6s - loss: 0.4089 - accuracy: 0.7992
282/316 [=========================>....] - ETA: 6s - loss: 0.4088 - accuracy: 0.7994
283/316 [=========================>....] - ETA: 6s - loss: 0.4081 - accuracy: 0.7999
284/316 [=========================>....] - ETA: 6s - loss: 0.4084 - accuracy: 0.7995
285/316 [==========================>...] - ETA: 6s - loss: 0.4078 - accuracy: 0.7998
286/316 [==========================>...] - ETA: 5s - loss: 0.4079 - accuracy: 0.7998
287/316 [==========================>...] - ETA: 5s - loss: 0.4078 - accuracy: 0.7994
288/316 [==========================>...] - ETA: 5s - loss: 0.4082 - accuracy: 0.7995
289/316 [==========================>...] - ETA: 5s - loss: 0.4082 - accuracy: 0.8000
290/316 [==========================>...] - ETA: 5s - loss: 0.4082 - accuracy: 0.7998
291/316 [==========================>...] - ETA: 4s - loss: 0.4085 - accuracy: 0.7998
292/316 [==========================>...] - ETA: 4s - loss: 0.4088 - accuracy: 0.7994
293/316 [==========================>...] - ETA: 4s - loss: 0.4089 - accuracy: 0.7993
294/316 [==========================>...] - ETA: 4s - loss: 0.4090 - accuracy: 0.7991
295/316 [===========================>..] - ETA: 4s - loss: 0.4091 - accuracy: 0.7987
296/316 [===========================>..] - ETA: 3s - loss: 0.4093 - accuracy: 0.7986
297/316 [===========================>..] - ETA: 3s - loss: 0.4088 - accuracy: 0.7988
298/316 [===========================>..] - ETA: 3s - loss: 0.4088 - accuracy: 0.7987
299/316 [===========================>..] - ETA: 3s - loss: 0.4094 - accuracy: 0.7981
300/316 [===========================>..] - ETA: 3s - loss: 0.4100 - accuracy: 0.7975
301/316 [===========================>..] - ETA: 2s - loss: 0.4099 - accuracy: 0.7973
302/316 [===========================>..] - ETA: 2s - loss: 0.4102 - accuracy: 0.7970
303/316 [===========================>..] - ETA: 2s - loss: 0.4113 - accuracy: 0.7964
304/316 [===========================>..] - ETA: 2s - loss: 0.4118 - accuracy: 0.7958
305/316 [===========================>..] - ETA: 2s - loss: 0.4112 - accuracy: 0.7963
306/316 [============================>.] - ETA: 2s - loss: 0.4111 - accuracy: 0.7958
307/316 [============================>.] - ETA: 1s - loss: 0.4107 - accuracy: 0.7960
308/316 [============================>.] - ETA: 1s - loss: 0.4107 - accuracy: 0.7963
309/316 [============================>.] - ETA: 1s - loss: 0.4101 - accuracy: 0.7967
310/316 [============================>.] - ETA: 1s - loss: 0.4099 - accuracy: 0.7966
311/316 [============================>.] - ETA: 1s - loss: 0.4093 - accuracy: 0.7970
312/316 [============================>.] - ETA: 0s - loss: 0.4103 - accuracy: 0.7965
313/316 [============================>.] - ETA: 0s - loss: 0.4106 - accuracy: 0.7965
314/316 [============================>.] - ETA: 0s - loss: 0.4119 - accuracy: 0.7964
315/316 [============================>.] - ETA: 0s - loss: 0.4127 - accuracy: 0.7960
316/316 [==============================] - 63s 200ms/step - loss: 0.4137 - accuracy: 0.7957

316/316 [==============================] - 67s 212ms/step - loss: 0.4137 - accuracy: 0.7957 - val_loss: 0.1688 - val_accuracy: 0.9691
Epoch 30/100

  1/316 [..............................] - ETA: 59s - loss: 0.5663 - accuracy: 0.6875
  2/316 [..............................] - ETA: 1:06 - loss: 0.5304 - accuracy: 0.7500
  3/316 [..............................] - ETA: 1:01 - loss: 0.4790 - accuracy: 0.7917
  4/316 [..............................] - ETA: 1:01 - loss: 0.5067 - accuracy: 0.7500
  5/316 [..............................] - ETA: 59s - loss: 0.4733 - accuracy: 0.7750 
  6/316 [..............................] - ETA: 59s - loss: 0.4415 - accuracy: 0.7917
  7/316 [..............................] - ETA: 58s - loss: 0.4320 - accuracy: 0.8036
  8/316 [..............................] - ETA: 59s - loss: 0.4421 - accuracy: 0.7969
  9/316 [..............................] - ETA: 59s - loss: 0.4448 - accuracy: 0.7847
 10/316 [..............................] - ETA: 59s - loss: 0.4497 - accuracy: 0.7937
 11/316 [>.............................] - ETA: 58s - loss: 0.4525 - accuracy: 0.7898
 12/316 [>.............................] - ETA: 58s - loss: 0.4561 - accuracy: 0.7865
 13/316 [>.............................] - ETA: 58s - loss: 0.4702 - accuracy: 0.7740
 14/316 [>.............................] - ETA: 57s - loss: 0.4671 - accuracy: 0.7723
 15/316 [>.............................] - ETA: 57s - loss: 0.4716 - accuracy: 0.7667
 16/316 [>.............................] - ETA: 57s - loss: 0.4753 - accuracy: 0.7656
 17/316 [>.............................] - ETA: 57s - loss: 0.4764 - accuracy: 0.7610
 18/316 [>.............................] - ETA: 57s - loss: 0.4770 - accuracy: 0.7639
 19/316 [>.............................] - ETA: 57s - loss: 0.4805 - accuracy: 0.7533
 20/316 [>.............................] - ETA: 56s - loss: 0.4738 - accuracy: 0.7625
 21/316 [>.............................] - ETA: 56s - loss: 0.4739 - accuracy: 0.7649
 22/316 [=>............................] - ETA: 56s - loss: 0.4750 - accuracy: 0.7614
 23/316 [=>............................] - ETA: 56s - loss: 0.4780 - accuracy: 0.7636
 24/316 [=>............................] - ETA: 1:01 - loss: 0.4750 - accuracy: 0.7630
 25/316 [=>............................] - ETA: 1:04 - loss: 0.4741 - accuracy: 0.7600
 26/316 [=>............................] - ETA: 1:04 - loss: 0.4710 - accuracy: 0.7668
 27/316 [=>............................] - ETA: 1:03 - loss: 0.4704 - accuracy: 0.7616
 28/316 [=>............................] - ETA: 1:03 - loss: 0.4630 - accuracy: 0.7679
 29/316 [=>............................] - ETA: 1:02 - loss: 0.4598 - accuracy: 0.7716
 30/316 [=>............................] - ETA: 1:02 - loss: 0.4578 - accuracy: 0.7729
 31/316 [=>............................] - ETA: 1:01 - loss: 0.4531 - accuracy: 0.7782
 32/316 [==>...........................] - ETA: 1:01 - loss: 0.4500 - accuracy: 0.7832
 33/316 [==>...........................] - ETA: 1:00 - loss: 0.4472 - accuracy: 0.7860
 34/316 [==>...........................] - ETA: 1:00 - loss: 0.4424 - accuracy: 0.7904
 35/316 [==>...........................] - ETA: 1:00 - loss: 0.4418 - accuracy: 0.7911
 36/316 [==>...........................] - ETA: 59s - loss: 0.4424 - accuracy: 0.7917 
 37/316 [==>...........................] - ETA: 59s - loss: 0.4351 - accuracy: 0.7973
 38/316 [==>...........................] - ETA: 58s - loss: 0.4341 - accuracy: 0.7993
 39/316 [==>...........................] - ETA: 58s - loss: 0.4341 - accuracy: 0.7981
 40/316 [==>...........................] - ETA: 58s - loss: 0.4280 - accuracy: 0.8016
 41/316 [==>...........................] - ETA: 57s - loss: 0.4213 - accuracy: 0.8064
 42/316 [==>...........................] - ETA: 57s - loss: 0.4273 - accuracy: 0.8021
 43/316 [===>..........................] - ETA: 57s - loss: 0.4277 - accuracy: 0.7994
 44/316 [===>..........................] - ETA: 56s - loss: 0.4296 - accuracy: 0.7983
 45/316 [===>..........................] - ETA: 56s - loss: 0.4264 - accuracy: 0.8000
 46/316 [===>..........................] - ETA: 56s - loss: 0.4262 - accuracy: 0.8003
 47/316 [===>..........................] - ETA: 55s - loss: 0.4294 - accuracy: 0.7979
 48/316 [===>..........................] - ETA: 55s - loss: 0.4298 - accuracy: 0.7956
 49/316 [===>..........................] - ETA: 55s - loss: 0.4348 - accuracy: 0.7921
 50/316 [===>..........................] - ETA: 55s - loss: 0.4336 - accuracy: 0.7912
 51/316 [===>..........................] - ETA: 54s - loss: 0.4305 - accuracy: 0.7929
 52/316 [===>..........................] - ETA: 54s - loss: 0.4271 - accuracy: 0.7945
 53/316 [====>.........................] - ETA: 54s - loss: 0.4234 - accuracy: 0.7960
 54/316 [====>.........................] - ETA: 53s - loss: 0.4215 - accuracy: 0.7975
 55/316 [====>.........................] - ETA: 53s - loss: 0.4239 - accuracy: 0.7943
 56/316 [====>.........................] - ETA: 53s - loss: 0.4216 - accuracy: 0.7969
 57/316 [====>.........................] - ETA: 53s - loss: 0.4261 - accuracy: 0.7961
 58/316 [====>.........................] - ETA: 52s - loss: 0.4238 - accuracy: 0.7974
 59/316 [====>.........................] - ETA: 52s - loss: 0.4229 - accuracy: 0.7977
 60/316 [====>.........................] - ETA: 52s - loss: 0.4217 - accuracy: 0.7979
 61/316 [====>.........................] - ETA: 52s - loss: 0.4212 - accuracy: 0.7982
 62/316 [====>.........................] - ETA: 51s - loss: 0.4202 - accuracy: 0.7994
 63/316 [====>.........................] - ETA: 51s - loss: 0.4255 - accuracy: 0.7986
 64/316 [=====>........................] - ETA: 51s - loss: 0.4272 - accuracy: 0.7979
 65/316 [=====>........................] - ETA: 51s - loss: 0.4249 - accuracy: 0.8000
 66/316 [=====>........................] - ETA: 50s - loss: 0.4240 - accuracy: 0.8002
 67/316 [=====>........................] - ETA: 50s - loss: 0.4236 - accuracy: 0.7994
 68/316 [=====>........................] - ETA: 50s - loss: 0.4232 - accuracy: 0.8006
 69/316 [=====>........................] - ETA: 50s - loss: 0.4209 - accuracy: 0.8007
 70/316 [=====>........................] - ETA: 49s - loss: 0.4226 - accuracy: 0.7982
 71/316 [=====>........................] - ETA: 49s - loss: 0.4230 - accuracy: 0.7993
 72/316 [=====>........................] - ETA: 49s - loss: 0.4271 - accuracy: 0.7995
 73/316 [=====>........................] - ETA: 49s - loss: 0.4261 - accuracy: 0.7997
 74/316 [======>.......................] - ETA: 48s - loss: 0.4252 - accuracy: 0.8015
 75/316 [======>.......................] - ETA: 48s - loss: 0.4250 - accuracy: 0.8008
 76/316 [======>.......................] - ETA: 48s - loss: 0.4246 - accuracy: 0.8002
 77/316 [======>.......................] - ETA: 48s - loss: 0.4207 - accuracy: 0.8028
 78/316 [======>.......................] - ETA: 47s - loss: 0.4184 - accuracy: 0.8037
 79/316 [======>.......................] - ETA: 47s - loss: 0.4182 - accuracy: 0.8046
 80/316 [======>.......................] - ETA: 47s - loss: 0.4166 - accuracy: 0.8055
 81/316 [======>.......................] - ETA: 47s - loss: 0.4190 - accuracy: 0.8056
 82/316 [======>.......................] - ETA: 47s - loss: 0.4178 - accuracy: 0.8072
 83/316 [======>.......................] - ETA: 46s - loss: 0.4190 - accuracy: 0.8057
 84/316 [======>.......................] - ETA: 46s - loss: 0.4191 - accuracy: 0.8051
 85/316 [=======>......................] - ETA: 46s - loss: 0.4209 - accuracy: 0.8044
 86/316 [=======>......................] - ETA: 46s - loss: 0.4228 - accuracy: 0.8031
 87/316 [=======>......................] - ETA: 45s - loss: 0.4227 - accuracy: 0.8039
 88/316 [=======>......................] - ETA: 45s - loss: 0.4215 - accuracy: 0.8040
 89/316 [=======>......................] - ETA: 45s - loss: 0.4224 - accuracy: 0.8041
 90/316 [=======>......................] - ETA: 45s - loss: 0.4216 - accuracy: 0.8049
 91/316 [=======>......................] - ETA: 44s - loss: 0.4209 - accuracy: 0.8049
 92/316 [=======>......................] - ETA: 44s - loss: 0.4210 - accuracy: 0.8043
 93/316 [=======>......................] - ETA: 44s - loss: 0.4198 - accuracy: 0.8051
 94/316 [=======>......................] - ETA: 44s - loss: 0.4169 - accuracy: 0.8072
 95/316 [========>.....................] - ETA: 44s - loss: 0.4183 - accuracy: 0.8072
 96/316 [========>.....................] - ETA: 43s - loss: 0.4198 - accuracy: 0.8073
 97/316 [========>.....................] - ETA: 43s - loss: 0.4200 - accuracy: 0.8086
 98/316 [========>.....................] - ETA: 43s - loss: 0.4175 - accuracy: 0.8106
 99/316 [========>.....................] - ETA: 44s - loss: 0.4170 - accuracy: 0.8100
100/316 [========>.....................] - ETA: 44s - loss: 0.4160 - accuracy: 0.8106
101/316 [========>.....................] - ETA: 44s - loss: 0.4144 - accuracy: 0.8119
102/316 [========>.....................] - ETA: 44s - loss: 0.4138 - accuracy: 0.8119
103/316 [========>.....................] - ETA: 43s - loss: 0.4147 - accuracy: 0.8119
104/316 [========>.....................] - ETA: 43s - loss: 0.4147 - accuracy: 0.8125
105/316 [========>.....................] - ETA: 43s - loss: 0.4143 - accuracy: 0.8131
106/316 [=========>....................] - ETA: 43s - loss: 0.4124 - accuracy: 0.8143
107/316 [=========>....................] - ETA: 42s - loss: 0.4140 - accuracy: 0.8125
108/316 [=========>....................] - ETA: 42s - loss: 0.4161 - accuracy: 0.8113
109/316 [=========>....................] - ETA: 42s - loss: 0.4156 - accuracy: 0.8119
110/316 [=========>....................] - ETA: 42s - loss: 0.4146 - accuracy: 0.8125
111/316 [=========>....................] - ETA: 42s - loss: 0.4159 - accuracy: 0.8119
112/316 [=========>....................] - ETA: 41s - loss: 0.4146 - accuracy: 0.8125
113/316 [=========>....................] - ETA: 41s - loss: 0.4134 - accuracy: 0.8131
114/316 [=========>....................] - ETA: 41s - loss: 0.4142 - accuracy: 0.8120
115/316 [=========>....................] - ETA: 41s - loss: 0.4130 - accuracy: 0.8125
116/316 [==========>...................] - ETA: 40s - loss: 0.4143 - accuracy: 0.8109
117/316 [==========>...................] - ETA: 40s - loss: 0.4130 - accuracy: 0.8114
118/316 [==========>...................] - ETA: 40s - loss: 0.4142 - accuracy: 0.8114
119/316 [==========>...................] - ETA: 40s - loss: 0.4144 - accuracy: 0.8104
120/316 [==========>...................] - ETA: 39s - loss: 0.4134 - accuracy: 0.8115
121/316 [==========>...................] - ETA: 39s - loss: 0.4128 - accuracy: 0.8120
122/316 [==========>...................] - ETA: 39s - loss: 0.4110 - accuracy: 0.8130
123/316 [==========>...................] - ETA: 39s - loss: 0.4117 - accuracy: 0.8130
124/316 [==========>...................] - ETA: 39s - loss: 0.4127 - accuracy: 0.8115
125/316 [==========>...................] - ETA: 38s - loss: 0.4114 - accuracy: 0.8125
126/316 [==========>...................] - ETA: 38s - loss: 0.4105 - accuracy: 0.8135
127/316 [===========>..................] - ETA: 38s - loss: 0.4093 - accuracy: 0.8145
128/316 [===========>..................] - ETA: 38s - loss: 0.4105 - accuracy: 0.8154
129/316 [===========>..................] - ETA: 37s - loss: 0.4091 - accuracy: 0.8159
130/316 [===========>..................] - ETA: 37s - loss: 0.4086 - accuracy: 0.8163
131/316 [===========>..................] - ETA: 37s - loss: 0.4092 - accuracy: 0.8163
132/316 [===========>..................] - ETA: 37s - loss: 0.4092 - accuracy: 0.8153
133/316 [===========>..................] - ETA: 37s - loss: 0.4091 - accuracy: 0.8158
134/316 [===========>..................] - ETA: 36s - loss: 0.4092 - accuracy: 0.8162
135/316 [===========>..................] - ETA: 36s - loss: 0.4096 - accuracy: 0.8157
136/316 [===========>..................] - ETA: 36s - loss: 0.4107 - accuracy: 0.8153
137/316 [============>.................] - ETA: 36s - loss: 0.4103 - accuracy: 0.8152
138/316 [============>.................] - ETA: 36s - loss: 0.4108 - accuracy: 0.8152
139/316 [============>.................] - ETA: 35s - loss: 0.4107 - accuracy: 0.8156
140/316 [============>.................] - ETA: 35s - loss: 0.4103 - accuracy: 0.8152
141/316 [============>.................] - ETA: 35s - loss: 0.4097 - accuracy: 0.8152
142/316 [============>.................] - ETA: 35s - loss: 0.4090 - accuracy: 0.8156
143/316 [============>.................] - ETA: 34s - loss: 0.4085 - accuracy: 0.8160
144/316 [============>.................] - ETA: 34s - loss: 0.4096 - accuracy: 0.8155
145/316 [============>.................] - ETA: 34s - loss: 0.4086 - accuracy: 0.8155
146/316 [============>.................] - ETA: 34s - loss: 0.4082 - accuracy: 0.8159
147/316 [============>.................] - ETA: 34s - loss: 0.4072 - accuracy: 0.8163
148/316 [=============>................] - ETA: 33s - loss: 0.4065 - accuracy: 0.8163
149/316 [=============>................] - ETA: 33s - loss: 0.4053 - accuracy: 0.8167
150/316 [=============>................] - ETA: 33s - loss: 0.4045 - accuracy: 0.8167
151/316 [=============>................] - ETA: 33s - loss: 0.4036 - accuracy: 0.8171
152/316 [=============>................] - ETA: 33s - loss: 0.4046 - accuracy: 0.8166
153/316 [=============>................] - ETA: 33s - loss: 0.4057 - accuracy: 0.8162
154/316 [=============>................] - ETA: 33s - loss: 0.4060 - accuracy: 0.8153
155/316 [=============>................] - ETA: 33s - loss: 0.4071 - accuracy: 0.8149
156/316 [=============>................] - ETA: 32s - loss: 0.4060 - accuracy: 0.8157
157/316 [=============>................] - ETA: 32s - loss: 0.4058 - accuracy: 0.8165
158/316 [==============>...............] - ETA: 32s - loss: 0.4058 - accuracy: 0.8169
159/316 [==============>...............] - ETA: 32s - loss: 0.4067 - accuracy: 0.8160
160/316 [==============>...............] - ETA: 32s - loss: 0.4066 - accuracy: 0.8156
161/316 [==============>...............] - ETA: 31s - loss: 0.4067 - accuracy: 0.8152
162/316 [==============>...............] - ETA: 31s - loss: 0.4066 - accuracy: 0.8152
163/316 [==============>...............] - ETA: 31s - loss: 0.4069 - accuracy: 0.8144
164/316 [==============>...............] - ETA: 31s - loss: 0.4066 - accuracy: 0.8148
165/316 [==============>...............] - ETA: 30s - loss: 0.4067 - accuracy: 0.8152
166/316 [==============>...............] - ETA: 30s - loss: 0.4068 - accuracy: 0.8155
167/316 [==============>...............] - ETA: 30s - loss: 0.4060 - accuracy: 0.8162
168/316 [==============>...............] - ETA: 30s - loss: 0.4053 - accuracy: 0.8166
169/316 [===============>..............] - ETA: 30s - loss: 0.4062 - accuracy: 0.8166
170/316 [===============>..............] - ETA: 29s - loss: 0.4065 - accuracy: 0.8169
171/316 [===============>..............] - ETA: 29s - loss: 0.4061 - accuracy: 0.8173
172/316 [===============>..............] - ETA: 29s - loss: 0.4057 - accuracy: 0.8172
173/316 [===============>..............] - ETA: 29s - loss: 0.4069 - accuracy: 0.8161
174/316 [===============>..............] - ETA: 29s - loss: 0.4062 - accuracy: 0.8168
175/316 [===============>..............] - ETA: 28s - loss: 0.4070 - accuracy: 0.8161
176/316 [===============>..............] - ETA: 28s - loss: 0.4065 - accuracy: 0.8161
177/316 [===============>..............] - ETA: 28s - loss: 0.4075 - accuracy: 0.8153
178/316 [===============>..............] - ETA: 28s - loss: 0.4068 - accuracy: 0.8157
179/316 [===============>..............] - ETA: 27s - loss: 0.4057 - accuracy: 0.8160
180/316 [================>.............] - ETA: 27s - loss: 0.4063 - accuracy: 0.8153
181/316 [================>.............] - ETA: 27s - loss: 0.4061 - accuracy: 0.8153
182/316 [================>.............] - ETA: 27s - loss: 0.4066 - accuracy: 0.8146
183/316 [================>.............] - ETA: 27s - loss: 0.4076 - accuracy: 0.8152
184/316 [================>.............] - ETA: 26s - loss: 0.4070 - accuracy: 0.8156
185/316 [================>.............] - ETA: 26s - loss: 0.4078 - accuracy: 0.8149
186/316 [================>.............] - ETA: 26s - loss: 0.4079 - accuracy: 0.8145
187/316 [================>.............] - ETA: 26s - loss: 0.4076 - accuracy: 0.8148
188/316 [================>.............] - ETA: 26s - loss: 0.4081 - accuracy: 0.8148
189/316 [================>.............] - ETA: 26s - loss: 0.4073 - accuracy: 0.8155
190/316 [=================>............] - ETA: 26s - loss: 0.4088 - accuracy: 0.8141
191/316 [=================>............] - ETA: 25s - loss: 0.4086 - accuracy: 0.8145
192/316 [=================>............] - ETA: 25s - loss: 0.4098 - accuracy: 0.8138
193/316 [=================>............] - ETA: 25s - loss: 0.4094 - accuracy: 0.8141
194/316 [=================>............] - ETA: 25s - loss: 0.4091 - accuracy: 0.8144
195/316 [=================>............] - ETA: 25s - loss: 0.4087 - accuracy: 0.8147
196/316 [=================>............] - ETA: 24s - loss: 0.4086 - accuracy: 0.8154
197/316 [=================>............] - ETA: 24s - loss: 0.4075 - accuracy: 0.8163
198/316 [=================>............] - ETA: 24s - loss: 0.4081 - accuracy: 0.8160
199/316 [=================>............] - ETA: 24s - loss: 0.4082 - accuracy: 0.8160
200/316 [=================>............] - ETA: 23s - loss: 0.4077 - accuracy: 0.8163
201/316 [==================>...........] - ETA: 23s - loss: 0.4075 - accuracy: 0.8156
202/316 [==================>...........] - ETA: 23s - loss: 0.4068 - accuracy: 0.8162
203/316 [==================>...........] - ETA: 23s - loss: 0.4071 - accuracy: 0.8156
204/316 [==================>...........] - ETA: 23s - loss: 0.4061 - accuracy: 0.8159
205/316 [==================>...........] - ETA: 22s - loss: 0.4070 - accuracy: 0.8155
206/316 [==================>...........] - ETA: 22s - loss: 0.4058 - accuracy: 0.8164
207/316 [==================>...........] - ETA: 22s - loss: 0.4067 - accuracy: 0.8164
208/316 [==================>...........] - ETA: 22s - loss: 0.4068 - accuracy: 0.8164
209/316 [==================>...........] - ETA: 22s - loss: 0.4065 - accuracy: 0.8167
210/316 [==================>...........] - ETA: 21s - loss: 0.4070 - accuracy: 0.8164
211/316 [===================>..........] - ETA: 21s - loss: 0.4063 - accuracy: 0.8166
212/316 [===================>..........] - ETA: 21s - loss: 0.4068 - accuracy: 0.8160
213/316 [===================>..........] - ETA: 21s - loss: 0.4071 - accuracy: 0.8154
214/316 [===================>..........] - ETA: 20s - loss: 0.4072 - accuracy: 0.8151
215/316 [===================>..........] - ETA: 20s - loss: 0.4077 - accuracy: 0.8151
216/316 [===================>..........] - ETA: 20s - loss: 0.4088 - accuracy: 0.8142
217/316 [===================>..........] - ETA: 20s - loss: 0.4089 - accuracy: 0.8139
218/316 [===================>..........] - ETA: 20s - loss: 0.4079 - accuracy: 0.8142
219/316 [===================>..........] - ETA: 19s - loss: 0.4082 - accuracy: 0.8145
220/316 [===================>..........] - ETA: 19s - loss: 0.4088 - accuracy: 0.8139
221/316 [===================>..........] - ETA: 19s - loss: 0.4081 - accuracy: 0.8142
222/316 [====================>.........] - ETA: 19s - loss: 0.4087 - accuracy: 0.8142
223/316 [====================>.........] - ETA: 19s - loss: 0.4081 - accuracy: 0.8145
224/316 [====================>.........] - ETA: 18s - loss: 0.4081 - accuracy: 0.8147
225/316 [====================>.........] - ETA: 18s - loss: 0.4069 - accuracy: 0.8153
226/316 [====================>.........] - ETA: 18s - loss: 0.4080 - accuracy: 0.8144
227/316 [====================>.........] - ETA: 18s - loss: 0.4073 - accuracy: 0.8150
228/316 [====================>.........] - ETA: 18s - loss: 0.4078 - accuracy: 0.8141
229/316 [====================>.........] - ETA: 18s - loss: 0.4077 - accuracy: 0.8141
230/316 [====================>.........] - ETA: 17s - loss: 0.4086 - accuracy: 0.8130
231/316 [====================>.........] - ETA: 17s - loss: 0.4079 - accuracy: 0.8136
232/316 [=====================>........] - ETA: 17s - loss: 0.4077 - accuracy: 0.8136
233/316 [=====================>........] - ETA: 17s - loss: 0.4078 - accuracy: 0.8136
234/316 [=====================>........] - ETA: 16s - loss: 0.4078 - accuracy: 0.8138
235/316 [=====================>........] - ETA: 16s - loss: 0.4091 - accuracy: 0.8130
236/316 [=====================>........] - ETA: 16s - loss: 0.4091 - accuracy: 0.8128
237/316 [=====================>........] - ETA: 16s - loss: 0.4089 - accuracy: 0.8130
238/316 [=====================>........] - ETA: 16s - loss: 0.4084 - accuracy: 0.8136
239/316 [=====================>........] - ETA: 15s - loss: 0.4083 - accuracy: 0.8138
240/316 [=====================>........] - ETA: 15s - loss: 0.4083 - accuracy: 0.8135
241/316 [=====================>........] - ETA: 15s - loss: 0.4083 - accuracy: 0.8133
242/316 [=====================>........] - ETA: 15s - loss: 0.4089 - accuracy: 0.8128
243/316 [======================>.......] - ETA: 15s - loss: 0.4094 - accuracy: 0.8122
244/316 [======================>.......] - ETA: 14s - loss: 0.4093 - accuracy: 0.8122
245/316 [======================>.......] - ETA: 14s - loss: 0.4090 - accuracy: 0.8125
246/316 [======================>.......] - ETA: 14s - loss: 0.4088 - accuracy: 0.8125
247/316 [======================>.......] - ETA: 14s - loss: 0.4085 - accuracy: 0.8128
248/316 [======================>.......] - ETA: 14s - loss: 0.4084 - accuracy: 0.8130
249/316 [======================>.......] - ETA: 13s - loss: 0.4083 - accuracy: 0.8133
250/316 [======================>.......] - ETA: 13s - loss: 0.4083 - accuracy: 0.8138
251/316 [======================>.......] - ETA: 13s - loss: 0.4086 - accuracy: 0.8132
252/316 [======================>.......] - ETA: 13s - loss: 0.4084 - accuracy: 0.8132
253/316 [=======================>......] - ETA: 13s - loss: 0.4091 - accuracy: 0.8127
254/316 [=======================>......] - ETA: 12s - loss: 0.4085 - accuracy: 0.8127
255/316 [=======================>......] - ETA: 12s - loss: 0.4087 - accuracy: 0.8127
256/316 [=======================>......] - ETA: 12s - loss: 0.4097 - accuracy: 0.8120
257/316 [=======================>......] - ETA: 12s - loss: 0.4093 - accuracy: 0.8123
258/316 [=======================>......] - ETA: 12s - loss: 0.4090 - accuracy: 0.8125
259/316 [=======================>......] - ETA: 11s - loss: 0.4092 - accuracy: 0.8118
260/316 [=======================>......] - ETA: 11s - loss: 0.4091 - accuracy: 0.8120
261/316 [=======================>......] - ETA: 11s - loss: 0.4084 - accuracy: 0.8123
262/316 [=======================>......] - ETA: 11s - loss: 0.4079 - accuracy: 0.8127
263/316 [=======================>......] - ETA: 11s - loss: 0.4086 - accuracy: 0.8127
264/316 [========================>.....] - ETA: 10s - loss: 0.4086 - accuracy: 0.8130
265/316 [========================>.....] - ETA: 10s - loss: 0.4085 - accuracy: 0.8132
266/316 [========================>.....] - ETA: 10s - loss: 0.4085 - accuracy: 0.8127
267/316 [========================>.....] - ETA: 10s - loss: 0.4083 - accuracy: 0.8130
268/316 [========================>.....] - ETA: 9s - loss: 0.4081 - accuracy: 0.8130 
269/316 [========================>.....] - ETA: 9s - loss: 0.4078 - accuracy: 0.8132
270/316 [========================>.....] - ETA: 9s - loss: 0.4076 - accuracy: 0.8132
271/316 [========================>.....] - ETA: 9s - loss: 0.4077 - accuracy: 0.8127
272/316 [========================>.....] - ETA: 9s - loss: 0.4077 - accuracy: 0.8127
273/316 [========================>.....] - ETA: 8s - loss: 0.4080 - accuracy: 0.8127
274/316 [=========================>....] - ETA: 8s - loss: 0.4076 - accuracy: 0.8127
275/316 [=========================>....] - ETA: 8s - loss: 0.4072 - accuracy: 0.8134
276/316 [=========================>....] - ETA: 8s - loss: 0.4076 - accuracy: 0.8127
277/316 [=========================>....] - ETA: 8s - loss: 0.4072 - accuracy: 0.8132
278/316 [=========================>....] - ETA: 7s - loss: 0.4073 - accuracy: 0.8132
279/316 [=========================>....] - ETA: 7s - loss: 0.4075 - accuracy: 0.8129
280/316 [=========================>....] - ETA: 7s - loss: 0.4074 - accuracy: 0.8129
281/316 [=========================>....] - ETA: 7s - loss: 0.4069 - accuracy: 0.8132
282/316 [=========================>....] - ETA: 7s - loss: 0.4065 - accuracy: 0.8134
283/316 [=========================>....] - ETA: 6s - loss: 0.4062 - accuracy: 0.8134
284/316 [=========================>....] - ETA: 6s - loss: 0.4076 - accuracy: 0.8125
285/316 [==========================>...] - ETA: 6s - loss: 0.4070 - accuracy: 0.8132
286/316 [==========================>...] - ETA: 6s - loss: 0.4066 - accuracy: 0.8134
287/316 [==========================>...] - ETA: 5s - loss: 0.4066 - accuracy: 0.8129
288/316 [==========================>...] - ETA: 5s - loss: 0.4065 - accuracy: 0.8127
289/316 [==========================>...] - ETA: 5s - loss: 0.4071 - accuracy: 0.8127
290/316 [==========================>...] - ETA: 5s - loss: 0.4070 - accuracy: 0.8129
291/316 [==========================>...] - ETA: 5s - loss: 0.4070 - accuracy: 0.8123
292/316 [==========================>...] - ETA: 4s - loss: 0.4071 - accuracy: 0.8123
293/316 [==========================>...] - ETA: 4s - loss: 0.4087 - accuracy: 0.8110
294/316 [==========================>...] - ETA: 4s - loss: 0.4083 - accuracy: 0.8112
295/316 [===========================>..] - ETA: 4s - loss: 0.4087 - accuracy: 0.8106
296/316 [===========================>..] - ETA: 4s - loss: 0.4084 - accuracy: 0.8112
297/316 [===========================>..] - ETA: 3s - loss: 0.4091 - accuracy: 0.8110
298/316 [===========================>..] - ETA: 3s - loss: 0.4092 - accuracy: 0.8110
299/316 [===========================>..] - ETA: 3s - loss: 0.4093 - accuracy: 0.8110
300/316 [===========================>..] - ETA: 3s - loss: 0.4098 - accuracy: 0.8104
301/316 [===========================>..] - ETA: 3s - loss: 0.4103 - accuracy: 0.8100
302/316 [===========================>..] - ETA: 2s - loss: 0.4108 - accuracy: 0.8096
303/316 [===========================>..] - ETA: 2s - loss: 0.4107 - accuracy: 0.8100
304/316 [===========================>..] - ETA: 2s - loss: 0.4105 - accuracy: 0.8104
305/316 [===========================>..] - ETA: 2s - loss: 0.4099 - accuracy: 0.8109
306/316 [============================>.] - ETA: 2s - loss: 0.4096 - accuracy: 0.8111
307/316 [============================>.] - ETA: 1s - loss: 0.4102 - accuracy: 0.8105
308/316 [============================>.] - ETA: 1s - loss: 0.4101 - accuracy: 0.8107
309/316 [============================>.] - ETA: 1s - loss: 0.4106 - accuracy: 0.8105
310/316 [============================>.] - ETA: 1s - loss: 0.4104 - accuracy: 0.8105
311/316 [============================>.] - ETA: 1s - loss: 0.4102 - accuracy: 0.8105
312/316 [============================>.] - ETA: 0s - loss: 0.4101 - accuracy: 0.8107
313/316 [============================>.] - ETA: 0s - loss: 0.4099 - accuracy: 0.8111
314/316 [============================>.] - ETA: 0s - loss: 0.4094 - accuracy: 0.8113
315/316 [============================>.] - ETA: 0s - loss: 0.4096 - accuracy: 0.8113
316/316 [==============================] - 65s 205ms/step - loss: 0.4093 - accuracy: 0.8113

316/316 [==============================] - 69s 218ms/step - loss: 0.4093 - accuracy: 0.8113 - val_loss: 0.2326 - val_accuracy: 0.9231
Epoch 31/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.2217 - accuracy: 0.8750
  2/316 [..............................] - ETA: 59s - loss: 0.3766 - accuracy: 0.8438 
  3/316 [..............................] - ETA: 59s - loss: 0.4613 - accuracy: 0.7917
  4/316 [..............................] - ETA: 59s - loss: 0.4916 - accuracy: 0.7500
  5/316 [..............................] - ETA: 58s - loss: 0.4608 - accuracy: 0.7750
  6/316 [..............................] - ETA: 59s - loss: 0.4320 - accuracy: 0.7812
  7/316 [..............................] - ETA: 58s - loss: 0.3997 - accuracy: 0.8036
  8/316 [..............................] - ETA: 59s - loss: 0.4062 - accuracy: 0.8047
  9/316 [..............................] - ETA: 58s - loss: 0.3955 - accuracy: 0.8125
 10/316 [..............................] - ETA: 58s - loss: 0.3872 - accuracy: 0.8188
 11/316 [>.............................] - ETA: 58s - loss: 0.3921 - accuracy: 0.8182
 12/316 [>.............................] - ETA: 57s - loss: 0.4133 - accuracy: 0.8073
 13/316 [>.............................] - ETA: 57s - loss: 0.4167 - accuracy: 0.8029
 14/316 [>.............................] - ETA: 57s - loss: 0.4148 - accuracy: 0.7991
 15/316 [>.............................] - ETA: 57s - loss: 0.4090 - accuracy: 0.8000
 16/316 [>.............................] - ETA: 57s - loss: 0.3996 - accuracy: 0.8008
 17/316 [>.............................] - ETA: 57s - loss: 0.3979 - accuracy: 0.8015
 18/316 [>.............................] - ETA: 56s - loss: 0.3992 - accuracy: 0.7986
 19/316 [>.............................] - ETA: 56s - loss: 0.4103 - accuracy: 0.7993
 20/316 [>.............................] - ETA: 56s - loss: 0.4076 - accuracy: 0.8031
 21/316 [>.............................] - ETA: 56s - loss: 0.4098 - accuracy: 0.8006
 22/316 [=>............................] - ETA: 56s - loss: 0.4001 - accuracy: 0.8097
 23/316 [=>............................] - ETA: 55s - loss: 0.4083 - accuracy: 0.8071
 24/316 [=>............................] - ETA: 55s - loss: 0.4056 - accuracy: 0.8125
 25/316 [=>............................] - ETA: 55s - loss: 0.4049 - accuracy: 0.8125
 26/316 [=>............................] - ETA: 55s - loss: 0.4083 - accuracy: 0.8125
 27/316 [=>............................] - ETA: 54s - loss: 0.4024 - accuracy: 0.8148
 28/316 [=>............................] - ETA: 54s - loss: 0.4038 - accuracy: 0.8170
 29/316 [=>............................] - ETA: 54s - loss: 0.4034 - accuracy: 0.8147
 30/316 [=>............................] - ETA: 54s - loss: 0.4040 - accuracy: 0.8125
 31/316 [=>............................] - ETA: 54s - loss: 0.4030 - accuracy: 0.8125
 32/316 [==>...........................] - ETA: 57s - loss: 0.4007 - accuracy: 0.8145
 33/316 [==>...........................] - ETA: 1:00 - loss: 0.4103 - accuracy: 0.8087
 34/316 [==>...........................] - ETA: 1:00 - loss: 0.4197 - accuracy: 0.7996
 35/316 [==>...........................] - ETA: 59s - loss: 0.4160 - accuracy: 0.8036 
 36/316 [==>...........................] - ETA: 59s - loss: 0.4163 - accuracy: 0.8003
 37/316 [==>...........................] - ETA: 59s - loss: 0.4138 - accuracy: 0.8024
 38/316 [==>...........................] - ETA: 58s - loss: 0.4109 - accuracy: 0.8043
 39/316 [==>...........................] - ETA: 58s - loss: 0.4115 - accuracy: 0.8045
 40/316 [==>...........................] - ETA: 58s - loss: 0.4169 - accuracy: 0.8016
 41/316 [==>...........................] - ETA: 57s - loss: 0.4165 - accuracy: 0.8003
 42/316 [==>...........................] - ETA: 57s - loss: 0.4181 - accuracy: 0.7991
 43/316 [===>..........................] - ETA: 56s - loss: 0.4141 - accuracy: 0.8023
 44/316 [===>..........................] - ETA: 56s - loss: 0.4138 - accuracy: 0.8026
 45/316 [===>..........................] - ETA: 56s - loss: 0.4133 - accuracy: 0.8000
 46/316 [===>..........................] - ETA: 56s - loss: 0.4108 - accuracy: 0.8003
 47/316 [===>..........................] - ETA: 55s - loss: 0.4073 - accuracy: 0.8019
 48/316 [===>..........................] - ETA: 55s - loss: 0.4044 - accuracy: 0.8034
 49/316 [===>..........................] - ETA: 55s - loss: 0.4056 - accuracy: 0.8048
 50/316 [===>..........................] - ETA: 54s - loss: 0.4078 - accuracy: 0.8012
 51/316 [===>..........................] - ETA: 54s - loss: 0.4073 - accuracy: 0.8015
 52/316 [===>..........................] - ETA: 54s - loss: 0.4091 - accuracy: 0.7993
 53/316 [====>.........................] - ETA: 53s - loss: 0.4073 - accuracy: 0.8007
 54/316 [====>.........................] - ETA: 53s - loss: 0.4053 - accuracy: 0.8009
 55/316 [====>.........................] - ETA: 53s - loss: 0.4056 - accuracy: 0.8023
 56/316 [====>.........................] - ETA: 53s - loss: 0.4032 - accuracy: 0.8058
 57/316 [====>.........................] - ETA: 52s - loss: 0.4015 - accuracy: 0.8070
 58/316 [====>.........................] - ETA: 52s - loss: 0.4030 - accuracy: 0.8060
 59/316 [====>.........................] - ETA: 52s - loss: 0.4050 - accuracy: 0.8051
 60/316 [====>.........................] - ETA: 53s - loss: 0.4107 - accuracy: 0.8010
 61/316 [====>.........................] - ETA: 54s - loss: 0.4080 - accuracy: 0.8043
 62/316 [====>.........................] - ETA: 54s - loss: 0.4095 - accuracy: 0.8034
 63/316 [====>.........................] - ETA: 54s - loss: 0.4111 - accuracy: 0.8026
 64/316 [=====>........................] - ETA: 54s - loss: 0.4103 - accuracy: 0.8027
 65/316 [=====>........................] - ETA: 53s - loss: 0.4108 - accuracy: 0.8010
 66/316 [=====>........................] - ETA: 53s - loss: 0.4119 - accuracy: 0.8002
 67/316 [=====>........................] - ETA: 53s - loss: 0.4099 - accuracy: 0.8022
 68/316 [=====>........................] - ETA: 52s - loss: 0.4100 - accuracy: 0.8015
 69/316 [=====>........................] - ETA: 52s - loss: 0.4097 - accuracy: 0.8025
 70/316 [=====>........................] - ETA: 52s - loss: 0.4104 - accuracy: 0.8009
 71/316 [=====>........................] - ETA: 51s - loss: 0.4111 - accuracy: 0.7993
 72/316 [=====>........................] - ETA: 51s - loss: 0.4133 - accuracy: 0.7995
 73/316 [=====>........................] - ETA: 51s - loss: 0.4118 - accuracy: 0.7997
 74/316 [======>.......................] - ETA: 51s - loss: 0.4117 - accuracy: 0.7990
 75/316 [======>.......................] - ETA: 50s - loss: 0.4131 - accuracy: 0.7983
 76/316 [======>.......................] - ETA: 50s - loss: 0.4147 - accuracy: 0.7969
 77/316 [======>.......................] - ETA: 50s - loss: 0.4140 - accuracy: 0.7963
 78/316 [======>.......................] - ETA: 49s - loss: 0.4141 - accuracy: 0.7941
 79/316 [======>.......................] - ETA: 49s - loss: 0.4125 - accuracy: 0.7951
 80/316 [======>.......................] - ETA: 49s - loss: 0.4120 - accuracy: 0.7945
 81/316 [======>.......................] - ETA: 49s - loss: 0.4092 - accuracy: 0.7963
 82/316 [======>.......................] - ETA: 48s - loss: 0.4066 - accuracy: 0.7980
 83/316 [======>.......................] - ETA: 48s - loss: 0.4086 - accuracy: 0.7974
 84/316 [======>.......................] - ETA: 48s - loss: 0.4091 - accuracy: 0.7969
 85/316 [=======>......................] - ETA: 48s - loss: 0.4122 - accuracy: 0.7941
 86/316 [=======>......................] - ETA: 47s - loss: 0.4167 - accuracy: 0.7929
 87/316 [=======>......................] - ETA: 47s - loss: 0.4186 - accuracy: 0.7924
 88/316 [=======>......................] - ETA: 47s - loss: 0.4200 - accuracy: 0.7912
 89/316 [=======>......................] - ETA: 47s - loss: 0.4199 - accuracy: 0.7921
 90/316 [=======>......................] - ETA: 46s - loss: 0.4192 - accuracy: 0.7931
 91/316 [=======>......................] - ETA: 46s - loss: 0.4188 - accuracy: 0.7926
 92/316 [=======>......................] - ETA: 46s - loss: 0.4173 - accuracy: 0.7935
 93/316 [=======>......................] - ETA: 47s - loss: 0.4166 - accuracy: 0.7944
 94/316 [=======>......................] - ETA: 47s - loss: 0.4175 - accuracy: 0.7945
 95/316 [========>.....................] - ETA: 47s - loss: 0.4176 - accuracy: 0.7947
 96/316 [========>.....................] - ETA: 47s - loss: 0.4154 - accuracy: 0.7969
 97/316 [========>.....................] - ETA: 46s - loss: 0.4164 - accuracy: 0.7957
 98/316 [========>.....................] - ETA: 46s - loss: 0.4161 - accuracy: 0.7966
 99/316 [========>.....................] - ETA: 46s - loss: 0.4159 - accuracy: 0.7961
100/316 [========>.....................] - ETA: 46s - loss: 0.4155 - accuracy: 0.7969
101/316 [========>.....................] - ETA: 45s - loss: 0.4188 - accuracy: 0.7927
102/316 [========>.....................] - ETA: 45s - loss: 0.4193 - accuracy: 0.7911
103/316 [========>.....................] - ETA: 45s - loss: 0.4186 - accuracy: 0.7907
104/316 [========>.....................] - ETA: 44s - loss: 0.4176 - accuracy: 0.7927
105/316 [========>.....................] - ETA: 44s - loss: 0.4170 - accuracy: 0.7935
106/316 [=========>....................] - ETA: 44s - loss: 0.4157 - accuracy: 0.7948
107/316 [=========>....................] - ETA: 44s - loss: 0.4151 - accuracy: 0.7956
108/316 [=========>....................] - ETA: 44s - loss: 0.4133 - accuracy: 0.7969
109/316 [=========>....................] - ETA: 43s - loss: 0.4124 - accuracy: 0.7976
110/316 [=========>....................] - ETA: 43s - loss: 0.4124 - accuracy: 0.7977
111/316 [=========>....................] - ETA: 43s - loss: 0.4135 - accuracy: 0.7967
112/316 [=========>....................] - ETA: 42s - loss: 0.4139 - accuracy: 0.7969
113/316 [=========>....................] - ETA: 42s - loss: 0.4125 - accuracy: 0.7987
114/316 [=========>....................] - ETA: 42s - loss: 0.4117 - accuracy: 0.7988
115/316 [=========>....................] - ETA: 42s - loss: 0.4114 - accuracy: 0.7984
116/316 [==========>...................] - ETA: 42s - loss: 0.4107 - accuracy: 0.7990
117/316 [==========>...................] - ETA: 41s - loss: 0.4108 - accuracy: 0.7991
118/316 [==========>...................] - ETA: 41s - loss: 0.4115 - accuracy: 0.7982
119/316 [==========>...................] - ETA: 41s - loss: 0.4118 - accuracy: 0.7988
120/316 [==========>...................] - ETA: 41s - loss: 0.4115 - accuracy: 0.7995
121/316 [==========>...................] - ETA: 40s - loss: 0.4100 - accuracy: 0.8006
122/316 [==========>...................] - ETA: 40s - loss: 0.4101 - accuracy: 0.8007
123/316 [==========>...................] - ETA: 40s - loss: 0.4098 - accuracy: 0.8018
124/316 [==========>...................] - ETA: 40s - loss: 0.4084 - accuracy: 0.8024
125/316 [==========>...................] - ETA: 39s - loss: 0.4072 - accuracy: 0.8035
126/316 [==========>...................] - ETA: 39s - loss: 0.4084 - accuracy: 0.8026
127/316 [===========>..................] - ETA: 39s - loss: 0.4072 - accuracy: 0.8031
128/316 [===========>..................] - ETA: 39s - loss: 0.4069 - accuracy: 0.8037
129/316 [===========>..................] - ETA: 38s - loss: 0.4075 - accuracy: 0.8033
130/316 [===========>..................] - ETA: 38s - loss: 0.4067 - accuracy: 0.8043
131/316 [===========>..................] - ETA: 38s - loss: 0.4055 - accuracy: 0.8053
132/316 [===========>..................] - ETA: 38s - loss: 0.4051 - accuracy: 0.8049
133/316 [===========>..................] - ETA: 37s - loss: 0.4062 - accuracy: 0.8045
134/316 [===========>..................] - ETA: 37s - loss: 0.4060 - accuracy: 0.8036
135/316 [===========>..................] - ETA: 37s - loss: 0.4056 - accuracy: 0.8032
136/316 [===========>..................] - ETA: 37s - loss: 0.4051 - accuracy: 0.8038
137/316 [============>.................] - ETA: 37s - loss: 0.4039 - accuracy: 0.8047
138/316 [============>.................] - ETA: 36s - loss: 0.4036 - accuracy: 0.8048
139/316 [============>.................] - ETA: 36s - loss: 0.4025 - accuracy: 0.8058
140/316 [============>.................] - ETA: 36s - loss: 0.4040 - accuracy: 0.8049
141/316 [============>.................] - ETA: 36s - loss: 0.4024 - accuracy: 0.8059
142/316 [============>.................] - ETA: 36s - loss: 0.4038 - accuracy: 0.8055
143/316 [============>.................] - ETA: 36s - loss: 0.4027 - accuracy: 0.8064
144/316 [============>.................] - ETA: 36s - loss: 0.4072 - accuracy: 0.8043
145/316 [============>.................] - ETA: 36s - loss: 0.4080 - accuracy: 0.8043
146/316 [============>.................] - ETA: 35s - loss: 0.4096 - accuracy: 0.8035
147/316 [============>.................] - ETA: 35s - loss: 0.4091 - accuracy: 0.8040
148/316 [=============>................] - ETA: 35s - loss: 0.4103 - accuracy: 0.8036
149/316 [=============>................] - ETA: 35s - loss: 0.4101 - accuracy: 0.8037
150/316 [=============>................] - ETA: 34s - loss: 0.4095 - accuracy: 0.8042
151/316 [=============>................] - ETA: 34s - loss: 0.4091 - accuracy: 0.8042
152/316 [=============>................] - ETA: 34s - loss: 0.4089 - accuracy: 0.8043
153/316 [=============>................] - ETA: 34s - loss: 0.4087 - accuracy: 0.8043
154/316 [=============>................] - ETA: 34s - loss: 0.4082 - accuracy: 0.8052
155/316 [=============>................] - ETA: 33s - loss: 0.4098 - accuracy: 0.8040
156/316 [=============>................] - ETA: 33s - loss: 0.4096 - accuracy: 0.8041
157/316 [=============>................] - ETA: 33s - loss: 0.4088 - accuracy: 0.8049
158/316 [==============>...............] - ETA: 33s - loss: 0.4076 - accuracy: 0.8058
159/316 [==============>...............] - ETA: 32s - loss: 0.4086 - accuracy: 0.8050
160/316 [==============>...............] - ETA: 32s - loss: 0.4091 - accuracy: 0.8039
161/316 [==============>...............] - ETA: 32s - loss: 0.4107 - accuracy: 0.8040
162/316 [==============>...............] - ETA: 32s - loss: 0.4109 - accuracy: 0.8036
163/316 [==============>...............] - ETA: 31s - loss: 0.4103 - accuracy: 0.8041
164/316 [==============>...............] - ETA: 31s - loss: 0.4098 - accuracy: 0.8037
165/316 [==============>...............] - ETA: 31s - loss: 0.4092 - accuracy: 0.8042
166/316 [==============>...............] - ETA: 31s - loss: 0.4086 - accuracy: 0.8042
167/316 [==============>...............] - ETA: 31s - loss: 0.4086 - accuracy: 0.8039
168/316 [==============>...............] - ETA: 30s - loss: 0.4095 - accuracy: 0.8036
169/316 [===============>..............] - ETA: 30s - loss: 0.4102 - accuracy: 0.8029
170/316 [===============>..............] - ETA: 30s - loss: 0.4099 - accuracy: 0.8029
171/316 [===============>..............] - ETA: 30s - loss: 0.4108 - accuracy: 0.8026
172/316 [===============>..............] - ETA: 29s - loss: 0.4109 - accuracy: 0.8031
173/316 [===============>..............] - ETA: 29s - loss: 0.4116 - accuracy: 0.8020
174/316 [===============>..............] - ETA: 29s - loss: 0.4114 - accuracy: 0.8017
175/316 [===============>..............] - ETA: 29s - loss: 0.4116 - accuracy: 0.8011
176/316 [===============>..............] - ETA: 29s - loss: 0.4113 - accuracy: 0.8015
177/316 [===============>..............] - ETA: 29s - loss: 0.4112 - accuracy: 0.8016
178/316 [===============>..............] - ETA: 29s - loss: 0.4112 - accuracy: 0.8013
179/316 [===============>..............] - ETA: 29s - loss: 0.4103 - accuracy: 0.8024
180/316 [================>.............] - ETA: 28s - loss: 0.4108 - accuracy: 0.8014
181/316 [================>.............] - ETA: 28s - loss: 0.4101 - accuracy: 0.8018
182/316 [================>.............] - ETA: 28s - loss: 0.4093 - accuracy: 0.8025
183/316 [================>.............] - ETA: 28s - loss: 0.4090 - accuracy: 0.8026
184/316 [================>.............] - ETA: 27s - loss: 0.4094 - accuracy: 0.8023
185/316 [================>.............] - ETA: 27s - loss: 0.4102 - accuracy: 0.8024
186/316 [================>.............] - ETA: 27s - loss: 0.4105 - accuracy: 0.8024
187/316 [================>.............] - ETA: 27s - loss: 0.4092 - accuracy: 0.8035
188/316 [================>.............] - ETA: 26s - loss: 0.4118 - accuracy: 0.8012
189/316 [================>.............] - ETA: 26s - loss: 0.4113 - accuracy: 0.8013
190/316 [=================>............] - ETA: 26s - loss: 0.4114 - accuracy: 0.8007
191/316 [=================>............] - ETA: 26s - loss: 0.4110 - accuracy: 0.8007
192/316 [=================>............] - ETA: 26s - loss: 0.4115 - accuracy: 0.8008
193/316 [=================>............] - ETA: 25s - loss: 0.4121 - accuracy: 0.8005
194/316 [=================>............] - ETA: 25s - loss: 0.4113 - accuracy: 0.8006
195/316 [=================>............] - ETA: 25s - loss: 0.4112 - accuracy: 0.8006
196/316 [=================>............] - ETA: 25s - loss: 0.4109 - accuracy: 0.8010
197/316 [=================>............] - ETA: 24s - loss: 0.4106 - accuracy: 0.8011
198/316 [=================>............] - ETA: 24s - loss: 0.4109 - accuracy: 0.8008
199/316 [=================>............] - ETA: 24s - loss: 0.4106 - accuracy: 0.8012
200/316 [=================>............] - ETA: 24s - loss: 0.4098 - accuracy: 0.8019
201/316 [==================>...........] - ETA: 24s - loss: 0.4092 - accuracy: 0.8019
202/316 [==================>...........] - ETA: 23s - loss: 0.4104 - accuracy: 0.8014
203/316 [==================>...........] - ETA: 23s - loss: 0.4108 - accuracy: 0.8011
204/316 [==================>...........] - ETA: 23s - loss: 0.4115 - accuracy: 0.8002
205/316 [==================>...........] - ETA: 23s - loss: 0.4111 - accuracy: 0.8003
206/316 [==================>...........] - ETA: 22s - loss: 0.4112 - accuracy: 0.8001
207/316 [==================>...........] - ETA: 22s - loss: 0.4117 - accuracy: 0.7995
208/316 [==================>...........] - ETA: 22s - loss: 0.4110 - accuracy: 0.7999
209/316 [==================>...........] - ETA: 22s - loss: 0.4113 - accuracy: 0.7996
210/316 [==================>...........] - ETA: 22s - loss: 0.4116 - accuracy: 0.7991
211/316 [===================>..........] - ETA: 22s - loss: 0.4120 - accuracy: 0.7989
212/316 [===================>..........] - ETA: 22s - loss: 0.4120 - accuracy: 0.7986
213/316 [===================>..........] - ETA: 21s - loss: 0.4130 - accuracy: 0.7981
214/316 [===================>..........] - ETA: 21s - loss: 0.4134 - accuracy: 0.7976
215/316 [===================>..........] - ETA: 21s - loss: 0.4136 - accuracy: 0.7971
216/316 [===================>..........] - ETA: 21s - loss: 0.4141 - accuracy: 0.7966
217/316 [===================>..........] - ETA: 20s - loss: 0.4137 - accuracy: 0.7967
218/316 [===================>..........] - ETA: 20s - loss: 0.4136 - accuracy: 0.7970
219/316 [===================>..........] - ETA: 20s - loss: 0.4135 - accuracy: 0.7971
220/316 [===================>..........] - ETA: 20s - loss: 0.4125 - accuracy: 0.7980
221/316 [===================>..........] - ETA: 20s - loss: 0.4131 - accuracy: 0.7975
222/316 [====================>.........] - ETA: 19s - loss: 0.4131 - accuracy: 0.7973
223/316 [====================>.........] - ETA: 19s - loss: 0.4130 - accuracy: 0.7976
224/316 [====================>.........] - ETA: 19s - loss: 0.4127 - accuracy: 0.7974
225/316 [====================>.........] - ETA: 19s - loss: 0.4123 - accuracy: 0.7978
226/316 [====================>.........] - ETA: 19s - loss: 0.4115 - accuracy: 0.7984
227/316 [====================>.........] - ETA: 19s - loss: 0.4113 - accuracy: 0.7985
228/316 [====================>.........] - ETA: 18s - loss: 0.4114 - accuracy: 0.7982
229/316 [====================>.........] - ETA: 18s - loss: 0.4120 - accuracy: 0.7986
230/316 [====================>.........] - ETA: 18s - loss: 0.4119 - accuracy: 0.7984
231/316 [====================>.........] - ETA: 18s - loss: 0.4111 - accuracy: 0.7990
232/316 [=====================>........] - ETA: 17s - loss: 0.4109 - accuracy: 0.7990
233/316 [=====================>........] - ETA: 17s - loss: 0.4099 - accuracy: 0.7991
234/316 [=====================>........] - ETA: 17s - loss: 0.4107 - accuracy: 0.7989
235/316 [=====================>........] - ETA: 17s - loss: 0.4114 - accuracy: 0.7984
236/316 [=====================>........] - ETA: 17s - loss: 0.4122 - accuracy: 0.7979
237/316 [=====================>........] - ETA: 16s - loss: 0.4117 - accuracy: 0.7983
238/316 [=====================>........] - ETA: 16s - loss: 0.4113 - accuracy: 0.7983
239/316 [=====================>........] - ETA: 16s - loss: 0.4101 - accuracy: 0.7989
240/316 [=====================>........] - ETA: 16s - loss: 0.4118 - accuracy: 0.7982
241/316 [=====================>........] - ETA: 15s - loss: 0.4122 - accuracy: 0.7982
242/316 [=====================>........] - ETA: 15s - loss: 0.4125 - accuracy: 0.7983
243/316 [======================>.......] - ETA: 15s - loss: 0.4132 - accuracy: 0.7981
244/316 [======================>.......] - ETA: 15s - loss: 0.4139 - accuracy: 0.7976
245/316 [======================>.......] - ETA: 15s - loss: 0.4133 - accuracy: 0.7977
246/316 [======================>.......] - ETA: 15s - loss: 0.4134 - accuracy: 0.7978
247/316 [======================>.......] - ETA: 14s - loss: 0.4134 - accuracy: 0.7976
248/316 [======================>.......] - ETA: 14s - loss: 0.4143 - accuracy: 0.7976
249/316 [======================>.......] - ETA: 14s - loss: 0.4147 - accuracy: 0.7972
250/316 [======================>.......] - ETA: 14s - loss: 0.4144 - accuracy: 0.7972
251/316 [======================>.......] - ETA: 13s - loss: 0.4143 - accuracy: 0.7968
252/316 [======================>.......] - ETA: 13s - loss: 0.4153 - accuracy: 0.7959
253/316 [=======================>......] - ETA: 13s - loss: 0.4147 - accuracy: 0.7964
254/316 [=======================>......] - ETA: 13s - loss: 0.4145 - accuracy: 0.7968
255/316 [=======================>......] - ETA: 13s - loss: 0.4142 - accuracy: 0.7971
256/316 [=======================>......] - ETA: 12s - loss: 0.4148 - accuracy: 0.7971
257/316 [=======================>......] - ETA: 12s - loss: 0.4149 - accuracy: 0.7969
258/316 [=======================>......] - ETA: 12s - loss: 0.4149 - accuracy: 0.7968
259/316 [=======================>......] - ETA: 12s - loss: 0.4148 - accuracy: 0.7966
260/316 [=======================>......] - ETA: 12s - loss: 0.4147 - accuracy: 0.7966
261/316 [=======================>......] - ETA: 11s - loss: 0.4144 - accuracy: 0.7972
262/316 [=======================>......] - ETA: 11s - loss: 0.4143 - accuracy: 0.7972
263/316 [=======================>......] - ETA: 11s - loss: 0.4139 - accuracy: 0.7975
264/316 [========================>.....] - ETA: 11s - loss: 0.4136 - accuracy: 0.7978
265/316 [========================>.....] - ETA: 11s - loss: 0.4129 - accuracy: 0.7983
266/316 [========================>.....] - ETA: 10s - loss: 0.4123 - accuracy: 0.7989
267/316 [========================>.....] - ETA: 10s - loss: 0.4125 - accuracy: 0.7985
268/316 [========================>.....] - ETA: 10s - loss: 0.4121 - accuracy: 0.7990
269/316 [========================>.....] - ETA: 10s - loss: 0.4124 - accuracy: 0.7986
270/316 [========================>.....] - ETA: 9s - loss: 0.4121 - accuracy: 0.7988 
271/316 [========================>.....] - ETA: 9s - loss: 0.4129 - accuracy: 0.7987
272/316 [========================>.....] - ETA: 9s - loss: 0.4121 - accuracy: 0.7989
273/316 [========================>.....] - ETA: 9s - loss: 0.4129 - accuracy: 0.7985
274/316 [=========================>....] - ETA: 9s - loss: 0.4134 - accuracy: 0.7988
275/316 [=========================>....] - ETA: 8s - loss: 0.4134 - accuracy: 0.7989
276/316 [=========================>....] - ETA: 8s - loss: 0.4129 - accuracy: 0.7994
277/316 [=========================>....] - ETA: 8s - loss: 0.4131 - accuracy: 0.7992
278/316 [=========================>....] - ETA: 8s - loss: 0.4124 - accuracy: 0.7995
279/316 [=========================>....] - ETA: 7s - loss: 0.4125 - accuracy: 0.7995
280/316 [=========================>....] - ETA: 7s - loss: 0.4122 - accuracy: 0.7998
281/316 [=========================>....] - ETA: 7s - loss: 0.4118 - accuracy: 0.8000
282/316 [=========================>....] - ETA: 7s - loss: 0.4118 - accuracy: 0.8001
283/316 [=========================>....] - ETA: 7s - loss: 0.4122 - accuracy: 0.7997
284/316 [=========================>....] - ETA: 6s - loss: 0.4122 - accuracy: 0.8002
285/316 [==========================>...] - ETA: 6s - loss: 0.4126 - accuracy: 0.8000
286/316 [==========================>...] - ETA: 6s - loss: 0.4126 - accuracy: 0.8000
287/316 [==========================>...] - ETA: 6s - loss: 0.4121 - accuracy: 0.8003
288/316 [==========================>...] - ETA: 6s - loss: 0.4120 - accuracy: 0.8006
289/316 [==========================>...] - ETA: 5s - loss: 0.4120 - accuracy: 0.8008
290/316 [==========================>...] - ETA: 5s - loss: 0.4128 - accuracy: 0.8002
291/316 [==========================>...] - ETA: 5s - loss: 0.4122 - accuracy: 0.8007
292/316 [==========================>...] - ETA: 5s - loss: 0.4118 - accuracy: 0.8012
293/316 [==========================>...] - ETA: 4s - loss: 0.4118 - accuracy: 0.8012
294/316 [==========================>...] - ETA: 4s - loss: 0.4118 - accuracy: 0.8012
295/316 [===========================>..] - ETA: 4s - loss: 0.4115 - accuracy: 0.8013
296/316 [===========================>..] - ETA: 4s - loss: 0.4111 - accuracy: 0.8017
297/316 [===========================>..] - ETA: 4s - loss: 0.4118 - accuracy: 0.8013
298/316 [===========================>..] - ETA: 3s - loss: 0.4111 - accuracy: 0.8018
299/316 [===========================>..] - ETA: 3s - loss: 0.4110 - accuracy: 0.8016
300/316 [===========================>..] - ETA: 3s - loss: 0.4110 - accuracy: 0.8015
301/316 [===========================>..] - ETA: 3s - loss: 0.4103 - accuracy: 0.8019
302/316 [===========================>..] - ETA: 3s - loss: 0.4106 - accuracy: 0.8015
303/316 [===========================>..] - ETA: 2s - loss: 0.4106 - accuracy: 0.8016
304/316 [===========================>..] - ETA: 2s - loss: 0.4106 - accuracy: 0.8018
305/316 [===========================>..] - ETA: 2s - loss: 0.4103 - accuracy: 0.8020
306/316 [============================>.] - ETA: 2s - loss: 0.4097 - accuracy: 0.8023
307/316 [============================>.] - ETA: 1s - loss: 0.4106 - accuracy: 0.8021
308/316 [============================>.] - ETA: 1s - loss: 0.4102 - accuracy: 0.8026
309/316 [============================>.] - ETA: 1s - loss: 0.4102 - accuracy: 0.8020
310/316 [============================>.] - ETA: 1s - loss: 0.4098 - accuracy: 0.8022
311/316 [============================>.] - ETA: 1s - loss: 0.4092 - accuracy: 0.8025
312/316 [============================>.] - ETA: 0s - loss: 0.4092 - accuracy: 0.8023
313/316 [============================>.] - ETA: 0s - loss: 0.4088 - accuracy: 0.8027
314/316 [============================>.] - ETA: 0s - loss: 0.4088 - accuracy: 0.8025
315/316 [============================>.] - ETA: 0s - loss: 0.4081 - accuracy: 0.8030
316/316 [==============================] - 69s 217ms/step - loss: 0.4078 - accuracy: 0.8032

316/316 [==============================] - 72s 229ms/step - loss: 0.4078 - accuracy: 0.8032 - val_loss: 0.1992 - val_accuracy: 0.9168
Epoch 32/100

  1/316 [..............................] - ETA: 1:02 - loss: 0.7644 - accuracy: 0.6875
  2/316 [..............................] - ETA: 59s - loss: 0.6315 - accuracy: 0.6875 
  3/316 [..............................] - ETA: 1:01 - loss: 0.6908 - accuracy: 0.6875
  4/316 [..............................] - ETA: 1:00 - loss: 0.5870 - accuracy: 0.7500
  5/316 [..............................] - ETA: 59s - loss: 0.5776 - accuracy: 0.7625 
  6/316 [..............................] - ETA: 59s - loss: 0.5440 - accuracy: 0.7708
  7/316 [..............................] - ETA: 58s - loss: 0.5088 - accuracy: 0.7857
  8/316 [..............................] - ETA: 58s - loss: 0.4951 - accuracy: 0.7891
  9/316 [..............................] - ETA: 58s - loss: 0.4767 - accuracy: 0.7986
 10/316 [..............................] - ETA: 58s - loss: 0.4499 - accuracy: 0.8188
 11/316 [>.............................] - ETA: 58s - loss: 0.4285 - accuracy: 0.8295
 12/316 [>.............................] - ETA: 58s - loss: 0.4352 - accuracy: 0.8177
 13/316 [>.............................] - ETA: 57s - loss: 0.4552 - accuracy: 0.8125
 14/316 [>.............................] - ETA: 57s - loss: 0.4424 - accuracy: 0.8170
 15/316 [>.............................] - ETA: 57s - loss: 0.4480 - accuracy: 0.8167
 16/316 [>.............................] - ETA: 57s - loss: 0.4415 - accuracy: 0.8203
 17/316 [>.............................] - ETA: 57s - loss: 0.4502 - accuracy: 0.8088
 18/316 [>.............................] - ETA: 57s - loss: 0.4506 - accuracy: 0.8021
 19/316 [>.............................] - ETA: 56s - loss: 0.4491 - accuracy: 0.7993
 20/316 [>.............................] - ETA: 56s - loss: 0.4470 - accuracy: 0.8000
 21/316 [>.............................] - ETA: 56s - loss: 0.4350 - accuracy: 0.8095
 22/316 [=>............................] - ETA: 55s - loss: 0.4220 - accuracy: 0.8182
 23/316 [=>............................] - ETA: 55s - loss: 0.4176 - accuracy: 0.8207
 24/316 [=>............................] - ETA: 55s - loss: 0.4125 - accuracy: 0.8229
 25/316 [=>............................] - ETA: 55s - loss: 0.4090 - accuracy: 0.8225
 26/316 [=>............................] - ETA: 55s - loss: 0.4085 - accuracy: 0.8197
 27/316 [=>............................] - ETA: 55s - loss: 0.4145 - accuracy: 0.8218
 28/316 [=>............................] - ETA: 54s - loss: 0.4181 - accuracy: 0.8214
 29/316 [=>............................] - ETA: 54s - loss: 0.4104 - accuracy: 0.8254
 30/316 [=>............................] - ETA: 54s - loss: 0.4077 - accuracy: 0.8271
 31/316 [=>............................] - ETA: 54s - loss: 0.4088 - accuracy: 0.8266
 32/316 [==>...........................] - ETA: 54s - loss: 0.4097 - accuracy: 0.8262
 33/316 [==>...........................] - ETA: 54s - loss: 0.4071 - accuracy: 0.8258
 34/316 [==>...........................] - ETA: 53s - loss: 0.4086 - accuracy: 0.8254
 35/316 [==>...........................] - ETA: 53s - loss: 0.4066 - accuracy: 0.8286
 36/316 [==>...........................] - ETA: 53s - loss: 0.4106 - accuracy: 0.8247
 37/316 [==>...........................] - ETA: 53s - loss: 0.4123 - accuracy: 0.8209
 38/316 [==>...........................] - ETA: 53s - loss: 0.4119 - accuracy: 0.8191
 39/316 [==>...........................] - ETA: 52s - loss: 0.4186 - accuracy: 0.8173
 40/316 [==>...........................] - ETA: 52s - loss: 0.4201 - accuracy: 0.8156
 41/316 [==>...........................] - ETA: 52s - loss: 0.4166 - accuracy: 0.8171
 42/316 [==>...........................] - ETA: 52s - loss: 0.4150 - accuracy: 0.8155
 43/316 [===>..........................] - ETA: 52s - loss: 0.4128 - accuracy: 0.8169
 44/316 [===>..........................] - ETA: 51s - loss: 0.4110 - accuracy: 0.8196
 45/316 [===>..........................] - ETA: 51s - loss: 0.4118 - accuracy: 0.8167
 46/316 [===>..........................] - ETA: 51s - loss: 0.4121 - accuracy: 0.8179
 47/316 [===>..........................] - ETA: 51s - loss: 0.4087 - accuracy: 0.8205
 48/316 [===>..........................] - ETA: 51s - loss: 0.4092 - accuracy: 0.8203
 49/316 [===>..........................] - ETA: 50s - loss: 0.4096 - accuracy: 0.8214
 50/316 [===>..........................] - ETA: 50s - loss: 0.4053 - accuracy: 0.8225
 51/316 [===>..........................] - ETA: 50s - loss: 0.4037 - accuracy: 0.8235
 52/316 [===>..........................] - ETA: 50s - loss: 0.3986 - accuracy: 0.8269
 53/316 [====>.........................] - ETA: 50s - loss: 0.3992 - accuracy: 0.8267
 54/316 [====>.........................] - ETA: 49s - loss: 0.3977 - accuracy: 0.8275
 55/316 [====>.........................] - ETA: 49s - loss: 0.3982 - accuracy: 0.8250
 56/316 [====>.........................] - ETA: 49s - loss: 0.4013 - accuracy: 0.8259
 57/316 [====>.........................] - ETA: 49s - loss: 0.4009 - accuracy: 0.8257
 58/316 [====>.........................] - ETA: 49s - loss: 0.4009 - accuracy: 0.8244
 59/316 [====>.........................] - ETA: 49s - loss: 0.3990 - accuracy: 0.8252
 60/316 [====>.........................] - ETA: 50s - loss: 0.4068 - accuracy: 0.8208
 61/316 [====>.........................] - ETA: 51s - loss: 0.4044 - accuracy: 0.8207
 62/316 [====>.........................] - ETA: 51s - loss: 0.4020 - accuracy: 0.8216
 63/316 [====>.........................] - ETA: 51s - loss: 0.3991 - accuracy: 0.8234
 64/316 [=====>........................] - ETA: 51s - loss: 0.4070 - accuracy: 0.8174
 65/316 [=====>........................] - ETA: 50s - loss: 0.4081 - accuracy: 0.8154
 66/316 [=====>........................] - ETA: 50s - loss: 0.4072 - accuracy: 0.8153
 67/316 [=====>........................] - ETA: 50s - loss: 0.4083 - accuracy: 0.8144
 68/316 [=====>........................] - ETA: 50s - loss: 0.4063 - accuracy: 0.8153
 69/316 [=====>........................] - ETA: 49s - loss: 0.4066 - accuracy: 0.8152
 70/316 [=====>........................] - ETA: 49s - loss: 0.4072 - accuracy: 0.8143
 71/316 [=====>........................] - ETA: 49s - loss: 0.4079 - accuracy: 0.8125
 72/316 [=====>........................] - ETA: 49s - loss: 0.4081 - accuracy: 0.8125
 73/316 [=====>........................] - ETA: 48s - loss: 0.4067 - accuracy: 0.8125
 74/316 [======>.......................] - ETA: 48s - loss: 0.4040 - accuracy: 0.8142
 75/316 [======>.......................] - ETA: 48s - loss: 0.4056 - accuracy: 0.8117
 76/316 [======>.......................] - ETA: 48s - loss: 0.4053 - accuracy: 0.8117
 77/316 [======>.......................] - ETA: 47s - loss: 0.4049 - accuracy: 0.8125
 78/316 [======>.......................] - ETA: 47s - loss: 0.4047 - accuracy: 0.8125
 79/316 [======>.......................] - ETA: 47s - loss: 0.4029 - accuracy: 0.8133
 80/316 [======>.......................] - ETA: 47s - loss: 0.4013 - accuracy: 0.8148
 81/316 [======>.......................] - ETA: 47s - loss: 0.4019 - accuracy: 0.8133
 82/316 [======>.......................] - ETA: 46s - loss: 0.4040 - accuracy: 0.8110
 83/316 [======>.......................] - ETA: 46s - loss: 0.4012 - accuracy: 0.8125
 84/316 [======>.......................] - ETA: 46s - loss: 0.4020 - accuracy: 0.8118
 85/316 [=======>......................] - ETA: 46s - loss: 0.4034 - accuracy: 0.8125
 86/316 [=======>......................] - ETA: 45s - loss: 0.4038 - accuracy: 0.8125
 87/316 [=======>......................] - ETA: 45s - loss: 0.4049 - accuracy: 0.8118
 88/316 [=======>......................] - ETA: 45s - loss: 0.4040 - accuracy: 0.8118
 89/316 [=======>......................] - ETA: 45s - loss: 0.4043 - accuracy: 0.8111
 90/316 [=======>......................] - ETA: 44s - loss: 0.4033 - accuracy: 0.8125
 91/316 [=======>......................] - ETA: 44s - loss: 0.4025 - accuracy: 0.8125
 92/316 [=======>......................] - ETA: 44s - loss: 0.4014 - accuracy: 0.8132
 93/316 [=======>......................] - ETA: 44s - loss: 0.4023 - accuracy: 0.8125
 94/316 [=======>......................] - ETA: 44s - loss: 0.4007 - accuracy: 0.8138
 95/316 [========>.....................] - ETA: 43s - loss: 0.4018 - accuracy: 0.8138
 96/316 [========>.....................] - ETA: 43s - loss: 0.4022 - accuracy: 0.8132
 97/316 [========>.....................] - ETA: 43s - loss: 0.4013 - accuracy: 0.8131
 98/316 [========>.....................] - ETA: 43s - loss: 0.4045 - accuracy: 0.8131
 99/316 [========>.....................] - ETA: 44s - loss: 0.4032 - accuracy: 0.8138
100/316 [========>.....................] - ETA: 44s - loss: 0.4031 - accuracy: 0.8150
101/316 [========>.....................] - ETA: 44s - loss: 0.4034 - accuracy: 0.8144
102/316 [========>.....................] - ETA: 43s - loss: 0.4005 - accuracy: 0.8162
103/316 [========>.....................] - ETA: 43s - loss: 0.4015 - accuracy: 0.8155
104/316 [========>.....................] - ETA: 43s - loss: 0.3996 - accuracy: 0.8161
105/316 [========>.....................] - ETA: 43s - loss: 0.4038 - accuracy: 0.8149
106/316 [=========>....................] - ETA: 43s - loss: 0.4057 - accuracy: 0.8137
107/316 [=========>....................] - ETA: 42s - loss: 0.4056 - accuracy: 0.8143
108/316 [=========>....................] - ETA: 42s - loss: 0.4057 - accuracy: 0.8137
109/316 [=========>....................] - ETA: 42s - loss: 0.4048 - accuracy: 0.8136
110/316 [=========>....................] - ETA: 42s - loss: 0.4036 - accuracy: 0.8148
111/316 [=========>....................] - ETA: 41s - loss: 0.4031 - accuracy: 0.8148
112/316 [=========>....................] - ETA: 41s - loss: 0.4046 - accuracy: 0.8131
113/316 [=========>....................] - ETA: 41s - loss: 0.4046 - accuracy: 0.8125
114/316 [=========>....................] - ETA: 41s - loss: 0.4047 - accuracy: 0.8120
115/316 [=========>....................] - ETA: 40s - loss: 0.4046 - accuracy: 0.8120
116/316 [==========>...................] - ETA: 40s - loss: 0.4032 - accuracy: 0.8130
117/316 [==========>...................] - ETA: 40s - loss: 0.4042 - accuracy: 0.8120
118/316 [==========>...................] - ETA: 40s - loss: 0.4034 - accuracy: 0.8125
119/316 [==========>...................] - ETA: 40s - loss: 0.4024 - accuracy: 0.8136
120/316 [==========>...................] - ETA: 39s - loss: 0.4028 - accuracy: 0.8130
121/316 [==========>...................] - ETA: 39s - loss: 0.4043 - accuracy: 0.8125
122/316 [==========>...................] - ETA: 39s - loss: 0.4039 - accuracy: 0.8125
123/316 [==========>...................] - ETA: 39s - loss: 0.4027 - accuracy: 0.8135
124/316 [==========>...................] - ETA: 38s - loss: 0.4026 - accuracy: 0.8135
125/316 [==========>...................] - ETA: 38s - loss: 0.4019 - accuracy: 0.8140
126/316 [==========>...................] - ETA: 39s - loss: 0.4015 - accuracy: 0.8145
127/316 [===========>..................] - ETA: 39s - loss: 0.4018 - accuracy: 0.8145
128/316 [===========>..................] - ETA: 39s - loss: 0.4016 - accuracy: 0.8140
129/316 [===========>..................] - ETA: 38s - loss: 0.4010 - accuracy: 0.8144
130/316 [===========>..................] - ETA: 38s - loss: 0.4025 - accuracy: 0.8130
131/316 [===========>..................] - ETA: 38s - loss: 0.4027 - accuracy: 0.8125
132/316 [===========>..................] - ETA: 38s - loss: 0.4022 - accuracy: 0.8125
133/316 [===========>..................] - ETA: 38s - loss: 0.4019 - accuracy: 0.8116
134/316 [===========>..................] - ETA: 37s - loss: 0.4027 - accuracy: 0.8111
135/316 [===========>..................] - ETA: 37s - loss: 0.4048 - accuracy: 0.8093
136/316 [===========>..................] - ETA: 37s - loss: 0.4047 - accuracy: 0.8093
137/316 [============>.................] - ETA: 37s - loss: 0.4038 - accuracy: 0.8098
138/316 [============>.................] - ETA: 36s - loss: 0.4036 - accuracy: 0.8098
139/316 [============>.................] - ETA: 36s - loss: 0.4036 - accuracy: 0.8098
140/316 [============>.................] - ETA: 36s - loss: 0.4033 - accuracy: 0.8094
141/316 [============>.................] - ETA: 36s - loss: 0.4030 - accuracy: 0.8094
142/316 [============>.................] - ETA: 35s - loss: 0.4029 - accuracy: 0.8094
143/316 [============>.................] - ETA: 35s - loss: 0.4037 - accuracy: 0.8086
144/316 [============>.................] - ETA: 35s - loss: 0.4037 - accuracy: 0.8086
145/316 [============>.................] - ETA: 35s - loss: 0.4020 - accuracy: 0.8095
146/316 [============>.................] - ETA: 35s - loss: 0.4041 - accuracy: 0.8078
147/316 [============>.................] - ETA: 34s - loss: 0.4038 - accuracy: 0.8078
148/316 [=============>................] - ETA: 34s - loss: 0.4043 - accuracy: 0.8074
149/316 [=============>................] - ETA: 34s - loss: 0.4042 - accuracy: 0.8079
150/316 [=============>................] - ETA: 34s - loss: 0.4031 - accuracy: 0.8087
151/316 [=============>................] - ETA: 33s - loss: 0.4027 - accuracy: 0.8092
152/316 [=============>................] - ETA: 33s - loss: 0.4027 - accuracy: 0.8088
153/316 [=============>................] - ETA: 33s - loss: 0.4022 - accuracy: 0.8092
154/316 [=============>................] - ETA: 33s - loss: 0.4025 - accuracy: 0.8088
155/316 [=============>................] - ETA: 33s - loss: 0.4030 - accuracy: 0.8089
156/316 [=============>................] - ETA: 32s - loss: 0.4033 - accuracy: 0.8089
157/316 [=============>................] - ETA: 32s - loss: 0.4030 - accuracy: 0.8093
158/316 [==============>...............] - ETA: 32s - loss: 0.4037 - accuracy: 0.8093
159/316 [==============>...............] - ETA: 32s - loss: 0.4035 - accuracy: 0.8090
160/316 [==============>...............] - ETA: 31s - loss: 0.4035 - accuracy: 0.8090
161/316 [==============>...............] - ETA: 31s - loss: 0.4034 - accuracy: 0.8090
162/316 [==============>...............] - ETA: 31s - loss: 0.4048 - accuracy: 0.8086
163/316 [==============>...............] - ETA: 31s - loss: 0.4042 - accuracy: 0.8087
164/316 [==============>...............] - ETA: 31s - loss: 0.4040 - accuracy: 0.8087
165/316 [==============>...............] - ETA: 30s - loss: 0.4040 - accuracy: 0.8087
166/316 [==============>...............] - ETA: 30s - loss: 0.4042 - accuracy: 0.8087
167/316 [==============>...............] - ETA: 30s - loss: 0.4041 - accuracy: 0.8088
168/316 [==============>...............] - ETA: 30s - loss: 0.4049 - accuracy: 0.8077
169/316 [===============>..............] - ETA: 30s - loss: 0.4043 - accuracy: 0.8081
170/316 [===============>..............] - ETA: 29s - loss: 0.4049 - accuracy: 0.8085
171/316 [===============>..............] - ETA: 29s - loss: 0.4044 - accuracy: 0.8088
172/316 [===============>..............] - ETA: 29s - loss: 0.4039 - accuracy: 0.8092
173/316 [===============>..............] - ETA: 29s - loss: 0.4038 - accuracy: 0.8092
174/316 [===============>..............] - ETA: 28s - loss: 0.4035 - accuracy: 0.8096
175/316 [===============>..............] - ETA: 29s - loss: 0.4032 - accuracy: 0.8096
176/316 [===============>..............] - ETA: 29s - loss: 0.4035 - accuracy: 0.8100
177/316 [===============>..............] - ETA: 28s - loss: 0.4044 - accuracy: 0.8093
178/316 [===============>..............] - ETA: 28s - loss: 0.4032 - accuracy: 0.8100
179/316 [===============>..............] - ETA: 28s - loss: 0.4035 - accuracy: 0.8097
180/316 [================>.............] - ETA: 28s - loss: 0.4033 - accuracy: 0.8097
181/316 [================>.............] - ETA: 28s - loss: 0.4031 - accuracy: 0.8094
182/316 [================>.............] - ETA: 27s - loss: 0.4039 - accuracy: 0.8087
183/316 [================>.............] - ETA: 27s - loss: 0.4034 - accuracy: 0.8091
184/316 [================>.............] - ETA: 27s - loss: 0.4033 - accuracy: 0.8091
185/316 [================>.............] - ETA: 27s - loss: 0.4035 - accuracy: 0.8091
186/316 [================>.............] - ETA: 26s - loss: 0.4028 - accuracy: 0.8095
187/316 [================>.............] - ETA: 26s - loss: 0.4030 - accuracy: 0.8095
188/316 [================>.............] - ETA: 26s - loss: 0.4027 - accuracy: 0.8098
189/316 [================>.............] - ETA: 26s - loss: 0.4019 - accuracy: 0.8099
190/316 [=================>............] - ETA: 26s - loss: 0.4023 - accuracy: 0.8095
191/316 [=================>............] - ETA: 25s - loss: 0.4017 - accuracy: 0.8102
192/316 [=================>............] - ETA: 25s - loss: 0.4015 - accuracy: 0.8099
193/316 [=================>............] - ETA: 25s - loss: 0.4011 - accuracy: 0.8102
194/316 [=================>............] - ETA: 25s - loss: 0.4001 - accuracy: 0.8109
195/316 [=================>............] - ETA: 24s - loss: 0.4007 - accuracy: 0.8106
196/316 [=================>............] - ETA: 24s - loss: 0.4014 - accuracy: 0.8099
197/316 [=================>............] - ETA: 24s - loss: 0.4020 - accuracy: 0.8093
198/316 [=================>............] - ETA: 24s - loss: 0.4019 - accuracy: 0.8093
199/316 [=================>............] - ETA: 24s - loss: 0.4010 - accuracy: 0.8097
200/316 [=================>............] - ETA: 23s - loss: 0.4009 - accuracy: 0.8097
201/316 [==================>...........] - ETA: 23s - loss: 0.4008 - accuracy: 0.8097
202/316 [==================>...........] - ETA: 23s - loss: 0.4005 - accuracy: 0.8100
203/316 [==================>...........] - ETA: 23s - loss: 0.4005 - accuracy: 0.8097
204/316 [==================>...........] - ETA: 23s - loss: 0.4006 - accuracy: 0.8097
205/316 [==================>...........] - ETA: 22s - loss: 0.4005 - accuracy: 0.8098
206/316 [==================>...........] - ETA: 22s - loss: 0.4011 - accuracy: 0.8092
207/316 [==================>...........] - ETA: 22s - loss: 0.4015 - accuracy: 0.8089
208/316 [==================>...........] - ETA: 22s - loss: 0.4017 - accuracy: 0.8086
209/316 [==================>...........] - ETA: 22s - loss: 0.4025 - accuracy: 0.8080
210/316 [==================>...........] - ETA: 22s - loss: 0.4020 - accuracy: 0.8083
211/316 [===================>..........] - ETA: 21s - loss: 0.4025 - accuracy: 0.8081
212/316 [===================>..........] - ETA: 21s - loss: 0.4030 - accuracy: 0.8081
213/316 [===================>..........] - ETA: 21s - loss: 0.4032 - accuracy: 0.8081
214/316 [===================>..........] - ETA: 21s - loss: 0.4031 - accuracy: 0.8081
215/316 [===================>..........] - ETA: 21s - loss: 0.4032 - accuracy: 0.8084
216/316 [===================>..........] - ETA: 20s - loss: 0.4024 - accuracy: 0.8090
217/316 [===================>..........] - ETA: 20s - loss: 0.4021 - accuracy: 0.8093
218/316 [===================>..........] - ETA: 20s - loss: 0.4019 - accuracy: 0.8096
219/316 [===================>..........] - ETA: 20s - loss: 0.4018 - accuracy: 0.8099
220/316 [===================>..........] - ETA: 19s - loss: 0.4020 - accuracy: 0.8097
221/316 [===================>..........] - ETA: 19s - loss: 0.4022 - accuracy: 0.8097
222/316 [====================>.........] - ETA: 19s - loss: 0.4031 - accuracy: 0.8094
223/316 [====================>.........] - ETA: 19s - loss: 0.4043 - accuracy: 0.8089
224/316 [====================>.........] - ETA: 19s - loss: 0.4035 - accuracy: 0.8092
225/316 [====================>.........] - ETA: 18s - loss: 0.4043 - accuracy: 0.8083
226/316 [====================>.........] - ETA: 18s - loss: 0.4051 - accuracy: 0.8078
227/316 [====================>.........] - ETA: 18s - loss: 0.4050 - accuracy: 0.8078
228/316 [====================>.........] - ETA: 18s - loss: 0.4049 - accuracy: 0.8081
229/316 [====================>.........] - ETA: 18s - loss: 0.4049 - accuracy: 0.8081
230/316 [====================>.........] - ETA: 17s - loss: 0.4046 - accuracy: 0.8079
231/316 [====================>.........] - ETA: 17s - loss: 0.4041 - accuracy: 0.8082
232/316 [=====================>........] - ETA: 17s - loss: 0.4047 - accuracy: 0.8077
233/316 [=====================>........] - ETA: 17s - loss: 0.4043 - accuracy: 0.8085
234/316 [=====================>........] - ETA: 16s - loss: 0.4045 - accuracy: 0.8082
235/316 [=====================>........] - ETA: 16s - loss: 0.4044 - accuracy: 0.8082
236/316 [=====================>........] - ETA: 16s - loss: 0.4051 - accuracy: 0.8080
237/316 [=====================>........] - ETA: 16s - loss: 0.4056 - accuracy: 0.8078
238/316 [=====================>........] - ETA: 16s - loss: 0.4056 - accuracy: 0.8078
239/316 [=====================>........] - ETA: 15s - loss: 0.4055 - accuracy: 0.8075
240/316 [=====================>........] - ETA: 15s - loss: 0.4060 - accuracy: 0.8081
241/316 [=====================>........] - ETA: 15s - loss: 0.4060 - accuracy: 0.8081
242/316 [=====================>........] - ETA: 15s - loss: 0.4068 - accuracy: 0.8076
243/316 [======================>.......] - ETA: 15s - loss: 0.4070 - accuracy: 0.8071
244/316 [======================>.......] - ETA: 15s - loss: 0.4075 - accuracy: 0.8066
245/316 [======================>.......] - ETA: 14s - loss: 0.4084 - accuracy: 0.8059
246/316 [======================>.......] - ETA: 14s - loss: 0.4084 - accuracy: 0.8061
247/316 [======================>.......] - ETA: 14s - loss: 0.4086 - accuracy: 0.8059
248/316 [======================>.......] - ETA: 14s - loss: 0.4089 - accuracy: 0.8054
249/316 [======================>.......] - ETA: 13s - loss: 0.4086 - accuracy: 0.8057
250/316 [======================>.......] - ETA: 13s - loss: 0.4081 - accuracy: 0.8060
251/316 [======================>.......] - ETA: 13s - loss: 0.4082 - accuracy: 0.8055
252/316 [======================>.......] - ETA: 13s - loss: 0.4085 - accuracy: 0.8051
253/316 [=======================>......] - ETA: 13s - loss: 0.4092 - accuracy: 0.8043
254/316 [=======================>......] - ETA: 12s - loss: 0.4093 - accuracy: 0.8041
255/316 [=======================>......] - ETA: 12s - loss: 0.4090 - accuracy: 0.8042
256/316 [=======================>......] - ETA: 12s - loss: 0.4083 - accuracy: 0.8049
257/316 [=======================>......] - ETA: 12s - loss: 0.4084 - accuracy: 0.8047
258/316 [=======================>......] - ETA: 12s - loss: 0.4083 - accuracy: 0.8045
259/316 [=======================>......] - ETA: 11s - loss: 0.4077 - accuracy: 0.8050
260/316 [=======================>......] - ETA: 11s - loss: 0.4072 - accuracy: 0.8053
261/316 [=======================>......] - ETA: 11s - loss: 0.4069 - accuracy: 0.8053
262/316 [=======================>......] - ETA: 11s - loss: 0.4071 - accuracy: 0.8051
263/316 [=======================>......] - ETA: 11s - loss: 0.4065 - accuracy: 0.8054
264/316 [========================>.....] - ETA: 10s - loss: 0.4066 - accuracy: 0.8049
265/316 [========================>.....] - ETA: 10s - loss: 0.4060 - accuracy: 0.8054
266/316 [========================>.....] - ETA: 10s - loss: 0.4060 - accuracy: 0.8052
267/316 [========================>.....] - ETA: 10s - loss: 0.4058 - accuracy: 0.8055
268/316 [========================>.....] - ETA: 9s - loss: 0.4053 - accuracy: 0.8057 
269/316 [========================>.....] - ETA: 9s - loss: 0.4051 - accuracy: 0.8060
270/316 [========================>.....] - ETA: 9s - loss: 0.4047 - accuracy: 0.8062
271/316 [========================>.....] - ETA: 9s - loss: 0.4048 - accuracy: 0.8060
272/316 [========================>.....] - ETA: 9s - loss: 0.4056 - accuracy: 0.8054
273/316 [========================>.....] - ETA: 9s - loss: 0.4052 - accuracy: 0.8054
274/316 [=========================>....] - ETA: 8s - loss: 0.4054 - accuracy: 0.8052
275/316 [=========================>....] - ETA: 8s - loss: 0.4049 - accuracy: 0.8057
276/316 [=========================>....] - ETA: 8s - loss: 0.4047 - accuracy: 0.8055
277/316 [=========================>....] - ETA: 8s - loss: 0.4045 - accuracy: 0.8055
278/316 [=========================>....] - ETA: 7s - loss: 0.4039 - accuracy: 0.8058
279/316 [=========================>....] - ETA: 7s - loss: 0.4037 - accuracy: 0.8058
280/316 [=========================>....] - ETA: 7s - loss: 0.4046 - accuracy: 0.8051
281/316 [=========================>....] - ETA: 7s - loss: 0.4050 - accuracy: 0.8049
282/316 [=========================>....] - ETA: 7s - loss: 0.4050 - accuracy: 0.8050
283/316 [=========================>....] - ETA: 6s - loss: 0.4049 - accuracy: 0.8050
284/316 [=========================>....] - ETA: 6s - loss: 0.4045 - accuracy: 0.8050
285/316 [==========================>...] - ETA: 6s - loss: 0.4040 - accuracy: 0.8050
286/316 [==========================>...] - ETA: 6s - loss: 0.4037 - accuracy: 0.8049
287/316 [==========================>...] - ETA: 6s - loss: 0.4039 - accuracy: 0.8051
288/316 [==========================>...] - ETA: 5s - loss: 0.4029 - accuracy: 0.8058
289/316 [==========================>...] - ETA: 5s - loss: 0.4035 - accuracy: 0.8054
290/316 [==========================>...] - ETA: 5s - loss: 0.4031 - accuracy: 0.8054
291/316 [==========================>...] - ETA: 5s - loss: 0.4023 - accuracy: 0.8061
292/316 [==========================>...] - ETA: 5s - loss: 0.4021 - accuracy: 0.8061
293/316 [==========================>...] - ETA: 4s - loss: 0.4019 - accuracy: 0.8061
294/316 [==========================>...] - ETA: 4s - loss: 0.4027 - accuracy: 0.8059
295/316 [===========================>..] - ETA: 4s - loss: 0.4031 - accuracy: 0.8055
296/316 [===========================>..] - ETA: 4s - loss: 0.4026 - accuracy: 0.8060
297/316 [===========================>..] - ETA: 3s - loss: 0.4036 - accuracy: 0.8053
298/316 [===========================>..] - ETA: 3s - loss: 0.4034 - accuracy: 0.8056
299/316 [===========================>..] - ETA: 3s - loss: 0.4033 - accuracy: 0.8060
300/316 [===========================>..] - ETA: 3s - loss: 0.4036 - accuracy: 0.8056
301/316 [===========================>..] - ETA: 3s - loss: 0.4041 - accuracy: 0.8050
302/316 [===========================>..] - ETA: 2s - loss: 0.4037 - accuracy: 0.8053
303/316 [===========================>..] - ETA: 2s - loss: 0.4034 - accuracy: 0.8055
304/316 [===========================>..] - ETA: 2s - loss: 0.4039 - accuracy: 0.8049
305/316 [===========================>..] - ETA: 2s - loss: 0.4045 - accuracy: 0.8043
306/316 [============================>.] - ETA: 2s - loss: 0.4043 - accuracy: 0.8041
307/316 [============================>.] - ETA: 1s - loss: 0.4046 - accuracy: 0.8037
308/316 [============================>.] - ETA: 1s - loss: 0.4042 - accuracy: 0.8042
309/316 [============================>.] - ETA: 1s - loss: 0.4037 - accuracy: 0.8046
310/316 [============================>.] - ETA: 1s - loss: 0.4047 - accuracy: 0.8040
311/316 [============================>.] - ETA: 1s - loss: 0.4047 - accuracy: 0.8039
312/316 [============================>.] - ETA: 0s - loss: 0.4047 - accuracy: 0.8039
313/316 [============================>.] - ETA: 0s - loss: 0.4047 - accuracy: 0.8041
314/316 [============================>.] - ETA: 0s - loss: 0.4045 - accuracy: 0.8043
315/316 [============================>.] - ETA: 0s - loss: 0.4039 - accuracy: 0.8048
316/316 [==============================] - 65s 207ms/step - loss: 0.4036 - accuracy: 0.8050

316/316 [==============================] - 70s 220ms/step - loss: 0.4036 - accuracy: 0.8050 - val_loss: 0.2453 - val_accuracy: 0.9128
Epoch 33/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.3455 - accuracy: 0.7500
  2/316 [..............................] - ETA: 58s - loss: 0.3850 - accuracy: 0.7500 
  3/316 [..............................] - ETA: 58s - loss: 0.3566 - accuracy: 0.7708
  4/316 [..............................] - ETA: 59s - loss: 0.3293 - accuracy: 0.8125
  5/316 [..............................] - ETA: 1:00 - loss: 0.3137 - accuracy: 0.8125
  6/316 [..............................] - ETA: 59s - loss: 0.2884 - accuracy: 0.8438 
  7/316 [..............................] - ETA: 58s - loss: 0.3229 - accuracy: 0.8393
  8/316 [..............................] - ETA: 58s - loss: 0.3269 - accuracy: 0.8281
  9/316 [..............................] - ETA: 58s - loss: 0.3475 - accuracy: 0.8194
 10/316 [..............................] - ETA: 57s - loss: 0.3473 - accuracy: 0.8188
 11/316 [>.............................] - ETA: 58s - loss: 0.3682 - accuracy: 0.8011
 12/316 [>.............................] - ETA: 57s - loss: 0.3684 - accuracy: 0.8021
 13/316 [>.............................] - ETA: 57s - loss: 0.3537 - accuracy: 0.8125
 14/316 [>.............................] - ETA: 57s - loss: 0.3544 - accuracy: 0.8080
 15/316 [>.............................] - ETA: 57s - loss: 0.3701 - accuracy: 0.8000
 16/316 [>.............................] - ETA: 56s - loss: 0.3629 - accuracy: 0.8086
 17/316 [>.............................] - ETA: 56s - loss: 0.3673 - accuracy: 0.8015
 18/316 [>.............................] - ETA: 56s - loss: 0.3817 - accuracy: 0.7986
 19/316 [>.............................] - ETA: 56s - loss: 0.3706 - accuracy: 0.8092
 20/316 [>.............................] - ETA: 56s - loss: 0.3603 - accuracy: 0.8156
 21/316 [>.............................] - ETA: 56s - loss: 0.3551 - accuracy: 0.8214
 22/316 [=>............................] - ETA: 55s - loss: 0.3648 - accuracy: 0.8153
 23/316 [=>............................] - ETA: 55s - loss: 0.3634 - accuracy: 0.8152
 24/316 [=>............................] - ETA: 55s - loss: 0.3655 - accuracy: 0.8125
 25/316 [=>............................] - ETA: 55s - loss: 0.3629 - accuracy: 0.8175
 26/316 [=>............................] - ETA: 55s - loss: 0.3704 - accuracy: 0.8101
 27/316 [=>............................] - ETA: 54s - loss: 0.3679 - accuracy: 0.8148
 28/316 [=>............................] - ETA: 54s - loss: 0.3714 - accuracy: 0.8147
 29/316 [=>............................] - ETA: 54s - loss: 0.3722 - accuracy: 0.8147
 30/316 [=>............................] - ETA: 54s - loss: 0.3749 - accuracy: 0.8146
 31/316 [=>............................] - ETA: 54s - loss: 0.3733 - accuracy: 0.8165
 32/316 [==>...........................] - ETA: 53s - loss: 0.3732 - accuracy: 0.8203
 33/316 [==>...........................] - ETA: 53s - loss: 0.3794 - accuracy: 0.8125
 34/316 [==>...........................] - ETA: 53s - loss: 0.3790 - accuracy: 0.8143
 35/316 [==>...........................] - ETA: 53s - loss: 0.3779 - accuracy: 0.8125
 36/316 [==>...........................] - ETA: 53s - loss: 0.3827 - accuracy: 0.8073
 37/316 [==>...........................] - ETA: 52s - loss: 0.3867 - accuracy: 0.8041
 38/316 [==>...........................] - ETA: 52s - loss: 0.3893 - accuracy: 0.8026
 39/316 [==>...........................] - ETA: 52s - loss: 0.3928 - accuracy: 0.8045
 40/316 [==>...........................] - ETA: 52s - loss: 0.3957 - accuracy: 0.8000
 41/316 [==>...........................] - ETA: 52s - loss: 0.3934 - accuracy: 0.8034
 42/316 [==>...........................] - ETA: 52s - loss: 0.3903 - accuracy: 0.8051
 43/316 [===>..........................] - ETA: 51s - loss: 0.3863 - accuracy: 0.8081
 44/316 [===>..........................] - ETA: 51s - loss: 0.3903 - accuracy: 0.8068
 45/316 [===>..........................] - ETA: 51s - loss: 0.3889 - accuracy: 0.8083
 46/316 [===>..........................] - ETA: 51s - loss: 0.3915 - accuracy: 0.8071
 47/316 [===>..........................] - ETA: 50s - loss: 0.3911 - accuracy: 0.8072
 48/316 [===>..........................] - ETA: 50s - loss: 0.3910 - accuracy: 0.8060
 49/316 [===>..........................] - ETA: 52s - loss: 0.3884 - accuracy: 0.8074
 50/316 [===>..........................] - ETA: 54s - loss: 0.3902 - accuracy: 0.8087
 51/316 [===>..........................] - ETA: 54s - loss: 0.3878 - accuracy: 0.8113
 52/316 [===>..........................] - ETA: 54s - loss: 0.3886 - accuracy: 0.8101
 53/316 [====>.........................] - ETA: 53s - loss: 0.3874 - accuracy: 0.8113
 54/316 [====>.........................] - ETA: 53s - loss: 0.3856 - accuracy: 0.8137
 55/316 [====>.........................] - ETA: 53s - loss: 0.3886 - accuracy: 0.8125
 56/316 [====>.........................] - ETA: 52s - loss: 0.3889 - accuracy: 0.8125
 57/316 [====>.........................] - ETA: 52s - loss: 0.3892 - accuracy: 0.8125
 58/316 [====>.........................] - ETA: 52s - loss: 0.3869 - accuracy: 0.8147
 59/316 [====>.........................] - ETA: 52s - loss: 0.3894 - accuracy: 0.8125
 60/316 [====>.........................] - ETA: 51s - loss: 0.3918 - accuracy: 0.8094
 61/316 [====>.........................] - ETA: 51s - loss: 0.3884 - accuracy: 0.8105
 62/316 [====>.........................] - ETA: 51s - loss: 0.3907 - accuracy: 0.8095
 63/316 [====>.........................] - ETA: 51s - loss: 0.3894 - accuracy: 0.8125
 64/316 [=====>........................] - ETA: 50s - loss: 0.3866 - accuracy: 0.8135
 65/316 [=====>........................] - ETA: 50s - loss: 0.3883 - accuracy: 0.8125
 66/316 [=====>........................] - ETA: 50s - loss: 0.3926 - accuracy: 0.8125
 67/316 [=====>........................] - ETA: 50s - loss: 0.3924 - accuracy: 0.8125
 68/316 [=====>........................] - ETA: 49s - loss: 0.3908 - accuracy: 0.8125
 69/316 [=====>........................] - ETA: 49s - loss: 0.3903 - accuracy: 0.8107
 70/316 [=====>........................] - ETA: 49s - loss: 0.3938 - accuracy: 0.8080
 71/316 [=====>........................] - ETA: 49s - loss: 0.3939 - accuracy: 0.8081
 72/316 [=====>........................] - ETA: 48s - loss: 0.3950 - accuracy: 0.8073
 73/316 [=====>........................] - ETA: 48s - loss: 0.3932 - accuracy: 0.8082
 74/316 [======>.......................] - ETA: 48s - loss: 0.3905 - accuracy: 0.8100
 75/316 [======>.......................] - ETA: 48s - loss: 0.3919 - accuracy: 0.8083
 76/316 [======>.......................] - ETA: 47s - loss: 0.3920 - accuracy: 0.8076
 77/316 [======>.......................] - ETA: 47s - loss: 0.3920 - accuracy: 0.8060
 78/316 [======>.......................] - ETA: 47s - loss: 0.3910 - accuracy: 0.8061
 79/316 [======>.......................] - ETA: 47s - loss: 0.3903 - accuracy: 0.8054
 80/316 [======>.......................] - ETA: 47s - loss: 0.3924 - accuracy: 0.8039
 81/316 [======>.......................] - ETA: 46s - loss: 0.3909 - accuracy: 0.8056
 82/316 [======>.......................] - ETA: 46s - loss: 0.3934 - accuracy: 0.8041
 83/316 [======>.......................] - ETA: 46s - loss: 0.3921 - accuracy: 0.8050
 84/316 [======>.......................] - ETA: 46s - loss: 0.3916 - accuracy: 0.8058
 85/316 [=======>......................] - ETA: 45s - loss: 0.3914 - accuracy: 0.8059
 86/316 [=======>......................] - ETA: 45s - loss: 0.3900 - accuracy: 0.8060
 87/316 [=======>......................] - ETA: 45s - loss: 0.3890 - accuracy: 0.8068
 88/316 [=======>......................] - ETA: 45s - loss: 0.3882 - accuracy: 0.8075
 89/316 [=======>......................] - ETA: 45s - loss: 0.3882 - accuracy: 0.8069
 90/316 [=======>......................] - ETA: 44s - loss: 0.3889 - accuracy: 0.8062
 91/316 [=======>......................] - ETA: 44s - loss: 0.3886 - accuracy: 0.8063
 92/316 [=======>......................] - ETA: 44s - loss: 0.3921 - accuracy: 0.8043
 93/316 [=======>......................] - ETA: 45s - loss: 0.3923 - accuracy: 0.8044
 94/316 [=======>......................] - ETA: 45s - loss: 0.3928 - accuracy: 0.8045
 95/316 [========>.....................] - ETA: 45s - loss: 0.3908 - accuracy: 0.8066
 96/316 [========>.....................] - ETA: 45s - loss: 0.3905 - accuracy: 0.8066
 97/316 [========>.....................] - ETA: 45s - loss: 0.3921 - accuracy: 0.8054
 98/316 [========>.....................] - ETA: 44s - loss: 0.3905 - accuracy: 0.8061
 99/316 [========>.....................] - ETA: 44s - loss: 0.3898 - accuracy: 0.8068
100/316 [========>.....................] - ETA: 44s - loss: 0.3884 - accuracy: 0.8075
101/316 [========>.....................] - ETA: 44s - loss: 0.3876 - accuracy: 0.8082
102/316 [========>.....................] - ETA: 43s - loss: 0.3871 - accuracy: 0.8088
103/316 [========>.....................] - ETA: 43s - loss: 0.3855 - accuracy: 0.8095
104/316 [========>.....................] - ETA: 43s - loss: 0.3858 - accuracy: 0.8083
105/316 [========>.....................] - ETA: 43s - loss: 0.3844 - accuracy: 0.8095
106/316 [=========>....................] - ETA: 42s - loss: 0.3865 - accuracy: 0.8090
107/316 [=========>....................] - ETA: 42s - loss: 0.3874 - accuracy: 0.8090
108/316 [=========>....................] - ETA: 42s - loss: 0.3878 - accuracy: 0.8090
109/316 [=========>....................] - ETA: 42s - loss: 0.3900 - accuracy: 0.8091
110/316 [=========>....................] - ETA: 41s - loss: 0.3907 - accuracy: 0.8085
111/316 [=========>....................] - ETA: 41s - loss: 0.3928 - accuracy: 0.8074
112/316 [=========>....................] - ETA: 41s - loss: 0.3937 - accuracy: 0.8058
113/316 [=========>....................] - ETA: 41s - loss: 0.3941 - accuracy: 0.8059
114/316 [=========>....................] - ETA: 41s - loss: 0.3955 - accuracy: 0.8054
115/316 [=========>....................] - ETA: 40s - loss: 0.3969 - accuracy: 0.8043
116/316 [==========>...................] - ETA: 40s - loss: 0.3972 - accuracy: 0.8039
117/316 [==========>...................] - ETA: 40s - loss: 0.3973 - accuracy: 0.8040
118/316 [==========>...................] - ETA: 40s - loss: 0.3969 - accuracy: 0.8040
119/316 [==========>...................] - ETA: 39s - loss: 0.3966 - accuracy: 0.8046
120/316 [==========>...................] - ETA: 39s - loss: 0.3954 - accuracy: 0.8057
121/316 [==========>...................] - ETA: 39s - loss: 0.3967 - accuracy: 0.8048
122/316 [==========>...................] - ETA: 39s - loss: 0.3981 - accuracy: 0.8043
123/316 [==========>...................] - ETA: 39s - loss: 0.3981 - accuracy: 0.8039
124/316 [==========>...................] - ETA: 38s - loss: 0.3970 - accuracy: 0.8054
125/316 [==========>...................] - ETA: 38s - loss: 0.3965 - accuracy: 0.8060
126/316 [==========>...................] - ETA: 38s - loss: 0.3967 - accuracy: 0.8061
127/316 [===========>..................] - ETA: 38s - loss: 0.3954 - accuracy: 0.8066
128/316 [===========>..................] - ETA: 37s - loss: 0.3949 - accuracy: 0.8076
129/316 [===========>..................] - ETA: 37s - loss: 0.3947 - accuracy: 0.8081
130/316 [===========>..................] - ETA: 37s - loss: 0.3953 - accuracy: 0.8082
131/316 [===========>..................] - ETA: 37s - loss: 0.3944 - accuracy: 0.8087
132/316 [===========>..................] - ETA: 37s - loss: 0.3938 - accuracy: 0.8092
133/316 [===========>..................] - ETA: 36s - loss: 0.3929 - accuracy: 0.8097
134/316 [===========>..................] - ETA: 36s - loss: 0.3926 - accuracy: 0.8102
135/316 [===========>..................] - ETA: 36s - loss: 0.3932 - accuracy: 0.8102
136/316 [===========>..................] - ETA: 36s - loss: 0.3932 - accuracy: 0.8097
137/316 [============>.................] - ETA: 35s - loss: 0.3919 - accuracy: 0.8102
138/316 [============>.................] - ETA: 35s - loss: 0.3916 - accuracy: 0.8102
139/316 [============>.................] - ETA: 35s - loss: 0.3926 - accuracy: 0.8103
140/316 [============>.................] - ETA: 35s - loss: 0.3922 - accuracy: 0.8103
141/316 [============>.................] - ETA: 35s - loss: 0.3918 - accuracy: 0.8094
142/316 [============>.................] - ETA: 35s - loss: 0.3914 - accuracy: 0.8099
143/316 [============>.................] - ETA: 35s - loss: 0.3907 - accuracy: 0.8103
144/316 [============>.................] - ETA: 35s - loss: 0.3893 - accuracy: 0.8116
145/316 [============>.................] - ETA: 35s - loss: 0.3905 - accuracy: 0.8116
146/316 [============>.................] - ETA: 34s - loss: 0.3897 - accuracy: 0.8125
147/316 [============>.................] - ETA: 34s - loss: 0.3900 - accuracy: 0.8121
148/316 [=============>................] - ETA: 34s - loss: 0.3898 - accuracy: 0.8117
149/316 [=============>................] - ETA: 34s - loss: 0.3905 - accuracy: 0.8108
150/316 [=============>................] - ETA: 34s - loss: 0.3897 - accuracy: 0.8112
151/316 [=============>................] - ETA: 33s - loss: 0.3908 - accuracy: 0.8108
152/316 [=============>................] - ETA: 33s - loss: 0.3892 - accuracy: 0.8117
153/316 [=============>................] - ETA: 33s - loss: 0.3901 - accuracy: 0.8113
154/316 [=============>................] - ETA: 33s - loss: 0.3894 - accuracy: 0.8117
155/316 [=============>................] - ETA: 32s - loss: 0.3893 - accuracy: 0.8121
156/316 [=============>................] - ETA: 32s - loss: 0.3904 - accuracy: 0.8125
157/316 [=============>................] - ETA: 32s - loss: 0.3897 - accuracy: 0.8129
158/316 [==============>...............] - ETA: 32s - loss: 0.3892 - accuracy: 0.8129
159/316 [==============>...............] - ETA: 32s - loss: 0.3888 - accuracy: 0.8125
160/316 [==============>...............] - ETA: 31s - loss: 0.3892 - accuracy: 0.8125
161/316 [==============>...............] - ETA: 31s - loss: 0.3897 - accuracy: 0.8121
162/316 [==============>...............] - ETA: 31s - loss: 0.3911 - accuracy: 0.8125
163/316 [==============>...............] - ETA: 31s - loss: 0.3919 - accuracy: 0.8121
164/316 [==============>...............] - ETA: 30s - loss: 0.3915 - accuracy: 0.8125
165/316 [==============>...............] - ETA: 30s - loss: 0.3925 - accuracy: 0.8117
166/316 [==============>...............] - ETA: 30s - loss: 0.3928 - accuracy: 0.8114
167/316 [==============>...............] - ETA: 30s - loss: 0.3920 - accuracy: 0.8118
168/316 [==============>...............] - ETA: 30s - loss: 0.3941 - accuracy: 0.8110
169/316 [===============>..............] - ETA: 29s - loss: 0.3926 - accuracy: 0.8118
170/316 [===============>..............] - ETA: 29s - loss: 0.3927 - accuracy: 0.8114
171/316 [===============>..............] - ETA: 29s - loss: 0.3930 - accuracy: 0.8110
172/316 [===============>..............] - ETA: 29s - loss: 0.3922 - accuracy: 0.8118
173/316 [===============>..............] - ETA: 29s - loss: 0.3920 - accuracy: 0.8118
174/316 [===============>..............] - ETA: 28s - loss: 0.3930 - accuracy: 0.8107
175/316 [===============>..............] - ETA: 28s - loss: 0.3930 - accuracy: 0.8111
176/316 [===============>..............] - ETA: 29s - loss: 0.3949 - accuracy: 0.8097
177/316 [===============>..............] - ETA: 28s - loss: 0.3957 - accuracy: 0.8086
178/316 [===============>..............] - ETA: 28s - loss: 0.3953 - accuracy: 0.8086
179/316 [===============>..............] - ETA: 28s - loss: 0.3950 - accuracy: 0.8090
180/316 [================>.............] - ETA: 28s - loss: 0.3954 - accuracy: 0.8094
181/316 [================>.............] - ETA: 27s - loss: 0.3955 - accuracy: 0.8090
182/316 [================>.............] - ETA: 27s - loss: 0.3952 - accuracy: 0.8101
183/316 [================>.............] - ETA: 27s - loss: 0.3967 - accuracy: 0.8081
184/316 [================>.............] - ETA: 27s - loss: 0.3967 - accuracy: 0.8081
185/316 [================>.............] - ETA: 27s - loss: 0.3972 - accuracy: 0.8078
186/316 [================>.............] - ETA: 26s - loss: 0.3967 - accuracy: 0.8078
187/316 [================>.............] - ETA: 26s - loss: 0.3968 - accuracy: 0.8078
188/316 [================>.............] - ETA: 26s - loss: 0.3982 - accuracy: 0.8075
189/316 [================>.............] - ETA: 26s - loss: 0.3978 - accuracy: 0.8079
190/316 [=================>............] - ETA: 25s - loss: 0.3984 - accuracy: 0.8076
191/316 [=================>............] - ETA: 25s - loss: 0.3978 - accuracy: 0.8082
192/316 [=================>............] - ETA: 25s - loss: 0.3994 - accuracy: 0.8070
193/316 [=================>............] - ETA: 25s - loss: 0.4002 - accuracy: 0.8063
194/316 [=================>............] - ETA: 25s - loss: 0.4006 - accuracy: 0.8064
195/316 [=================>............] - ETA: 24s - loss: 0.4005 - accuracy: 0.8071
196/316 [=================>............] - ETA: 24s - loss: 0.4003 - accuracy: 0.8074
197/316 [=================>............] - ETA: 24s - loss: 0.3999 - accuracy: 0.8074
198/316 [=================>............] - ETA: 24s - loss: 0.4008 - accuracy: 0.8065
199/316 [=================>............] - ETA: 24s - loss: 0.4024 - accuracy: 0.8062
200/316 [=================>............] - ETA: 23s - loss: 0.4029 - accuracy: 0.8056
201/316 [==================>...........] - ETA: 23s - loss: 0.4027 - accuracy: 0.8053
202/316 [==================>...........] - ETA: 23s - loss: 0.4032 - accuracy: 0.8048
203/316 [==================>...........] - ETA: 23s - loss: 0.4038 - accuracy: 0.8048
204/316 [==================>...........] - ETA: 22s - loss: 0.4039 - accuracy: 0.8045
205/316 [==================>...........] - ETA: 22s - loss: 0.4040 - accuracy: 0.8040
206/316 [==================>...........] - ETA: 22s - loss: 0.4039 - accuracy: 0.8040
207/316 [==================>...........] - ETA: 22s - loss: 0.4032 - accuracy: 0.8046
208/316 [==================>...........] - ETA: 22s - loss: 0.4031 - accuracy: 0.8047
209/316 [==================>...........] - ETA: 21s - loss: 0.4038 - accuracy: 0.8038
210/316 [==================>...........] - ETA: 21s - loss: 0.4047 - accuracy: 0.8033
211/316 [===================>..........] - ETA: 21s - loss: 0.4049 - accuracy: 0.8027
212/316 [===================>..........] - ETA: 21s - loss: 0.4050 - accuracy: 0.8028
213/316 [===================>..........] - ETA: 21s - loss: 0.4050 - accuracy: 0.8025
214/316 [===================>..........] - ETA: 20s - loss: 0.4059 - accuracy: 0.8020
215/316 [===================>..........] - ETA: 20s - loss: 0.4066 - accuracy: 0.8015
216/316 [===================>..........] - ETA: 20s - loss: 0.4068 - accuracy: 0.8018
217/316 [===================>..........] - ETA: 20s - loss: 0.4058 - accuracy: 0.8024
218/316 [===================>..........] - ETA: 19s - loss: 0.4057 - accuracy: 0.8025
219/316 [===================>..........] - ETA: 19s - loss: 0.4060 - accuracy: 0.8022
220/316 [===================>..........] - ETA: 19s - loss: 0.4062 - accuracy: 0.8017
221/316 [===================>..........] - ETA: 19s - loss: 0.4060 - accuracy: 0.8015
222/316 [====================>.........] - ETA: 19s - loss: 0.4049 - accuracy: 0.8024
223/316 [====================>.........] - ETA: 18s - loss: 0.4053 - accuracy: 0.8018
224/316 [====================>.........] - ETA: 18s - loss: 0.4048 - accuracy: 0.8022
225/316 [====================>.........] - ETA: 18s - loss: 0.4048 - accuracy: 0.8022
226/316 [====================>.........] - ETA: 18s - loss: 0.4059 - accuracy: 0.8014
227/316 [====================>.........] - ETA: 18s - loss: 0.4063 - accuracy: 0.8015
228/316 [====================>.........] - ETA: 17s - loss: 0.4057 - accuracy: 0.8021
229/316 [====================>.........] - ETA: 17s - loss: 0.4055 - accuracy: 0.8021
230/316 [====================>.........] - ETA: 17s - loss: 0.4044 - accuracy: 0.8027
231/316 [====================>.........] - ETA: 17s - loss: 0.4055 - accuracy: 0.8019
232/316 [=====================>........] - ETA: 17s - loss: 0.4050 - accuracy: 0.8023
233/316 [=====================>........] - ETA: 16s - loss: 0.4051 - accuracy: 0.8026
234/316 [=====================>........] - ETA: 16s - loss: 0.4054 - accuracy: 0.8021
235/316 [=====================>........] - ETA: 16s - loss: 0.4064 - accuracy: 0.8016
236/316 [=====================>........] - ETA: 16s - loss: 0.4056 - accuracy: 0.8022
237/316 [=====================>........] - ETA: 16s - loss: 0.4056 - accuracy: 0.8022
238/316 [=====================>........] - ETA: 16s - loss: 0.4053 - accuracy: 0.8025
239/316 [=====================>........] - ETA: 15s - loss: 0.4055 - accuracy: 0.8023
240/316 [=====================>........] - ETA: 15s - loss: 0.4064 - accuracy: 0.8013
241/316 [=====================>........] - ETA: 15s - loss: 0.4067 - accuracy: 0.8008
242/316 [=====================>........] - ETA: 15s - loss: 0.4063 - accuracy: 0.8011
243/316 [======================>.......] - ETA: 15s - loss: 0.4053 - accuracy: 0.8017
244/316 [======================>.......] - ETA: 14s - loss: 0.4060 - accuracy: 0.8010
245/316 [======================>.......] - ETA: 14s - loss: 0.4055 - accuracy: 0.8013
246/316 [======================>.......] - ETA: 14s - loss: 0.4053 - accuracy: 0.8016
247/316 [======================>.......] - ETA: 14s - loss: 0.4052 - accuracy: 0.8014
248/316 [======================>.......] - ETA: 13s - loss: 0.4046 - accuracy: 0.8019
249/316 [======================>.......] - ETA: 13s - loss: 0.4053 - accuracy: 0.8012
250/316 [======================>.......] - ETA: 13s - loss: 0.4054 - accuracy: 0.8010
251/316 [======================>.......] - ETA: 13s - loss: 0.4078 - accuracy: 0.8008
252/316 [======================>.......] - ETA: 13s - loss: 0.4083 - accuracy: 0.8008
253/316 [=======================>......] - ETA: 13s - loss: 0.4081 - accuracy: 0.8009
254/316 [=======================>......] - ETA: 12s - loss: 0.4080 - accuracy: 0.8007
255/316 [=======================>......] - ETA: 12s - loss: 0.4086 - accuracy: 0.8005
256/316 [=======================>......] - ETA: 12s - loss: 0.4091 - accuracy: 0.7998
257/316 [=======================>......] - ETA: 12s - loss: 0.4090 - accuracy: 0.8001
258/316 [=======================>......] - ETA: 12s - loss: 0.4088 - accuracy: 0.8001
259/316 [=======================>......] - ETA: 11s - loss: 0.4089 - accuracy: 0.8000
260/316 [=======================>......] - ETA: 11s - loss: 0.4094 - accuracy: 0.7993
261/316 [=======================>......] - ETA: 11s - loss: 0.4095 - accuracy: 0.7996
262/316 [=======================>......] - ETA: 11s - loss: 0.4096 - accuracy: 0.7996
263/316 [=======================>......] - ETA: 10s - loss: 0.4097 - accuracy: 0.7992
264/316 [========================>.....] - ETA: 10s - loss: 0.4088 - accuracy: 0.7997
265/316 [========================>.....] - ETA: 10s - loss: 0.4095 - accuracy: 0.7995
266/316 [========================>.....] - ETA: 10s - loss: 0.4093 - accuracy: 0.8000
267/316 [========================>.....] - ETA: 10s - loss: 0.4090 - accuracy: 0.8008
268/316 [========================>.....] - ETA: 9s - loss: 0.4082 - accuracy: 0.8013 
269/316 [========================>.....] - ETA: 9s - loss: 0.4083 - accuracy: 0.8009
270/316 [========================>.....] - ETA: 9s - loss: 0.4087 - accuracy: 0.8007
271/316 [========================>.....] - ETA: 9s - loss: 0.4081 - accuracy: 0.8010
272/316 [========================>.....] - ETA: 9s - loss: 0.4083 - accuracy: 0.8006
273/316 [========================>.....] - ETA: 8s - loss: 0.4085 - accuracy: 0.8006
274/316 [=========================>....] - ETA: 8s - loss: 0.4083 - accuracy: 0.8011
275/316 [=========================>....] - ETA: 8s - loss: 0.4081 - accuracy: 0.8014
276/316 [=========================>....] - ETA: 8s - loss: 0.4082 - accuracy: 0.8016
277/316 [=========================>....] - ETA: 8s - loss: 0.4092 - accuracy: 0.8008
278/316 [=========================>....] - ETA: 7s - loss: 0.4090 - accuracy: 0.8010
279/316 [=========================>....] - ETA: 7s - loss: 0.4096 - accuracy: 0.8006
280/316 [=========================>....] - ETA: 7s - loss: 0.4096 - accuracy: 0.8007
281/316 [=========================>....] - ETA: 7s - loss: 0.4095 - accuracy: 0.8005
282/316 [=========================>....] - ETA: 7s - loss: 0.4096 - accuracy: 0.8003
283/316 [=========================>....] - ETA: 6s - loss: 0.4087 - accuracy: 0.8010
284/316 [=========================>....] - ETA: 6s - loss: 0.4085 - accuracy: 0.8011
285/316 [==========================>...] - ETA: 6s - loss: 0.4086 - accuracy: 0.8009
286/316 [==========================>...] - ETA: 6s - loss: 0.4090 - accuracy: 0.8003
287/316 [==========================>...] - ETA: 5s - loss: 0.4089 - accuracy: 0.8005
288/316 [==========================>...] - ETA: 5s - loss: 0.4087 - accuracy: 0.8008
289/316 [==========================>...] - ETA: 5s - loss: 0.4085 - accuracy: 0.8008
290/316 [==========================>...] - ETA: 5s - loss: 0.4092 - accuracy: 0.8009
291/316 [==========================>...] - ETA: 5s - loss: 0.4084 - accuracy: 0.8013
292/316 [==========================>...] - ETA: 4s - loss: 0.4088 - accuracy: 0.8007
293/316 [==========================>...] - ETA: 4s - loss: 0.4082 - accuracy: 0.8012
294/316 [==========================>...] - ETA: 4s - loss: 0.4082 - accuracy: 0.8012
295/316 [===========================>..] - ETA: 4s - loss: 0.4076 - accuracy: 0.8015
296/316 [===========================>..] - ETA: 4s - loss: 0.4073 - accuracy: 0.8017
297/316 [===========================>..] - ETA: 3s - loss: 0.4069 - accuracy: 0.8020
298/316 [===========================>..] - ETA: 3s - loss: 0.4072 - accuracy: 0.8018
299/316 [===========================>..] - ETA: 3s - loss: 0.4070 - accuracy: 0.8018
300/316 [===========================>..] - ETA: 3s - loss: 0.4081 - accuracy: 0.8015
301/316 [===========================>..] - ETA: 3s - loss: 0.4080 - accuracy: 0.8015
302/316 [===========================>..] - ETA: 2s - loss: 0.4076 - accuracy: 0.8017
303/316 [===========================>..] - ETA: 2s - loss: 0.4066 - accuracy: 0.8024
304/316 [===========================>..] - ETA: 2s - loss: 0.4061 - accuracy: 0.8028
305/316 [===========================>..] - ETA: 2s - loss: 0.4061 - accuracy: 0.8031
306/316 [============================>.] - ETA: 2s - loss: 0.4060 - accuracy: 0.8031
307/316 [============================>.] - ETA: 1s - loss: 0.4071 - accuracy: 0.8019
308/316 [============================>.] - ETA: 1s - loss: 0.4068 - accuracy: 0.8017
309/316 [============================>.] - ETA: 1s - loss: 0.4079 - accuracy: 0.8014
310/316 [============================>.] - ETA: 1s - loss: 0.4083 - accuracy: 0.8010
311/316 [============================>.] - ETA: 1s - loss: 0.4078 - accuracy: 0.8010
312/316 [============================>.] - ETA: 0s - loss: 0.4076 - accuracy: 0.8009
313/316 [============================>.] - ETA: 0s - loss: 0.4071 - accuracy: 0.8015
314/316 [============================>.] - ETA: 0s - loss: 0.4068 - accuracy: 0.8018
315/316 [============================>.] - ETA: 0s - loss: 0.4066 - accuracy: 0.8022
316/316 [==============================] - 65s 204ms/step - loss: 0.4066 - accuracy: 0.8020

316/316 [==============================] - 69s 218ms/step - loss: 0.4066 - accuracy: 0.8020 - val_loss: 0.2655 - val_accuracy: 0.8962
Epoch 34/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.4051 - accuracy: 0.8125
  2/316 [..............................] - ETA: 58s - loss: 0.5554 - accuracy: 0.6875 
  3/316 [..............................] - ETA: 1:00 - loss: 0.4418 - accuracy: 0.7708
  4/316 [..............................] - ETA: 1:01 - loss: 0.4121 - accuracy: 0.7812
  5/316 [..............................] - ETA: 1:00 - loss: 0.4071 - accuracy: 0.7875
  6/316 [..............................] - ETA: 59s - loss: 0.4213 - accuracy: 0.7812 
  7/316 [..............................] - ETA: 59s - loss: 0.4173 - accuracy: 0.7679
  8/316 [..............................] - ETA: 58s - loss: 0.4279 - accuracy: 0.7812
  9/316 [..............................] - ETA: 58s - loss: 0.4137 - accuracy: 0.7917
 10/316 [..............................] - ETA: 58s - loss: 0.4110 - accuracy: 0.8000
 11/316 [>.............................] - ETA: 58s - loss: 0.4072 - accuracy: 0.8011
 12/316 [>.............................] - ETA: 58s - loss: 0.4051 - accuracy: 0.7969
 13/316 [>.............................] - ETA: 58s - loss: 0.3832 - accuracy: 0.8125
 14/316 [>.............................] - ETA: 57s - loss: 0.3740 - accuracy: 0.8125
 15/316 [>.............................] - ETA: 57s - loss: 0.3771 - accuracy: 0.8042
 16/316 [>.............................] - ETA: 57s - loss: 0.3810 - accuracy: 0.8086
 17/316 [>.............................] - ETA: 57s - loss: 0.3802 - accuracy: 0.8051
 18/316 [>.............................] - ETA: 56s - loss: 0.3938 - accuracy: 0.7986
 19/316 [>.............................] - ETA: 56s - loss: 0.3933 - accuracy: 0.7961
 20/316 [>.............................] - ETA: 56s - loss: 0.3847 - accuracy: 0.8000
 21/316 [>.............................] - ETA: 56s - loss: 0.3870 - accuracy: 0.7976
 22/316 [=>............................] - ETA: 56s - loss: 0.3839 - accuracy: 0.8011
 23/316 [=>............................] - ETA: 55s - loss: 0.3871 - accuracy: 0.8016
 24/316 [=>............................] - ETA: 55s - loss: 0.3871 - accuracy: 0.8021
 25/316 [=>............................] - ETA: 55s - loss: 0.3880 - accuracy: 0.8025
 26/316 [=>............................] - ETA: 55s - loss: 0.3822 - accuracy: 0.8077
 27/316 [=>............................] - ETA: 55s - loss: 0.3782 - accuracy: 0.8102
 28/316 [=>............................] - ETA: 55s - loss: 0.3836 - accuracy: 0.8036
 29/316 [=>............................] - ETA: 54s - loss: 0.3876 - accuracy: 0.8017
 30/316 [=>............................] - ETA: 54s - loss: 0.3836 - accuracy: 0.8062
 31/316 [=>............................] - ETA: 54s - loss: 0.3844 - accuracy: 0.8044
 32/316 [==>...........................] - ETA: 54s - loss: 0.3911 - accuracy: 0.8008
 33/316 [==>...........................] - ETA: 53s - loss: 0.3904 - accuracy: 0.7992
 34/316 [==>...........................] - ETA: 53s - loss: 0.3861 - accuracy: 0.8015
 35/316 [==>...........................] - ETA: 53s - loss: 0.3861 - accuracy: 0.8000
 36/316 [==>...........................] - ETA: 53s - loss: 0.3857 - accuracy: 0.8003
 37/316 [==>...........................] - ETA: 53s - loss: 0.3838 - accuracy: 0.8007
 38/316 [==>...........................] - ETA: 52s - loss: 0.3831 - accuracy: 0.8010
 39/316 [==>...........................] - ETA: 52s - loss: 0.3832 - accuracy: 0.8013
 40/316 [==>...........................] - ETA: 52s - loss: 0.3894 - accuracy: 0.7984
 41/316 [==>...........................] - ETA: 52s - loss: 0.3855 - accuracy: 0.8003
 42/316 [==>...........................] - ETA: 52s - loss: 0.3831 - accuracy: 0.8006
 43/316 [===>..........................] - ETA: 52s - loss: 0.3799 - accuracy: 0.8038
 44/316 [===>..........................] - ETA: 51s - loss: 0.3803 - accuracy: 0.8040
 45/316 [===>..........................] - ETA: 51s - loss: 0.3822 - accuracy: 0.8056
 46/316 [===>..........................] - ETA: 51s - loss: 0.3798 - accuracy: 0.8071
 47/316 [===>..........................] - ETA: 51s - loss: 0.3835 - accuracy: 0.8098
 48/316 [===>..........................] - ETA: 51s - loss: 0.3838 - accuracy: 0.8099
 49/316 [===>..........................] - ETA: 50s - loss: 0.3821 - accuracy: 0.8112
 50/316 [===>..........................] - ETA: 50s - loss: 0.3824 - accuracy: 0.8125
 51/316 [===>..........................] - ETA: 50s - loss: 0.3789 - accuracy: 0.8137
 52/316 [===>..........................] - ETA: 50s - loss: 0.3786 - accuracy: 0.8149
 53/316 [====>.........................] - ETA: 52s - loss: 0.3780 - accuracy: 0.8160
 54/316 [====>.........................] - ETA: 53s - loss: 0.3761 - accuracy: 0.8160
 55/316 [====>.........................] - ETA: 53s - loss: 0.3733 - accuracy: 0.8182
 56/316 [====>.........................] - ETA: 53s - loss: 0.3743 - accuracy: 0.8192
 57/316 [====>.........................] - ETA: 52s - loss: 0.3711 - accuracy: 0.8202
 58/316 [====>.........................] - ETA: 52s - loss: 0.3698 - accuracy: 0.8200
 59/316 [====>.........................] - ETA: 52s - loss: 0.3701 - accuracy: 0.8189
 60/316 [====>.........................] - ETA: 52s - loss: 0.3729 - accuracy: 0.8177
 61/316 [====>.........................] - ETA: 51s - loss: 0.3765 - accuracy: 0.8166
 62/316 [====>.........................] - ETA: 51s - loss: 0.3805 - accuracy: 0.8165
 63/316 [====>.........................] - ETA: 51s - loss: 0.3813 - accuracy: 0.8165
 64/316 [=====>........................] - ETA: 51s - loss: 0.3817 - accuracy: 0.8154
 65/316 [=====>........................] - ETA: 50s - loss: 0.3809 - accuracy: 0.8173
 66/316 [=====>........................] - ETA: 50s - loss: 0.3807 - accuracy: 0.8172
 67/316 [=====>........................] - ETA: 50s - loss: 0.3811 - accuracy: 0.8162
 68/316 [=====>........................] - ETA: 50s - loss: 0.3789 - accuracy: 0.8171
 69/316 [=====>........................] - ETA: 49s - loss: 0.3807 - accuracy: 0.8161
 70/316 [=====>........................] - ETA: 49s - loss: 0.3834 - accuracy: 0.8143
 71/316 [=====>........................] - ETA: 49s - loss: 0.3849 - accuracy: 0.8125
 72/316 [=====>........................] - ETA: 49s - loss: 0.3866 - accuracy: 0.8108
 73/316 [=====>........................] - ETA: 48s - loss: 0.3881 - accuracy: 0.8099
 74/316 [======>.......................] - ETA: 48s - loss: 0.3872 - accuracy: 0.8117
 75/316 [======>.......................] - ETA: 48s - loss: 0.3849 - accuracy: 0.8125
 76/316 [======>.......................] - ETA: 48s - loss: 0.3821 - accuracy: 0.8150
 77/316 [======>.......................] - ETA: 47s - loss: 0.3811 - accuracy: 0.8166
 78/316 [======>.......................] - ETA: 47s - loss: 0.3814 - accuracy: 0.8173
 79/316 [======>.......................] - ETA: 47s - loss: 0.3809 - accuracy: 0.8180
 80/316 [======>.......................] - ETA: 47s - loss: 0.3808 - accuracy: 0.8180
 81/316 [======>.......................] - ETA: 48s - loss: 0.3814 - accuracy: 0.8171
 82/316 [======>.......................] - ETA: 48s - loss: 0.3801 - accuracy: 0.8178
 83/316 [======>.......................] - ETA: 48s - loss: 0.3810 - accuracy: 0.8170
 84/316 [======>.......................] - ETA: 48s - loss: 0.3798 - accuracy: 0.8177
 85/316 [=======>......................] - ETA: 48s - loss: 0.3789 - accuracy: 0.8191
 86/316 [=======>......................] - ETA: 47s - loss: 0.3769 - accuracy: 0.8205
 87/316 [=======>......................] - ETA: 47s - loss: 0.3761 - accuracy: 0.8204
 88/316 [=======>......................] - ETA: 47s - loss: 0.3787 - accuracy: 0.8189
 89/316 [=======>......................] - ETA: 47s - loss: 0.3814 - accuracy: 0.8174
 90/316 [=======>......................] - ETA: 46s - loss: 0.3796 - accuracy: 0.8181
 91/316 [=======>......................] - ETA: 46s - loss: 0.3805 - accuracy: 0.8173
 92/316 [=======>......................] - ETA: 46s - loss: 0.3797 - accuracy: 0.8173
 93/316 [=======>......................] - ETA: 46s - loss: 0.3791 - accuracy: 0.8179
 94/316 [=======>......................] - ETA: 45s - loss: 0.3796 - accuracy: 0.8178
 95/316 [========>.....................] - ETA: 45s - loss: 0.3799 - accuracy: 0.8164
 96/316 [========>.....................] - ETA: 45s - loss: 0.3799 - accuracy: 0.8164
 97/316 [========>.....................] - ETA: 45s - loss: 0.3802 - accuracy: 0.8170
 98/316 [========>.....................] - ETA: 44s - loss: 0.3804 - accuracy: 0.8170
 99/316 [========>.....................] - ETA: 44s - loss: 0.3815 - accuracy: 0.8169
100/316 [========>.....................] - ETA: 44s - loss: 0.3815 - accuracy: 0.8163
101/316 [========>.....................] - ETA: 44s - loss: 0.3824 - accuracy: 0.8156
102/316 [========>.....................] - ETA: 43s - loss: 0.3808 - accuracy: 0.8168
103/316 [========>.....................] - ETA: 43s - loss: 0.3804 - accuracy: 0.8167
104/316 [========>.....................] - ETA: 43s - loss: 0.3792 - accuracy: 0.8179
105/316 [========>.....................] - ETA: 43s - loss: 0.3801 - accuracy: 0.8167
106/316 [=========>....................] - ETA: 42s - loss: 0.3807 - accuracy: 0.8166
107/316 [=========>....................] - ETA: 42s - loss: 0.3798 - accuracy: 0.8172
108/316 [=========>....................] - ETA: 42s - loss: 0.3797 - accuracy: 0.8171
109/316 [=========>....................] - ETA: 43s - loss: 0.3830 - accuracy: 0.8159
110/316 [=========>....................] - ETA: 43s - loss: 0.3846 - accuracy: 0.8142
111/316 [=========>....................] - ETA: 43s - loss: 0.3861 - accuracy: 0.8136
112/316 [=========>....................] - ETA: 42s - loss: 0.3855 - accuracy: 0.8136
113/316 [=========>....................] - ETA: 42s - loss: 0.3840 - accuracy: 0.8147
114/316 [=========>....................] - ETA: 42s - loss: 0.3828 - accuracy: 0.8152
115/316 [=========>....................] - ETA: 42s - loss: 0.3824 - accuracy: 0.8152
116/316 [==========>...................] - ETA: 41s - loss: 0.3828 - accuracy: 0.8147
117/316 [==========>...................] - ETA: 41s - loss: 0.3829 - accuracy: 0.8141
118/316 [==========>...................] - ETA: 41s - loss: 0.3816 - accuracy: 0.8146
119/316 [==========>...................] - ETA: 41s - loss: 0.3813 - accuracy: 0.8151
120/316 [==========>...................] - ETA: 40s - loss: 0.3797 - accuracy: 0.8161
121/316 [==========>...................] - ETA: 40s - loss: 0.3794 - accuracy: 0.8171
122/316 [==========>...................] - ETA: 40s - loss: 0.3773 - accuracy: 0.8181
123/316 [==========>...................] - ETA: 40s - loss: 0.3796 - accuracy: 0.8171
124/316 [==========>...................] - ETA: 40s - loss: 0.3803 - accuracy: 0.8165
125/316 [==========>...................] - ETA: 39s - loss: 0.3806 - accuracy: 0.8155
126/316 [==========>...................] - ETA: 39s - loss: 0.3791 - accuracy: 0.8170
127/316 [===========>..................] - ETA: 39s - loss: 0.3794 - accuracy: 0.8169
128/316 [===========>..................] - ETA: 39s - loss: 0.3795 - accuracy: 0.8164
129/316 [===========>..................] - ETA: 38s - loss: 0.3785 - accuracy: 0.8169
130/316 [===========>..................] - ETA: 38s - loss: 0.3773 - accuracy: 0.8173
131/316 [===========>..................] - ETA: 38s - loss: 0.3779 - accuracy: 0.8173
132/316 [===========>..................] - ETA: 38s - loss: 0.3790 - accuracy: 0.8177
133/316 [===========>..................] - ETA: 37s - loss: 0.3789 - accuracy: 0.8177
134/316 [===========>..................] - ETA: 37s - loss: 0.3798 - accuracy: 0.8172
135/316 [===========>..................] - ETA: 37s - loss: 0.3835 - accuracy: 0.8167
136/316 [===========>..................] - ETA: 37s - loss: 0.3846 - accuracy: 0.8162
137/316 [============>.................] - ETA: 36s - loss: 0.3846 - accuracy: 0.8161
138/316 [============>.................] - ETA: 36s - loss: 0.3842 - accuracy: 0.8166
139/316 [============>.................] - ETA: 36s - loss: 0.3862 - accuracy: 0.8156
140/316 [============>.................] - ETA: 36s - loss: 0.3864 - accuracy: 0.8156
141/316 [============>.................] - ETA: 36s - loss: 0.3867 - accuracy: 0.8156
142/316 [============>.................] - ETA: 35s - loss: 0.3862 - accuracy: 0.8160
143/316 [============>.................] - ETA: 35s - loss: 0.3864 - accuracy: 0.8164
144/316 [============>.................] - ETA: 35s - loss: 0.3864 - accuracy: 0.8168
145/316 [============>.................] - ETA: 35s - loss: 0.3866 - accuracy: 0.8164
146/316 [============>.................] - ETA: 34s - loss: 0.3871 - accuracy: 0.8164
147/316 [============>.................] - ETA: 34s - loss: 0.3873 - accuracy: 0.8155
148/316 [=============>................] - ETA: 34s - loss: 0.3872 - accuracy: 0.8159
149/316 [=============>................] - ETA: 34s - loss: 0.3870 - accuracy: 0.8159
150/316 [=============>................] - ETA: 34s - loss: 0.3872 - accuracy: 0.8154
151/316 [=============>................] - ETA: 33s - loss: 0.3868 - accuracy: 0.8162
152/316 [=============>................] - ETA: 33s - loss: 0.3865 - accuracy: 0.8170
153/316 [=============>................] - ETA: 33s - loss: 0.3872 - accuracy: 0.8162
154/316 [=============>................] - ETA: 33s - loss: 0.3864 - accuracy: 0.8174
155/316 [=============>................] - ETA: 32s - loss: 0.3875 - accuracy: 0.8165
156/316 [=============>................] - ETA: 32s - loss: 0.3871 - accuracy: 0.8165
157/316 [=============>................] - ETA: 32s - loss: 0.3877 - accuracy: 0.8161
158/316 [==============>...............] - ETA: 32s - loss: 0.3873 - accuracy: 0.8165
159/316 [==============>...............] - ETA: 32s - loss: 0.3870 - accuracy: 0.8168
160/316 [==============>...............] - ETA: 32s - loss: 0.3878 - accuracy: 0.8164
161/316 [==============>...............] - ETA: 32s - loss: 0.3878 - accuracy: 0.8160
162/316 [==============>...............] - ETA: 32s - loss: 0.3881 - accuracy: 0.8152
163/316 [==============>...............] - ETA: 31s - loss: 0.3875 - accuracy: 0.8160
164/316 [==============>...............] - ETA: 31s - loss: 0.3886 - accuracy: 0.8152
165/316 [==============>...............] - ETA: 31s - loss: 0.3915 - accuracy: 0.8133
166/316 [==============>...............] - ETA: 31s - loss: 0.3916 - accuracy: 0.8129
167/316 [==============>...............] - ETA: 31s - loss: 0.3913 - accuracy: 0.8129
168/316 [==============>...............] - ETA: 30s - loss: 0.3943 - accuracy: 0.8114
169/316 [===============>..............] - ETA: 30s - loss: 0.3935 - accuracy: 0.8121
170/316 [===============>..............] - ETA: 30s - loss: 0.3931 - accuracy: 0.8129
171/316 [===============>..............] - ETA: 30s - loss: 0.3948 - accuracy: 0.8125
172/316 [===============>..............] - ETA: 29s - loss: 0.3953 - accuracy: 0.8121
173/316 [===============>..............] - ETA: 29s - loss: 0.3960 - accuracy: 0.8114
174/316 [===============>..............] - ETA: 29s - loss: 0.3968 - accuracy: 0.8111
175/316 [===============>..............] - ETA: 29s - loss: 0.3969 - accuracy: 0.8111
176/316 [===============>..............] - ETA: 29s - loss: 0.3965 - accuracy: 0.8114
177/316 [===============>..............] - ETA: 28s - loss: 0.3967 - accuracy: 0.8114
178/316 [===============>..............] - ETA: 28s - loss: 0.3970 - accuracy: 0.8114
179/316 [===============>..............] - ETA: 28s - loss: 0.3980 - accuracy: 0.8104
180/316 [================>.............] - ETA: 28s - loss: 0.3978 - accuracy: 0.8108
181/316 [================>.............] - ETA: 27s - loss: 0.3976 - accuracy: 0.8111
182/316 [================>.............] - ETA: 27s - loss: 0.3984 - accuracy: 0.8104
183/316 [================>.............] - ETA: 27s - loss: 0.3992 - accuracy: 0.8098
184/316 [================>.............] - ETA: 27s - loss: 0.3990 - accuracy: 0.8098
185/316 [================>.............] - ETA: 27s - loss: 0.3990 - accuracy: 0.8098
186/316 [================>.............] - ETA: 26s - loss: 0.3980 - accuracy: 0.8108
187/316 [================>.............] - ETA: 26s - loss: 0.3974 - accuracy: 0.8118
188/316 [================>.............] - ETA: 26s - loss: 0.3970 - accuracy: 0.8125
189/316 [================>.............] - ETA: 26s - loss: 0.3969 - accuracy: 0.8125
190/316 [=================>............] - ETA: 25s - loss: 0.3970 - accuracy: 0.8128
191/316 [=================>............] - ETA: 25s - loss: 0.3968 - accuracy: 0.8128
192/316 [=================>............] - ETA: 26s - loss: 0.3965 - accuracy: 0.8125
193/316 [=================>............] - ETA: 25s - loss: 0.3961 - accuracy: 0.8131
194/316 [=================>............] - ETA: 25s - loss: 0.3960 - accuracy: 0.8135
195/316 [=================>............] - ETA: 25s - loss: 0.3956 - accuracy: 0.8131
196/316 [=================>............] - ETA: 25s - loss: 0.3968 - accuracy: 0.8128
197/316 [=================>............] - ETA: 24s - loss: 0.3975 - accuracy: 0.8122
198/316 [=================>............] - ETA: 24s - loss: 0.3966 - accuracy: 0.8125
199/316 [=================>............] - ETA: 24s - loss: 0.3977 - accuracy: 0.8122
200/316 [=================>............] - ETA: 24s - loss: 0.3966 - accuracy: 0.8128
201/316 [==================>...........] - ETA: 24s - loss: 0.3960 - accuracy: 0.8134
202/316 [==================>...........] - ETA: 23s - loss: 0.3954 - accuracy: 0.8140
203/316 [==================>...........] - ETA: 23s - loss: 0.3955 - accuracy: 0.8140
204/316 [==================>...........] - ETA: 23s - loss: 0.3961 - accuracy: 0.8134
205/316 [==================>...........] - ETA: 23s - loss: 0.3953 - accuracy: 0.8140
206/316 [==================>...........] - ETA: 22s - loss: 0.3954 - accuracy: 0.8137
207/316 [==================>...........] - ETA: 22s - loss: 0.3947 - accuracy: 0.8143
208/316 [==================>...........] - ETA: 22s - loss: 0.3943 - accuracy: 0.8146
209/316 [==================>...........] - ETA: 22s - loss: 0.3947 - accuracy: 0.8143
210/316 [==================>...........] - ETA: 22s - loss: 0.3944 - accuracy: 0.8143
211/316 [===================>..........] - ETA: 21s - loss: 0.3942 - accuracy: 0.8143
212/316 [===================>..........] - ETA: 21s - loss: 0.3939 - accuracy: 0.8140
213/316 [===================>..........] - ETA: 21s - loss: 0.3940 - accuracy: 0.8140
214/316 [===================>..........] - ETA: 21s - loss: 0.3932 - accuracy: 0.8143
215/316 [===================>..........] - ETA: 20s - loss: 0.3923 - accuracy: 0.8145
216/316 [===================>..........] - ETA: 20s - loss: 0.3923 - accuracy: 0.8148
217/316 [===================>..........] - ETA: 20s - loss: 0.3917 - accuracy: 0.8151
218/316 [===================>..........] - ETA: 20s - loss: 0.3939 - accuracy: 0.8142
219/316 [===================>..........] - ETA: 20s - loss: 0.3932 - accuracy: 0.8145
220/316 [===================>..........] - ETA: 19s - loss: 0.3923 - accuracy: 0.8151
221/316 [===================>..........] - ETA: 19s - loss: 0.3931 - accuracy: 0.8150
222/316 [====================>.........] - ETA: 19s - loss: 0.3917 - accuracy: 0.8159
223/316 [====================>.........] - ETA: 19s - loss: 0.3919 - accuracy: 0.8159
224/316 [====================>.........] - ETA: 19s - loss: 0.3925 - accuracy: 0.8156
225/316 [====================>.........] - ETA: 19s - loss: 0.3923 - accuracy: 0.8153
226/316 [====================>.........] - ETA: 18s - loss: 0.3920 - accuracy: 0.8150
227/316 [====================>.........] - ETA: 18s - loss: 0.3917 - accuracy: 0.8153
228/316 [====================>.........] - ETA: 18s - loss: 0.3912 - accuracy: 0.8152
229/316 [====================>.........] - ETA: 18s - loss: 0.3912 - accuracy: 0.8152
230/316 [====================>.........] - ETA: 18s - loss: 0.3923 - accuracy: 0.8144
231/316 [====================>.........] - ETA: 17s - loss: 0.3925 - accuracy: 0.8144
232/316 [=====================>........] - ETA: 17s - loss: 0.3932 - accuracy: 0.8136
233/316 [=====================>........] - ETA: 17s - loss: 0.3931 - accuracy: 0.8138
234/316 [=====================>........] - ETA: 17s - loss: 0.3924 - accuracy: 0.8144
235/316 [=====================>........] - ETA: 16s - loss: 0.3915 - accuracy: 0.8152
236/316 [=====================>........] - ETA: 16s - loss: 0.3909 - accuracy: 0.8159
237/316 [=====================>........] - ETA: 16s - loss: 0.3913 - accuracy: 0.8159
238/316 [=====================>........] - ETA: 16s - loss: 0.3908 - accuracy: 0.8162
239/316 [=====================>........] - ETA: 16s - loss: 0.3908 - accuracy: 0.8164
240/316 [=====================>........] - ETA: 15s - loss: 0.3911 - accuracy: 0.8161
241/316 [=====================>........] - ETA: 15s - loss: 0.3914 - accuracy: 0.8159
242/316 [=====================>........] - ETA: 15s - loss: 0.3911 - accuracy: 0.8159
243/316 [======================>.......] - ETA: 15s - loss: 0.3914 - accuracy: 0.8158
244/316 [======================>.......] - ETA: 15s - loss: 0.3914 - accuracy: 0.8158
245/316 [======================>.......] - ETA: 14s - loss: 0.3923 - accuracy: 0.8153
246/316 [======================>.......] - ETA: 14s - loss: 0.3923 - accuracy: 0.8148
247/316 [======================>.......] - ETA: 14s - loss: 0.3928 - accuracy: 0.8143
248/316 [======================>.......] - ETA: 14s - loss: 0.3925 - accuracy: 0.8148
249/316 [======================>.......] - ETA: 13s - loss: 0.3919 - accuracy: 0.8150
250/316 [======================>.......] - ETA: 13s - loss: 0.3915 - accuracy: 0.8152
251/316 [======================>.......] - ETA: 13s - loss: 0.3919 - accuracy: 0.8155
252/316 [======================>.......] - ETA: 13s - loss: 0.3917 - accuracy: 0.8152
253/316 [=======================>......] - ETA: 13s - loss: 0.3920 - accuracy: 0.8150
254/316 [=======================>......] - ETA: 12s - loss: 0.3919 - accuracy: 0.8147
255/316 [=======================>......] - ETA: 12s - loss: 0.3921 - accuracy: 0.8145
256/316 [=======================>......] - ETA: 12s - loss: 0.3933 - accuracy: 0.8137
257/316 [=======================>......] - ETA: 12s - loss: 0.3939 - accuracy: 0.8132
258/316 [=======================>......] - ETA: 12s - loss: 0.3936 - accuracy: 0.8135
259/316 [=======================>......] - ETA: 11s - loss: 0.3931 - accuracy: 0.8135
260/316 [=======================>......] - ETA: 11s - loss: 0.3928 - accuracy: 0.8137
261/316 [=======================>......] - ETA: 11s - loss: 0.3926 - accuracy: 0.8137
262/316 [=======================>......] - ETA: 11s - loss: 0.3929 - accuracy: 0.8132
263/316 [=======================>......] - ETA: 10s - loss: 0.3929 - accuracy: 0.8132
264/316 [========================>.....] - ETA: 10s - loss: 0.3926 - accuracy: 0.8132
265/316 [========================>.....] - ETA: 10s - loss: 0.3923 - accuracy: 0.8134
266/316 [========================>.....] - ETA: 10s - loss: 0.3917 - accuracy: 0.8139
267/316 [========================>.....] - ETA: 10s - loss: 0.3923 - accuracy: 0.8130
268/316 [========================>.....] - ETA: 10s - loss: 0.3925 - accuracy: 0.8127
269/316 [========================>.....] - ETA: 9s - loss: 0.3930 - accuracy: 0.8123 
270/316 [========================>.....] - ETA: 9s - loss: 0.3931 - accuracy: 0.8120
271/316 [========================>.....] - ETA: 9s - loss: 0.3924 - accuracy: 0.8125
272/316 [========================>.....] - ETA: 9s - loss: 0.3925 - accuracy: 0.8123
273/316 [========================>.....] - ETA: 9s - loss: 0.3934 - accuracy: 0.8116
274/316 [=========================>....] - ETA: 8s - loss: 0.3936 - accuracy: 0.8116
275/316 [=========================>....] - ETA: 8s - loss: 0.3934 - accuracy: 0.8120
276/316 [=========================>....] - ETA: 8s - loss: 0.3937 - accuracy: 0.8116
277/316 [=========================>....] - ETA: 8s - loss: 0.3961 - accuracy: 0.8111
278/316 [=========================>....] - ETA: 7s - loss: 0.3958 - accuracy: 0.8116
279/316 [=========================>....] - ETA: 7s - loss: 0.3964 - accuracy: 0.8109
280/316 [=========================>....] - ETA: 7s - loss: 0.3963 - accuracy: 0.8105
281/316 [=========================>....] - ETA: 7s - loss: 0.3967 - accuracy: 0.8101
282/316 [=========================>....] - ETA: 7s - loss: 0.3966 - accuracy: 0.8101
283/316 [=========================>....] - ETA: 6s - loss: 0.3966 - accuracy: 0.8103
284/316 [=========================>....] - ETA: 6s - loss: 0.3963 - accuracy: 0.8107
285/316 [==========================>...] - ETA: 6s - loss: 0.3960 - accuracy: 0.8112
286/316 [==========================>...] - ETA: 6s - loss: 0.3964 - accuracy: 0.8108
287/316 [==========================>...] - ETA: 6s - loss: 0.3965 - accuracy: 0.8108
288/316 [==========================>...] - ETA: 5s - loss: 0.3962 - accuracy: 0.8110
289/316 [==========================>...] - ETA: 5s - loss: 0.3960 - accuracy: 0.8110
290/316 [==========================>...] - ETA: 5s - loss: 0.3960 - accuracy: 0.8110
291/316 [==========================>...] - ETA: 5s - loss: 0.3962 - accuracy: 0.8106
292/316 [==========================>...] - ETA: 5s - loss: 0.3956 - accuracy: 0.8110
293/316 [==========================>...] - ETA: 4s - loss: 0.3951 - accuracy: 0.8110
294/316 [==========================>...] - ETA: 4s - loss: 0.3954 - accuracy: 0.8110
295/316 [===========================>..] - ETA: 4s - loss: 0.3952 - accuracy: 0.8112
296/316 [===========================>..] - ETA: 4s - loss: 0.3953 - accuracy: 0.8108
297/316 [===========================>..] - ETA: 4s - loss: 0.3949 - accuracy: 0.8112
298/316 [===========================>..] - ETA: 3s - loss: 0.3953 - accuracy: 0.8108
299/316 [===========================>..] - ETA: 3s - loss: 0.3948 - accuracy: 0.8115
300/316 [===========================>..] - ETA: 3s - loss: 0.3955 - accuracy: 0.8106
301/316 [===========================>..] - ETA: 3s - loss: 0.3964 - accuracy: 0.8100
302/316 [===========================>..] - ETA: 2s - loss: 0.3958 - accuracy: 0.8104
303/316 [===========================>..] - ETA: 2s - loss: 0.3953 - accuracy: 0.8108
304/316 [===========================>..] - ETA: 2s - loss: 0.3960 - accuracy: 0.8102
305/316 [===========================>..] - ETA: 2s - loss: 0.3953 - accuracy: 0.8107
306/316 [============================>.] - ETA: 2s - loss: 0.3955 - accuracy: 0.8105
307/316 [============================>.] - ETA: 1s - loss: 0.3962 - accuracy: 0.8096
308/316 [============================>.] - ETA: 1s - loss: 0.3966 - accuracy: 0.8095
309/316 [============================>.] - ETA: 1s - loss: 0.3967 - accuracy: 0.8093
310/316 [============================>.] - ETA: 1s - loss: 0.3965 - accuracy: 0.8095
311/316 [============================>.] - ETA: 1s - loss: 0.3976 - accuracy: 0.8093
312/316 [============================>.] - ETA: 0s - loss: 0.3972 - accuracy: 0.8095
313/316 [============================>.] - ETA: 0s - loss: 0.3975 - accuracy: 0.8097
314/316 [============================>.] - ETA: 0s - loss: 0.3986 - accuracy: 0.8087
315/316 [============================>.] - ETA: 0s - loss: 0.3993 - accuracy: 0.8085
316/316 [==============================] - 67s 212ms/step - loss: 0.3995 - accuracy: 0.8084

316/316 [==============================] - 71s 223ms/step - loss: 0.3995 - accuracy: 0.8084 - val_loss: 0.3100 - val_accuracy: 0.8463
Epoch 35/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.2918 - accuracy: 0.9375
  2/316 [..............................] - ETA: 1:00 - loss: 0.4099 - accuracy: 0.7500
  3/316 [..............................] - ETA: 59s - loss: 0.3736 - accuracy: 0.7917 
  4/316 [..............................] - ETA: 58s - loss: 0.4051 - accuracy: 0.7344
  5/316 [..............................] - ETA: 58s - loss: 0.4369 - accuracy: 0.7250
  6/316 [..............................] - ETA: 57s - loss: 0.4110 - accuracy: 0.7604
  7/316 [..............................] - ETA: 57s - loss: 0.3809 - accuracy: 0.7946
  8/316 [..............................] - ETA: 58s - loss: 0.3803 - accuracy: 0.8125
  9/316 [..............................] - ETA: 58s - loss: 0.3716 - accuracy: 0.8125
 10/316 [..............................] - ETA: 58s - loss: 0.3801 - accuracy: 0.8000
 11/316 [>.............................] - ETA: 57s - loss: 0.3839 - accuracy: 0.8011
 12/316 [>.............................] - ETA: 57s - loss: 0.3873 - accuracy: 0.8021
 13/316 [>.............................] - ETA: 57s - loss: 0.3935 - accuracy: 0.7981
 14/316 [>.............................] - ETA: 56s - loss: 0.4035 - accuracy: 0.7902
 15/316 [>.............................] - ETA: 57s - loss: 0.4237 - accuracy: 0.7792
 16/316 [>.............................] - ETA: 57s - loss: 0.4247 - accuracy: 0.7852
 17/316 [>.............................] - ETA: 56s - loss: 0.4354 - accuracy: 0.7794
 18/316 [>.............................] - ETA: 56s - loss: 0.4368 - accuracy: 0.7778
 19/316 [>.............................] - ETA: 56s - loss: 0.4348 - accuracy: 0.7829
 20/316 [>.............................] - ETA: 56s - loss: 0.4351 - accuracy: 0.7812
 21/316 [>.............................] - ETA: 55s - loss: 0.4292 - accuracy: 0.7857
 22/316 [=>............................] - ETA: 55s - loss: 0.4344 - accuracy: 0.7812
 23/316 [=>............................] - ETA: 55s - loss: 0.4332 - accuracy: 0.7826
 24/316 [=>............................] - ETA: 55s - loss: 0.4295 - accuracy: 0.7865
 25/316 [=>............................] - ETA: 55s - loss: 0.4330 - accuracy: 0.7850
 26/316 [=>............................] - ETA: 55s - loss: 0.4326 - accuracy: 0.7861
 27/316 [=>............................] - ETA: 54s - loss: 0.4294 - accuracy: 0.7917
 28/316 [=>............................] - ETA: 54s - loss: 0.4319 - accuracy: 0.7879
 29/316 [=>............................] - ETA: 54s - loss: 0.4339 - accuracy: 0.7866
 30/316 [=>............................] - ETA: 54s - loss: 0.4320 - accuracy: 0.7854
 31/316 [=>............................] - ETA: 54s - loss: 0.4390 - accuracy: 0.7782
 32/316 [==>...........................] - ETA: 54s - loss: 0.4406 - accuracy: 0.7773
 33/316 [==>...........................] - ETA: 53s - loss: 0.4377 - accuracy: 0.7822
 34/316 [==>...........................] - ETA: 53s - loss: 0.4396 - accuracy: 0.7776
 35/316 [==>...........................] - ETA: 53s - loss: 0.4394 - accuracy: 0.7786
 36/316 [==>...........................] - ETA: 53s - loss: 0.4371 - accuracy: 0.7795
 37/316 [==>...........................] - ETA: 53s - loss: 0.4356 - accuracy: 0.7804
 38/316 [==>...........................] - ETA: 53s - loss: 0.4367 - accuracy: 0.7796
 39/316 [==>...........................] - ETA: 52s - loss: 0.4339 - accuracy: 0.7837
 40/316 [==>...........................] - ETA: 52s - loss: 0.4294 - accuracy: 0.7875
 41/316 [==>...........................] - ETA: 52s - loss: 0.4255 - accuracy: 0.7912
 42/316 [==>...........................] - ETA: 52s - loss: 0.4291 - accuracy: 0.7902
 43/316 [===>..........................] - ETA: 51s - loss: 0.4264 - accuracy: 0.7936
 44/316 [===>..........................] - ETA: 51s - loss: 0.4236 - accuracy: 0.7969
 45/316 [===>..........................] - ETA: 51s - loss: 0.4266 - accuracy: 0.7944
 46/316 [===>..........................] - ETA: 51s - loss: 0.4246 - accuracy: 0.7935
 47/316 [===>..........................] - ETA: 51s - loss: 0.4197 - accuracy: 0.7952
 48/316 [===>..........................] - ETA: 53s - loss: 0.4257 - accuracy: 0.7930
 49/316 [===>..........................] - ETA: 55s - loss: 0.4206 - accuracy: 0.7946
 50/316 [===>..........................] - ETA: 54s - loss: 0.4189 - accuracy: 0.7950
 51/316 [===>..........................] - ETA: 54s - loss: 0.4160 - accuracy: 0.7990
 52/316 [===>..........................] - ETA: 54s - loss: 0.4159 - accuracy: 0.7981
 53/316 [====>.........................] - ETA: 53s - loss: 0.4170 - accuracy: 0.7983
 54/316 [====>.........................] - ETA: 53s - loss: 0.4137 - accuracy: 0.8009
 55/316 [====>.........................] - ETA: 53s - loss: 0.4114 - accuracy: 0.8034
 56/316 [====>.........................] - ETA: 53s - loss: 0.4106 - accuracy: 0.8025
 57/316 [====>.........................] - ETA: 52s - loss: 0.4128 - accuracy: 0.7993
 58/316 [====>.........................] - ETA: 52s - loss: 0.4137 - accuracy: 0.7974
 59/316 [====>.........................] - ETA: 52s - loss: 0.4113 - accuracy: 0.7998
 60/316 [====>.........................] - ETA: 51s - loss: 0.4111 - accuracy: 0.7990
 61/316 [====>.........................] - ETA: 51s - loss: 0.4102 - accuracy: 0.8002
 62/316 [====>.........................] - ETA: 51s - loss: 0.4072 - accuracy: 0.8024
 63/316 [====>.........................] - ETA: 51s - loss: 0.4072 - accuracy: 0.8026
 64/316 [=====>........................] - ETA: 51s - loss: 0.4055 - accuracy: 0.8037
 65/316 [=====>........................] - ETA: 50s - loss: 0.4060 - accuracy: 0.8029
 66/316 [=====>........................] - ETA: 50s - loss: 0.4055 - accuracy: 0.8011
 67/316 [=====>........................] - ETA: 50s - loss: 0.4055 - accuracy: 0.8004
 68/316 [=====>........................] - ETA: 49s - loss: 0.4051 - accuracy: 0.8006
 69/316 [=====>........................] - ETA: 49s - loss: 0.4035 - accuracy: 0.8025
 70/316 [=====>........................] - ETA: 49s - loss: 0.4020 - accuracy: 0.8036
 71/316 [=====>........................] - ETA: 49s - loss: 0.3998 - accuracy: 0.8046
 72/316 [=====>........................] - ETA: 49s - loss: 0.3974 - accuracy: 0.8056
 73/316 [=====>........................] - ETA: 48s - loss: 0.3993 - accuracy: 0.8048
 74/316 [======>.......................] - ETA: 48s - loss: 0.3998 - accuracy: 0.8041
 75/316 [======>.......................] - ETA: 48s - loss: 0.3987 - accuracy: 0.8050
 76/316 [======>.......................] - ETA: 48s - loss: 0.3990 - accuracy: 0.8043
 77/316 [======>.......................] - ETA: 47s - loss: 0.3999 - accuracy: 0.8036
 78/316 [======>.......................] - ETA: 47s - loss: 0.3995 - accuracy: 0.8037
 79/316 [======>.......................] - ETA: 47s - loss: 0.4001 - accuracy: 0.8030
 80/316 [======>.......................] - ETA: 47s - loss: 0.3986 - accuracy: 0.8039
 81/316 [======>.......................] - ETA: 48s - loss: 0.4004 - accuracy: 0.8032
 82/316 [======>.......................] - ETA: 48s - loss: 0.3990 - accuracy: 0.8041
 83/316 [======>.......................] - ETA: 48s - loss: 0.3984 - accuracy: 0.8050
 84/316 [======>.......................] - ETA: 48s - loss: 0.4004 - accuracy: 0.8043
 85/316 [=======>......................] - ETA: 48s - loss: 0.4005 - accuracy: 0.8051
 86/316 [=======>......................] - ETA: 47s - loss: 0.4002 - accuracy: 0.8060
 87/316 [=======>......................] - ETA: 47s - loss: 0.4019 - accuracy: 0.8053
 88/316 [=======>......................] - ETA: 47s - loss: 0.4026 - accuracy: 0.8047
 89/316 [=======>......................] - ETA: 47s - loss: 0.4010 - accuracy: 0.8055
 90/316 [=======>......................] - ETA: 46s - loss: 0.4005 - accuracy: 0.8056
 91/316 [=======>......................] - ETA: 46s - loss: 0.4005 - accuracy: 0.8049
 92/316 [=======>......................] - ETA: 46s - loss: 0.3984 - accuracy: 0.8064
 93/316 [=======>......................] - ETA: 46s - loss: 0.3982 - accuracy: 0.8058
 94/316 [=======>......................] - ETA: 45s - loss: 0.4006 - accuracy: 0.8045
 95/316 [========>.....................] - ETA: 45s - loss: 0.3998 - accuracy: 0.8053
 96/316 [========>.....................] - ETA: 45s - loss: 0.4003 - accuracy: 0.8053
 97/316 [========>.....................] - ETA: 45s - loss: 0.4031 - accuracy: 0.8041
 98/316 [========>.....................] - ETA: 45s - loss: 0.4026 - accuracy: 0.8036
 99/316 [========>.....................] - ETA: 46s - loss: 0.4015 - accuracy: 0.8049
100/316 [========>.....................] - ETA: 46s - loss: 0.4016 - accuracy: 0.8050
101/316 [========>.....................] - ETA: 45s - loss: 0.4019 - accuracy: 0.8045
102/316 [========>.....................] - ETA: 45s - loss: 0.4011 - accuracy: 0.8051
103/316 [========>.....................] - ETA: 45s - loss: 0.4027 - accuracy: 0.8034
104/316 [========>.....................] - ETA: 44s - loss: 0.4017 - accuracy: 0.8041
105/316 [========>.....................] - ETA: 44s - loss: 0.4016 - accuracy: 0.8036
106/316 [=========>....................] - ETA: 44s - loss: 0.4036 - accuracy: 0.8025
107/316 [=========>....................] - ETA: 44s - loss: 0.4051 - accuracy: 0.8020
108/316 [=========>....................] - ETA: 44s - loss: 0.4032 - accuracy: 0.8032
109/316 [=========>....................] - ETA: 43s - loss: 0.4018 - accuracy: 0.8045
110/316 [=========>....................] - ETA: 43s - loss: 0.4019 - accuracy: 0.8057
111/316 [=========>....................] - ETA: 43s - loss: 0.4025 - accuracy: 0.8046
112/316 [=========>....................] - ETA: 42s - loss: 0.4021 - accuracy: 0.8047
113/316 [=========>....................] - ETA: 42s - loss: 0.4013 - accuracy: 0.8059
114/316 [=========>....................] - ETA: 42s - loss: 0.4012 - accuracy: 0.8065
115/316 [=========>....................] - ETA: 42s - loss: 0.4007 - accuracy: 0.8076
116/316 [==========>...................] - ETA: 42s - loss: 0.3995 - accuracy: 0.8082
117/316 [==========>...................] - ETA: 41s - loss: 0.4003 - accuracy: 0.8077
118/316 [==========>...................] - ETA: 41s - loss: 0.3993 - accuracy: 0.8083
119/316 [==========>...................] - ETA: 41s - loss: 0.3998 - accuracy: 0.8083
120/316 [==========>...................] - ETA: 41s - loss: 0.3988 - accuracy: 0.8094
121/316 [==========>...................] - ETA: 40s - loss: 0.3986 - accuracy: 0.8094
122/316 [==========>...................] - ETA: 40s - loss: 0.3995 - accuracy: 0.8094
123/316 [==========>...................] - ETA: 40s - loss: 0.4003 - accuracy: 0.8095
124/316 [==========>...................] - ETA: 40s - loss: 0.3996 - accuracy: 0.8100
125/316 [==========>...................] - ETA: 39s - loss: 0.3989 - accuracy: 0.8100
126/316 [==========>...................] - ETA: 40s - loss: 0.3991 - accuracy: 0.8095
127/316 [===========>..................] - ETA: 40s - loss: 0.3999 - accuracy: 0.8086
128/316 [===========>..................] - ETA: 40s - loss: 0.3993 - accuracy: 0.8081
129/316 [===========>..................] - ETA: 40s - loss: 0.3977 - accuracy: 0.8091
130/316 [===========>..................] - ETA: 39s - loss: 0.3971 - accuracy: 0.8096
131/316 [===========>..................] - ETA: 39s - loss: 0.3969 - accuracy: 0.8101
132/316 [===========>..................] - ETA: 39s - loss: 0.3972 - accuracy: 0.8092
133/316 [===========>..................] - ETA: 39s - loss: 0.3978 - accuracy: 0.8087
134/316 [===========>..................] - ETA: 38s - loss: 0.3966 - accuracy: 0.8097
135/316 [===========>..................] - ETA: 38s - loss: 0.3966 - accuracy: 0.8097
136/316 [===========>..................] - ETA: 38s - loss: 0.3959 - accuracy: 0.8097
137/316 [============>.................] - ETA: 38s - loss: 0.3953 - accuracy: 0.8102
138/316 [============>.................] - ETA: 37s - loss: 0.3959 - accuracy: 0.8102
139/316 [============>.................] - ETA: 37s - loss: 0.3989 - accuracy: 0.8089
140/316 [============>.................] - ETA: 37s - loss: 0.3997 - accuracy: 0.8085
141/316 [============>.................] - ETA: 37s - loss: 0.4020 - accuracy: 0.8067
142/316 [============>.................] - ETA: 36s - loss: 0.4017 - accuracy: 0.8068
143/316 [============>.................] - ETA: 36s - loss: 0.4012 - accuracy: 0.8073
144/316 [============>.................] - ETA: 36s - loss: 0.4020 - accuracy: 0.8073
145/316 [============>.................] - ETA: 36s - loss: 0.4014 - accuracy: 0.8073
146/316 [============>.................] - ETA: 35s - loss: 0.4006 - accuracy: 0.8078
147/316 [============>.................] - ETA: 35s - loss: 0.4015 - accuracy: 0.8070
148/316 [=============>................] - ETA: 35s - loss: 0.4028 - accuracy: 0.8062
149/316 [=============>................] - ETA: 35s - loss: 0.4031 - accuracy: 0.8054
150/316 [=============>................] - ETA: 34s - loss: 0.4035 - accuracy: 0.8050
151/316 [=============>................] - ETA: 34s - loss: 0.4036 - accuracy: 0.8050
152/316 [=============>................] - ETA: 34s - loss: 0.4032 - accuracy: 0.8055
153/316 [=============>................] - ETA: 34s - loss: 0.4025 - accuracy: 0.8064
154/316 [=============>................] - ETA: 34s - loss: 0.4021 - accuracy: 0.8072
155/316 [=============>................] - ETA: 33s - loss: 0.4028 - accuracy: 0.8065
156/316 [=============>................] - ETA: 33s - loss: 0.4029 - accuracy: 0.8061
157/316 [=============>................] - ETA: 33s - loss: 0.4028 - accuracy: 0.8057
158/316 [==============>...............] - ETA: 33s - loss: 0.4025 - accuracy: 0.8058
159/316 [==============>...............] - ETA: 33s - loss: 0.4024 - accuracy: 0.8062
160/316 [==============>...............] - ETA: 33s - loss: 0.4020 - accuracy: 0.8070
161/316 [==============>...............] - ETA: 33s - loss: 0.4018 - accuracy: 0.8071
162/316 [==============>...............] - ETA: 32s - loss: 0.4004 - accuracy: 0.8079
163/316 [==============>...............] - ETA: 32s - loss: 0.4001 - accuracy: 0.8087
164/316 [==============>...............] - ETA: 32s - loss: 0.3994 - accuracy: 0.8091
165/316 [==============>...............] - ETA: 32s - loss: 0.3992 - accuracy: 0.8091
166/316 [==============>...............] - ETA: 32s - loss: 0.4007 - accuracy: 0.8091
167/316 [==============>...............] - ETA: 31s - loss: 0.4002 - accuracy: 0.8099
168/316 [==============>...............] - ETA: 31s - loss: 0.3999 - accuracy: 0.8099
169/316 [===============>..............] - ETA: 31s - loss: 0.3998 - accuracy: 0.8103
170/316 [===============>..............] - ETA: 31s - loss: 0.3990 - accuracy: 0.8110
171/316 [===============>..............] - ETA: 30s - loss: 0.4000 - accuracy: 0.8103
172/316 [===============>..............] - ETA: 30s - loss: 0.4002 - accuracy: 0.8107
173/316 [===============>..............] - ETA: 30s - loss: 0.4005 - accuracy: 0.8107
174/316 [===============>..............] - ETA: 30s - loss: 0.4021 - accuracy: 0.8100
175/316 [===============>..............] - ETA: 29s - loss: 0.4013 - accuracy: 0.8104
176/316 [===============>..............] - ETA: 29s - loss: 0.4013 - accuracy: 0.8104
177/316 [===============>..............] - ETA: 29s - loss: 0.4006 - accuracy: 0.8107
178/316 [===============>..............] - ETA: 29s - loss: 0.3995 - accuracy: 0.8114
179/316 [===============>..............] - ETA: 29s - loss: 0.4005 - accuracy: 0.8111
180/316 [================>.............] - ETA: 28s - loss: 0.4005 - accuracy: 0.8108
181/316 [================>.............] - ETA: 28s - loss: 0.4000 - accuracy: 0.8108
182/316 [================>.............] - ETA: 28s - loss: 0.4018 - accuracy: 0.8098
183/316 [================>.............] - ETA: 28s - loss: 0.4012 - accuracy: 0.8105
184/316 [================>.............] - ETA: 27s - loss: 0.4012 - accuracy: 0.8108
185/316 [================>.............] - ETA: 27s - loss: 0.4009 - accuracy: 0.8108
186/316 [================>.............] - ETA: 27s - loss: 0.4016 - accuracy: 0.8101
187/316 [================>.............] - ETA: 27s - loss: 0.4039 - accuracy: 0.8088
188/316 [================>.............] - ETA: 26s - loss: 0.4041 - accuracy: 0.8085
189/316 [================>.............] - ETA: 26s - loss: 0.4041 - accuracy: 0.8085
190/316 [=================>............] - ETA: 26s - loss: 0.4039 - accuracy: 0.8086
191/316 [=================>............] - ETA: 26s - loss: 0.4048 - accuracy: 0.8076
192/316 [=================>............] - ETA: 26s - loss: 0.4048 - accuracy: 0.8079
193/316 [=================>............] - ETA: 26s - loss: 0.4045 - accuracy: 0.8083
194/316 [=================>............] - ETA: 26s - loss: 0.4044 - accuracy: 0.8083
195/316 [=================>............] - ETA: 25s - loss: 0.4042 - accuracy: 0.8083
196/316 [=================>............] - ETA: 25s - loss: 0.4038 - accuracy: 0.8087
197/316 [=================>............] - ETA: 25s - loss: 0.4029 - accuracy: 0.8090
198/316 [=================>............] - ETA: 25s - loss: 0.4033 - accuracy: 0.8087
199/316 [=================>............] - ETA: 24s - loss: 0.4027 - accuracy: 0.8090
200/316 [=================>............] - ETA: 24s - loss: 0.4031 - accuracy: 0.8084
201/316 [==================>...........] - ETA: 24s - loss: 0.4029 - accuracy: 0.8085
202/316 [==================>...........] - ETA: 24s - loss: 0.4018 - accuracy: 0.8094
203/316 [==================>...........] - ETA: 24s - loss: 0.4020 - accuracy: 0.8091
204/316 [==================>...........] - ETA: 23s - loss: 0.4020 - accuracy: 0.8091
205/316 [==================>...........] - ETA: 23s - loss: 0.4025 - accuracy: 0.8085
206/316 [==================>...........] - ETA: 23s - loss: 0.4029 - accuracy: 0.8079
207/316 [==================>...........] - ETA: 23s - loss: 0.4024 - accuracy: 0.8083
208/316 [==================>...........] - ETA: 22s - loss: 0.4022 - accuracy: 0.8086
209/316 [==================>...........] - ETA: 22s - loss: 0.4015 - accuracy: 0.8089
210/316 [==================>...........] - ETA: 22s - loss: 0.4016 - accuracy: 0.8089
211/316 [===================>..........] - ETA: 22s - loss: 0.4023 - accuracy: 0.8081
212/316 [===================>..........] - ETA: 22s - loss: 0.4020 - accuracy: 0.8081
213/316 [===================>..........] - ETA: 22s - loss: 0.4031 - accuracy: 0.8075
214/316 [===================>..........] - ETA: 21s - loss: 0.4030 - accuracy: 0.8078
215/316 [===================>..........] - ETA: 21s - loss: 0.4026 - accuracy: 0.8076
216/316 [===================>..........] - ETA: 21s - loss: 0.4027 - accuracy: 0.8076
217/316 [===================>..........] - ETA: 21s - loss: 0.4030 - accuracy: 0.8076
218/316 [===================>..........] - ETA: 21s - loss: 0.4040 - accuracy: 0.8068
219/316 [===================>..........] - ETA: 20s - loss: 0.4040 - accuracy: 0.8068
220/316 [===================>..........] - ETA: 20s - loss: 0.4031 - accuracy: 0.8074
221/316 [===================>..........] - ETA: 20s - loss: 0.4024 - accuracy: 0.8077
222/316 [====================>.........] - ETA: 20s - loss: 0.4020 - accuracy: 0.8080
223/316 [====================>.........] - ETA: 19s - loss: 0.4017 - accuracy: 0.8077
224/316 [====================>.........] - ETA: 19s - loss: 0.4013 - accuracy: 0.8078
225/316 [====================>.........] - ETA: 19s - loss: 0.4008 - accuracy: 0.8075
226/316 [====================>.........] - ETA: 19s - loss: 0.4011 - accuracy: 0.8075
227/316 [====================>.........] - ETA: 19s - loss: 0.4006 - accuracy: 0.8081
228/316 [====================>.........] - ETA: 18s - loss: 0.4008 - accuracy: 0.8076
229/316 [====================>.........] - ETA: 18s - loss: 0.4002 - accuracy: 0.8079
230/316 [====================>.........] - ETA: 18s - loss: 0.4003 - accuracy: 0.8079
231/316 [====================>.........] - ETA: 18s - loss: 0.3992 - accuracy: 0.8084
232/316 [=====================>........] - ETA: 17s - loss: 0.4001 - accuracy: 0.8079
233/316 [=====================>........] - ETA: 17s - loss: 0.4002 - accuracy: 0.8082
234/316 [=====================>........] - ETA: 17s - loss: 0.4000 - accuracy: 0.8082
235/316 [=====================>........] - ETA: 17s - loss: 0.4006 - accuracy: 0.8082
236/316 [=====================>........] - ETA: 17s - loss: 0.3999 - accuracy: 0.8085
237/316 [=====================>........] - ETA: 16s - loss: 0.3994 - accuracy: 0.8091
238/316 [=====================>........] - ETA: 16s - loss: 0.3997 - accuracy: 0.8086
239/316 [=====================>........] - ETA: 16s - loss: 0.3996 - accuracy: 0.8083
240/316 [=====================>........] - ETA: 16s - loss: 0.3996 - accuracy: 0.8083
241/316 [=====================>........] - ETA: 15s - loss: 0.3990 - accuracy: 0.8089
242/316 [=====================>........] - ETA: 15s - loss: 0.3984 - accuracy: 0.8091
243/316 [======================>.......] - ETA: 15s - loss: 0.3980 - accuracy: 0.8097
244/316 [======================>.......] - ETA: 15s - loss: 0.3990 - accuracy: 0.8089
245/316 [======================>.......] - ETA: 15s - loss: 0.3987 - accuracy: 0.8089
246/316 [======================>.......] - ETA: 15s - loss: 0.3989 - accuracy: 0.8092
247/316 [======================>.......] - ETA: 14s - loss: 0.3996 - accuracy: 0.8087
248/316 [======================>.......] - ETA: 14s - loss: 0.3998 - accuracy: 0.8085
249/316 [======================>.......] - ETA: 14s - loss: 0.3998 - accuracy: 0.8085
250/316 [======================>.......] - ETA: 14s - loss: 0.3991 - accuracy: 0.8092
251/316 [======================>.......] - ETA: 13s - loss: 0.3990 - accuracy: 0.8090
252/316 [======================>.......] - ETA: 13s - loss: 0.3986 - accuracy: 0.8093
253/316 [=======================>......] - ETA: 13s - loss: 0.3981 - accuracy: 0.8095
254/316 [=======================>......] - ETA: 13s - loss: 0.3980 - accuracy: 0.8093
255/316 [=======================>......] - ETA: 13s - loss: 0.3973 - accuracy: 0.8098
256/316 [=======================>......] - ETA: 12s - loss: 0.3975 - accuracy: 0.8093
257/316 [=======================>......] - ETA: 12s - loss: 0.3984 - accuracy: 0.8093
258/316 [=======================>......] - ETA: 12s - loss: 0.3981 - accuracy: 0.8091
259/316 [=======================>......] - ETA: 12s - loss: 0.3982 - accuracy: 0.8091
260/316 [=======================>......] - ETA: 11s - loss: 0.3987 - accuracy: 0.8089
261/316 [=======================>......] - ETA: 11s - loss: 0.3987 - accuracy: 0.8087
262/316 [=======================>......] - ETA: 11s - loss: 0.3990 - accuracy: 0.8082
263/316 [=======================>......] - ETA: 11s - loss: 0.3991 - accuracy: 0.8077
264/316 [========================>.....] - ETA: 11s - loss: 0.3987 - accuracy: 0.8080
265/316 [========================>.....] - ETA: 10s - loss: 0.3987 - accuracy: 0.8078
266/316 [========================>.....] - ETA: 10s - loss: 0.3996 - accuracy: 0.8069
267/316 [========================>.....] - ETA: 10s - loss: 0.3994 - accuracy: 0.8066
268/316 [========================>.....] - ETA: 10s - loss: 0.3996 - accuracy: 0.8064
269/316 [========================>.....] - ETA: 10s - loss: 0.3998 - accuracy: 0.8067
270/316 [========================>.....] - ETA: 9s - loss: 0.3997 - accuracy: 0.8065 
271/316 [========================>.....] - ETA: 9s - loss: 0.3995 - accuracy: 0.8065
272/316 [========================>.....] - ETA: 9s - loss: 0.3998 - accuracy: 0.8065
273/316 [========================>.....] - ETA: 9s - loss: 0.4005 - accuracy: 0.8061
274/316 [=========================>....] - ETA: 8s - loss: 0.4004 - accuracy: 0.8063
275/316 [=========================>....] - ETA: 8s - loss: 0.4008 - accuracy: 0.8059
276/316 [=========================>....] - ETA: 8s - loss: 0.4007 - accuracy: 0.8064
277/316 [=========================>....] - ETA: 8s - loss: 0.4004 - accuracy: 0.8064
278/316 [=========================>....] - ETA: 8s - loss: 0.4004 - accuracy: 0.8064
279/316 [=========================>....] - ETA: 7s - loss: 0.4005 - accuracy: 0.8062
280/316 [=========================>....] - ETA: 7s - loss: 0.4016 - accuracy: 0.8051
281/316 [=========================>....] - ETA: 7s - loss: 0.4020 - accuracy: 0.8049
282/316 [=========================>....] - ETA: 7s - loss: 0.4017 - accuracy: 0.8052
283/316 [=========================>....] - ETA: 7s - loss: 0.4028 - accuracy: 0.8045
284/316 [=========================>....] - ETA: 6s - loss: 0.4033 - accuracy: 0.8044
285/316 [==========================>...] - ETA: 6s - loss: 0.4038 - accuracy: 0.8042
286/316 [==========================>...] - ETA: 6s - loss: 0.4039 - accuracy: 0.8040
287/316 [==========================>...] - ETA: 6s - loss: 0.4037 - accuracy: 0.8042
288/316 [==========================>...] - ETA: 6s - loss: 0.4039 - accuracy: 0.8038
289/316 [==========================>...] - ETA: 5s - loss: 0.4037 - accuracy: 0.8041
290/316 [==========================>...] - ETA: 5s - loss: 0.4036 - accuracy: 0.8041
291/316 [==========================>...] - ETA: 5s - loss: 0.4038 - accuracy: 0.8037
292/316 [==========================>...] - ETA: 5s - loss: 0.4036 - accuracy: 0.8037
293/316 [==========================>...] - ETA: 4s - loss: 0.4031 - accuracy: 0.8042
294/316 [==========================>...] - ETA: 4s - loss: 0.4031 - accuracy: 0.8044
295/316 [===========================>..] - ETA: 4s - loss: 0.4028 - accuracy: 0.8044
296/316 [===========================>..] - ETA: 4s - loss: 0.4024 - accuracy: 0.8047
297/316 [===========================>..] - ETA: 4s - loss: 0.4017 - accuracy: 0.8053
298/316 [===========================>..] - ETA: 3s - loss: 0.4013 - accuracy: 0.8058
299/316 [===========================>..] - ETA: 3s - loss: 0.4012 - accuracy: 0.8060
300/316 [===========================>..] - ETA: 3s - loss: 0.4018 - accuracy: 0.8052
301/316 [===========================>..] - ETA: 3s - loss: 0.4020 - accuracy: 0.8050
302/316 [===========================>..] - ETA: 2s - loss: 0.4019 - accuracy: 0.8050
303/316 [===========================>..] - ETA: 2s - loss: 0.4019 - accuracy: 0.8051
304/316 [===========================>..] - ETA: 2s - loss: 0.4015 - accuracy: 0.8053
305/316 [===========================>..] - ETA: 2s - loss: 0.4015 - accuracy: 0.8051
306/316 [============================>.] - ETA: 2s - loss: 0.4019 - accuracy: 0.8047
307/316 [============================>.] - ETA: 1s - loss: 0.4018 - accuracy: 0.8050
308/316 [============================>.] - ETA: 1s - loss: 0.4029 - accuracy: 0.8046
309/316 [============================>.] - ETA: 1s - loss: 0.4026 - accuracy: 0.8048
310/316 [============================>.] - ETA: 1s - loss: 0.4027 - accuracy: 0.8048
311/316 [============================>.] - ETA: 1s - loss: 0.4021 - accuracy: 0.8055
312/316 [============================>.] - ETA: 0s - loss: 0.4023 - accuracy: 0.8053
313/316 [============================>.] - ETA: 0s - loss: 0.4022 - accuracy: 0.8055
314/316 [============================>.] - ETA: 0s - loss: 0.4022 - accuracy: 0.8053
315/316 [============================>.] - ETA: 0s - loss: 0.4020 - accuracy: 0.8056
316/316 [==============================] - 68s 215ms/step - loss: 0.4017 - accuracy: 0.8058

316/316 [==============================] - 71s 226ms/step - loss: 0.4017 - accuracy: 0.8058 - val_loss: 0.2798 - val_accuracy: 0.8899
Epoch 36/100

  1/316 [..............................] - ETA: 1:08 - loss: 0.4057 - accuracy: 0.8125
  2/316 [..............................] - ETA: 59s - loss: 0.4323 - accuracy: 0.7812 
  3/316 [..............................] - ETA: 58s - loss: 0.3625 - accuracy: 0.8333
  4/316 [..............................] - ETA: 58s - loss: 0.3145 - accuracy: 0.8594
  5/316 [..............................] - ETA: 58s - loss: 0.3323 - accuracy: 0.8500
  6/316 [..............................] - ETA: 58s - loss: 0.3203 - accuracy: 0.8646
  7/316 [..............................] - ETA: 58s - loss: 0.3470 - accuracy: 0.8482
  8/316 [..............................] - ETA: 58s - loss: 0.3213 - accuracy: 0.8672
  9/316 [..............................] - ETA: 58s - loss: 0.3417 - accuracy: 0.8403
 10/316 [..............................] - ETA: 58s - loss: 0.3285 - accuracy: 0.8500
 11/316 [>.............................] - ETA: 58s - loss: 0.3300 - accuracy: 0.8409
 12/316 [>.............................] - ETA: 57s - loss: 0.3173 - accuracy: 0.8490
 13/316 [>.............................] - ETA: 57s - loss: 0.3215 - accuracy: 0.8510
 14/316 [>.............................] - ETA: 57s - loss: 0.3250 - accuracy: 0.8527
 15/316 [>.............................] - ETA: 57s - loss: 0.3266 - accuracy: 0.8542
 16/316 [>.............................] - ETA: 57s - loss: 0.3371 - accuracy: 0.8477
 17/316 [>.............................] - ETA: 57s - loss: 0.3451 - accuracy: 0.8382
 18/316 [>.............................] - ETA: 56s - loss: 0.3364 - accuracy: 0.8438
 19/316 [>.............................] - ETA: 56s - loss: 0.3236 - accuracy: 0.8520
 20/316 [>.............................] - ETA: 56s - loss: 0.3261 - accuracy: 0.8500
 21/316 [>.............................] - ETA: 56s - loss: 0.3484 - accuracy: 0.8393
 22/316 [=>............................] - ETA: 56s - loss: 0.3490 - accuracy: 0.8381
 23/316 [=>............................] - ETA: 55s - loss: 0.3478 - accuracy: 0.8370
 24/316 [=>............................] - ETA: 55s - loss: 0.3461 - accuracy: 0.8385
 25/316 [=>............................] - ETA: 55s - loss: 0.3452 - accuracy: 0.8350
 26/316 [=>............................] - ETA: 55s - loss: 0.3397 - accuracy: 0.8389
 27/316 [=>............................] - ETA: 59s - loss: 0.3385 - accuracy: 0.8380
 28/316 [=>............................] - ETA: 1:02 - loss: 0.3377 - accuracy: 0.8393
 29/316 [=>............................] - ETA: 1:02 - loss: 0.3331 - accuracy: 0.8427
 30/316 [=>............................] - ETA: 1:01 - loss: 0.3297 - accuracy: 0.8458
 31/316 [=>............................] - ETA: 1:01 - loss: 0.3343 - accuracy: 0.8448
 32/316 [==>...........................] - ETA: 1:00 - loss: 0.3365 - accuracy: 0.8438
 33/316 [==>...........................] - ETA: 1:00 - loss: 0.3407 - accuracy: 0.8390
 34/316 [==>...........................] - ETA: 1:00 - loss: 0.3523 - accuracy: 0.8401
 35/316 [==>...........................] - ETA: 59s - loss: 0.3519 - accuracy: 0.8411 
 36/316 [==>...........................] - ETA: 59s - loss: 0.3518 - accuracy: 0.8385
 37/316 [==>...........................] - ETA: 58s - loss: 0.3458 - accuracy: 0.8429
 38/316 [==>...........................] - ETA: 58s - loss: 0.3405 - accuracy: 0.8470
 39/316 [==>...........................] - ETA: 58s - loss: 0.3513 - accuracy: 0.8413
 40/316 [==>...........................] - ETA: 57s - loss: 0.3495 - accuracy: 0.8406
 41/316 [==>...........................] - ETA: 57s - loss: 0.3506 - accuracy: 0.8399
 42/316 [==>...........................] - ETA: 57s - loss: 0.3573 - accuracy: 0.8348
 43/316 [===>..........................] - ETA: 56s - loss: 0.3565 - accuracy: 0.8358
 44/316 [===>..........................] - ETA: 56s - loss: 0.3538 - accuracy: 0.8381
 45/316 [===>..........................] - ETA: 56s - loss: 0.3526 - accuracy: 0.8403
 46/316 [===>..........................] - ETA: 55s - loss: 0.3511 - accuracy: 0.8410
 47/316 [===>..........................] - ETA: 55s - loss: 0.3515 - accuracy: 0.8391
 48/316 [===>..........................] - ETA: 55s - loss: 0.3504 - accuracy: 0.8398
 49/316 [===>..........................] - ETA: 55s - loss: 0.3493 - accuracy: 0.8393
 50/316 [===>..........................] - ETA: 54s - loss: 0.3495 - accuracy: 0.8400
 51/316 [===>..........................] - ETA: 54s - loss: 0.3488 - accuracy: 0.8395
 52/316 [===>..........................] - ETA: 54s - loss: 0.3462 - accuracy: 0.8413
 53/316 [====>.........................] - ETA: 53s - loss: 0.3513 - accuracy: 0.8361
 54/316 [====>.........................] - ETA: 53s - loss: 0.3530 - accuracy: 0.8356
 55/316 [====>.........................] - ETA: 55s - loss: 0.3591 - accuracy: 0.8341
 56/316 [====>.........................] - ETA: 56s - loss: 0.3610 - accuracy: 0.8326
 57/316 [====>.........................] - ETA: 56s - loss: 0.3606 - accuracy: 0.8333
 58/316 [====>.........................] - ETA: 55s - loss: 0.3604 - accuracy: 0.8330
 59/316 [====>.........................] - ETA: 55s - loss: 0.3630 - accuracy: 0.8305
 60/316 [====>.........................] - ETA: 55s - loss: 0.3604 - accuracy: 0.8313
 61/316 [====>.........................] - ETA: 54s - loss: 0.3632 - accuracy: 0.8309
 62/316 [====>.........................] - ETA: 54s - loss: 0.3629 - accuracy: 0.8317
 63/316 [====>.........................] - ETA: 54s - loss: 0.3609 - accuracy: 0.8323
 64/316 [=====>........................] - ETA: 53s - loss: 0.3642 - accuracy: 0.8291
 65/316 [=====>........................] - ETA: 53s - loss: 0.3652 - accuracy: 0.8279
 66/316 [=====>........................] - ETA: 53s - loss: 0.3647 - accuracy: 0.8286
 67/316 [=====>........................] - ETA: 52s - loss: 0.3625 - accuracy: 0.8312
 68/316 [=====>........................] - ETA: 52s - loss: 0.3614 - accuracy: 0.8309
 69/316 [=====>........................] - ETA: 52s - loss: 0.3605 - accuracy: 0.8306
 70/316 [=====>........................] - ETA: 52s - loss: 0.3656 - accuracy: 0.8250
 71/316 [=====>........................] - ETA: 51s - loss: 0.3659 - accuracy: 0.8248
 72/316 [=====>........................] - ETA: 52s - loss: 0.3656 - accuracy: 0.8247
 73/316 [=====>........................] - ETA: 53s - loss: 0.3650 - accuracy: 0.8245
 74/316 [======>.......................] - ETA: 53s - loss: 0.3658 - accuracy: 0.8243
 75/316 [======>.......................] - ETA: 53s - loss: 0.3700 - accuracy: 0.8233
 76/316 [======>.......................] - ETA: 52s - loss: 0.3712 - accuracy: 0.8224
 77/316 [======>.......................] - ETA: 52s - loss: 0.3703 - accuracy: 0.8231
 78/316 [======>.......................] - ETA: 52s - loss: 0.3710 - accuracy: 0.8221
 79/316 [======>.......................] - ETA: 51s - loss: 0.3721 - accuracy: 0.8212
 80/316 [======>.......................] - ETA: 51s - loss: 0.3750 - accuracy: 0.8195
 81/316 [======>.......................] - ETA: 51s - loss: 0.3737 - accuracy: 0.8210
 82/316 [======>.......................] - ETA: 50s - loss: 0.3737 - accuracy: 0.8209
 83/316 [======>.......................] - ETA: 50s - loss: 0.3757 - accuracy: 0.8200
 84/316 [======>.......................] - ETA: 50s - loss: 0.3744 - accuracy: 0.8199
 85/316 [=======>......................] - ETA: 50s - loss: 0.3756 - accuracy: 0.8191
 86/316 [=======>......................] - ETA: 49s - loss: 0.3777 - accuracy: 0.8176
 87/316 [=======>......................] - ETA: 49s - loss: 0.3797 - accuracy: 0.8154
 88/316 [=======>......................] - ETA: 49s - loss: 0.3799 - accuracy: 0.8146
 89/316 [=======>......................] - ETA: 49s - loss: 0.3813 - accuracy: 0.8146
 90/316 [=======>......................] - ETA: 48s - loss: 0.3813 - accuracy: 0.8139
 91/316 [=======>......................] - ETA: 48s - loss: 0.3816 - accuracy: 0.8125
 92/316 [=======>......................] - ETA: 48s - loss: 0.3838 - accuracy: 0.8111
 93/316 [=======>......................] - ETA: 47s - loss: 0.3835 - accuracy: 0.8118
 94/316 [=======>......................] - ETA: 47s - loss: 0.3845 - accuracy: 0.8112
 95/316 [========>.....................] - ETA: 47s - loss: 0.3839 - accuracy: 0.8125
 96/316 [========>.....................] - ETA: 47s - loss: 0.3851 - accuracy: 0.8118
 97/316 [========>.....................] - ETA: 46s - loss: 0.3856 - accuracy: 0.8119
 98/316 [========>.....................] - ETA: 46s - loss: 0.3854 - accuracy: 0.8119
 99/316 [========>.....................] - ETA: 46s - loss: 0.3867 - accuracy: 0.8125
100/316 [========>.....................] - ETA: 46s - loss: 0.3880 - accuracy: 0.8131
101/316 [========>.....................] - ETA: 45s - loss: 0.3884 - accuracy: 0.8131
102/316 [========>.....................] - ETA: 45s - loss: 0.3877 - accuracy: 0.8137
103/316 [========>.....................] - ETA: 45s - loss: 0.3869 - accuracy: 0.8137
104/316 [========>.....................] - ETA: 45s - loss: 0.3864 - accuracy: 0.8143
105/316 [========>.....................] - ETA: 45s - loss: 0.3872 - accuracy: 0.8149
106/316 [=========>....................] - ETA: 46s - loss: 0.3870 - accuracy: 0.8160
107/316 [=========>....................] - ETA: 45s - loss: 0.3867 - accuracy: 0.8160
108/316 [=========>....................] - ETA: 45s - loss: 0.3889 - accuracy: 0.8142
109/316 [=========>....................] - ETA: 45s - loss: 0.3897 - accuracy: 0.8148
110/316 [=========>....................] - ETA: 44s - loss: 0.3887 - accuracy: 0.8159
111/316 [=========>....................] - ETA: 44s - loss: 0.3882 - accuracy: 0.8170
112/316 [=========>....................] - ETA: 44s - loss: 0.3879 - accuracy: 0.8164
113/316 [=========>....................] - ETA: 44s - loss: 0.3891 - accuracy: 0.8164
114/316 [=========>....................] - ETA: 43s - loss: 0.3892 - accuracy: 0.8158
115/316 [=========>....................] - ETA: 43s - loss: 0.3908 - accuracy: 0.8147
116/316 [==========>...................] - ETA: 43s - loss: 0.3897 - accuracy: 0.8152
117/316 [==========>...................] - ETA: 43s - loss: 0.3891 - accuracy: 0.8162
118/316 [==========>...................] - ETA: 42s - loss: 0.3896 - accuracy: 0.8157
119/316 [==========>...................] - ETA: 42s - loss: 0.3894 - accuracy: 0.8157
120/316 [==========>...................] - ETA: 42s - loss: 0.3893 - accuracy: 0.8156
121/316 [==========>...................] - ETA: 42s - loss: 0.3877 - accuracy: 0.8166
122/316 [==========>...................] - ETA: 42s - loss: 0.3883 - accuracy: 0.8161
123/316 [==========>...................] - ETA: 42s - loss: 0.3869 - accuracy: 0.8171
124/316 [==========>...................] - ETA: 42s - loss: 0.3891 - accuracy: 0.8165
125/316 [==========>...................] - ETA: 42s - loss: 0.3878 - accuracy: 0.8180
126/316 [==========>...................] - ETA: 41s - loss: 0.3878 - accuracy: 0.8180
127/316 [===========>..................] - ETA: 41s - loss: 0.3867 - accuracy: 0.8184
128/316 [===========>..................] - ETA: 41s - loss: 0.3865 - accuracy: 0.8188
129/316 [===========>..................] - ETA: 41s - loss: 0.3854 - accuracy: 0.8193
130/316 [===========>..................] - ETA: 40s - loss: 0.3862 - accuracy: 0.8183
131/316 [===========>..................] - ETA: 40s - loss: 0.3881 - accuracy: 0.8173
132/316 [===========>..................] - ETA: 40s - loss: 0.3876 - accuracy: 0.8182
133/316 [===========>..................] - ETA: 40s - loss: 0.3882 - accuracy: 0.8177
134/316 [===========>..................] - ETA: 39s - loss: 0.3876 - accuracy: 0.8181
135/316 [===========>..................] - ETA: 39s - loss: 0.3883 - accuracy: 0.8171
136/316 [===========>..................] - ETA: 39s - loss: 0.3879 - accuracy: 0.8176
137/316 [============>.................] - ETA: 39s - loss: 0.3865 - accuracy: 0.8184
138/316 [============>.................] - ETA: 38s - loss: 0.3881 - accuracy: 0.8175
139/316 [============>.................] - ETA: 39s - loss: 0.3885 - accuracy: 0.8174
140/316 [============>.................] - ETA: 39s - loss: 0.3893 - accuracy: 0.8170
141/316 [============>.................] - ETA: 39s - loss: 0.3907 - accuracy: 0.8160
142/316 [============>.................] - ETA: 38s - loss: 0.3900 - accuracy: 0.8165
143/316 [============>.................] - ETA: 38s - loss: 0.3909 - accuracy: 0.8164
144/316 [============>.................] - ETA: 38s - loss: 0.3900 - accuracy: 0.8173
145/316 [============>.................] - ETA: 37s - loss: 0.3917 - accuracy: 0.8155
146/316 [============>.................] - ETA: 37s - loss: 0.3927 - accuracy: 0.8146
147/316 [============>.................] - ETA: 37s - loss: 0.3925 - accuracy: 0.8151
148/316 [=============>................] - ETA: 37s - loss: 0.3911 - accuracy: 0.8163
149/316 [=============>................] - ETA: 36s - loss: 0.3910 - accuracy: 0.8163
150/316 [=============>................] - ETA: 36s - loss: 0.3925 - accuracy: 0.8150
151/316 [=============>................] - ETA: 36s - loss: 0.3932 - accuracy: 0.8142
152/316 [=============>................] - ETA: 36s - loss: 0.3921 - accuracy: 0.8150
153/316 [=============>................] - ETA: 35s - loss: 0.3912 - accuracy: 0.8162
154/316 [=============>................] - ETA: 35s - loss: 0.3915 - accuracy: 0.8162
155/316 [=============>................] - ETA: 35s - loss: 0.3910 - accuracy: 0.8165
156/316 [=============>................] - ETA: 35s - loss: 0.3912 - accuracy: 0.8161
157/316 [=============>................] - ETA: 34s - loss: 0.3908 - accuracy: 0.8165
158/316 [==============>...............] - ETA: 34s - loss: 0.3916 - accuracy: 0.8157
159/316 [==============>...............] - ETA: 34s - loss: 0.3913 - accuracy: 0.8160
160/316 [==============>...............] - ETA: 34s - loss: 0.3926 - accuracy: 0.8145
161/316 [==============>...............] - ETA: 33s - loss: 0.3928 - accuracy: 0.8137
162/316 [==============>...............] - ETA: 33s - loss: 0.3920 - accuracy: 0.8140
163/316 [==============>...............] - ETA: 33s - loss: 0.3929 - accuracy: 0.8137
164/316 [==============>...............] - ETA: 33s - loss: 0.3933 - accuracy: 0.8133
165/316 [==============>...............] - ETA: 32s - loss: 0.3929 - accuracy: 0.8133
166/316 [==============>...............] - ETA: 32s - loss: 0.3929 - accuracy: 0.8133
167/316 [==============>...............] - ETA: 32s - loss: 0.3934 - accuracy: 0.8129
168/316 [==============>...............] - ETA: 32s - loss: 0.3924 - accuracy: 0.8140
169/316 [===============>..............] - ETA: 32s - loss: 0.3924 - accuracy: 0.8136
170/316 [===============>..............] - ETA: 31s - loss: 0.3933 - accuracy: 0.8132
171/316 [===============>..............] - ETA: 31s - loss: 0.3932 - accuracy: 0.8132
172/316 [===============>..............] - ETA: 31s - loss: 0.3928 - accuracy: 0.8132
173/316 [===============>..............] - ETA: 31s - loss: 0.3918 - accuracy: 0.8143
174/316 [===============>..............] - ETA: 31s - loss: 0.3916 - accuracy: 0.8147
175/316 [===============>..............] - ETA: 31s - loss: 0.3913 - accuracy: 0.8150
176/316 [===============>..............] - ETA: 30s - loss: 0.3904 - accuracy: 0.8153
177/316 [===============>..............] - ETA: 30s - loss: 0.3905 - accuracy: 0.8157
178/316 [===============>..............] - ETA: 30s - loss: 0.3916 - accuracy: 0.8153
179/316 [===============>..............] - ETA: 30s - loss: 0.3922 - accuracy: 0.8149
180/316 [================>.............] - ETA: 29s - loss: 0.3926 - accuracy: 0.8146
181/316 [================>.............] - ETA: 29s - loss: 0.3918 - accuracy: 0.8149
182/316 [================>.............] - ETA: 29s - loss: 0.3924 - accuracy: 0.8139
183/316 [================>.............] - ETA: 29s - loss: 0.3931 - accuracy: 0.8132
184/316 [================>.............] - ETA: 28s - loss: 0.3924 - accuracy: 0.8132
185/316 [================>.............] - ETA: 28s - loss: 0.3924 - accuracy: 0.8135
186/316 [================>.............] - ETA: 28s - loss: 0.3929 - accuracy: 0.8128
187/316 [================>.............] - ETA: 28s - loss: 0.3947 - accuracy: 0.8118
188/316 [================>.............] - ETA: 28s - loss: 0.3955 - accuracy: 0.8112
189/316 [================>.............] - ETA: 27s - loss: 0.3945 - accuracy: 0.8118
190/316 [=================>............] - ETA: 27s - loss: 0.3949 - accuracy: 0.8118
191/316 [=================>............] - ETA: 27s - loss: 0.3952 - accuracy: 0.8115
192/316 [=================>............] - ETA: 27s - loss: 0.3958 - accuracy: 0.8109
193/316 [=================>............] - ETA: 26s - loss: 0.3961 - accuracy: 0.8102
194/316 [=================>............] - ETA: 26s - loss: 0.3965 - accuracy: 0.8102
195/316 [=================>............] - ETA: 26s - loss: 0.3970 - accuracy: 0.8099
196/316 [=================>............] - ETA: 26s - loss: 0.3972 - accuracy: 0.8096
197/316 [=================>............] - ETA: 25s - loss: 0.3967 - accuracy: 0.8100
198/316 [=================>............] - ETA: 25s - loss: 0.3964 - accuracy: 0.8100
199/316 [=================>............] - ETA: 25s - loss: 0.3966 - accuracy: 0.8100
200/316 [=================>............] - ETA: 25s - loss: 0.3968 - accuracy: 0.8100
201/316 [==================>...........] - ETA: 24s - loss: 0.3970 - accuracy: 0.8097
202/316 [==================>...........] - ETA: 24s - loss: 0.3977 - accuracy: 0.8091
203/316 [==================>...........] - ETA: 24s - loss: 0.3975 - accuracy: 0.8091
204/316 [==================>...........] - ETA: 24s - loss: 0.3974 - accuracy: 0.8094
205/316 [==================>...........] - ETA: 24s - loss: 0.3977 - accuracy: 0.8082
206/316 [==================>...........] - ETA: 23s - loss: 0.3979 - accuracy: 0.8076
207/316 [==================>...........] - ETA: 23s - loss: 0.3977 - accuracy: 0.8077
208/316 [==================>...........] - ETA: 23s - loss: 0.3974 - accuracy: 0.8080
209/316 [==================>...........] - ETA: 23s - loss: 0.3969 - accuracy: 0.8086
210/316 [==================>...........] - ETA: 22s - loss: 0.3971 - accuracy: 0.8083
211/316 [===================>..........] - ETA: 22s - loss: 0.3963 - accuracy: 0.8092
212/316 [===================>..........] - ETA: 22s - loss: 0.3959 - accuracy: 0.8098
213/316 [===================>..........] - ETA: 22s - loss: 0.3959 - accuracy: 0.8096
214/316 [===================>..........] - ETA: 21s - loss: 0.3962 - accuracy: 0.8096
215/316 [===================>..........] - ETA: 21s - loss: 0.3955 - accuracy: 0.8099
216/316 [===================>..........] - ETA: 21s - loss: 0.3954 - accuracy: 0.8099
217/316 [===================>..........] - ETA: 21s - loss: 0.3951 - accuracy: 0.8105
218/316 [===================>..........] - ETA: 21s - loss: 0.3954 - accuracy: 0.8102
219/316 [===================>..........] - ETA: 20s - loss: 0.3956 - accuracy: 0.8094
220/316 [===================>..........] - ETA: 20s - loss: 0.3947 - accuracy: 0.8097
221/316 [===================>..........] - ETA: 20s - loss: 0.3949 - accuracy: 0.8094
222/316 [====================>.........] - ETA: 20s - loss: 0.3952 - accuracy: 0.8088
223/316 [====================>.........] - ETA: 20s - loss: 0.3954 - accuracy: 0.8086
224/316 [====================>.........] - ETA: 20s - loss: 0.3951 - accuracy: 0.8089
225/316 [====================>.........] - ETA: 19s - loss: 0.3945 - accuracy: 0.8092
226/316 [====================>.........] - ETA: 19s - loss: 0.3953 - accuracy: 0.8089
227/316 [====================>.........] - ETA: 19s - loss: 0.3947 - accuracy: 0.8089
228/316 [====================>.........] - ETA: 19s - loss: 0.3943 - accuracy: 0.8089
229/316 [====================>.........] - ETA: 18s - loss: 0.3941 - accuracy: 0.8092
230/316 [====================>.........] - ETA: 18s - loss: 0.3938 - accuracy: 0.8092
231/316 [====================>.........] - ETA: 18s - loss: 0.3937 - accuracy: 0.8095
232/316 [=====================>........] - ETA: 18s - loss: 0.3931 - accuracy: 0.8098
233/316 [=====================>........] - ETA: 18s - loss: 0.3925 - accuracy: 0.8101
234/316 [=====================>........] - ETA: 17s - loss: 0.3920 - accuracy: 0.8101
235/316 [=====================>........] - ETA: 17s - loss: 0.3919 - accuracy: 0.8101
236/316 [=====================>........] - ETA: 17s - loss: 0.3929 - accuracy: 0.8104
237/316 [=====================>........] - ETA: 17s - loss: 0.3928 - accuracy: 0.8101
238/316 [=====================>........] - ETA: 16s - loss: 0.3923 - accuracy: 0.8104
239/316 [=====================>........] - ETA: 16s - loss: 0.3924 - accuracy: 0.8101
240/316 [=====================>........] - ETA: 16s - loss: 0.3927 - accuracy: 0.8099
241/316 [=====================>........] - ETA: 16s - loss: 0.3922 - accuracy: 0.8102
242/316 [=====================>........] - ETA: 16s - loss: 0.3930 - accuracy: 0.8097
243/316 [======================>.......] - ETA: 15s - loss: 0.3926 - accuracy: 0.8099
244/316 [======================>.......] - ETA: 15s - loss: 0.3918 - accuracy: 0.8105
245/316 [======================>.......] - ETA: 15s - loss: 0.3912 - accuracy: 0.8110
246/316 [======================>.......] - ETA: 15s - loss: 0.3920 - accuracy: 0.8112
247/316 [======================>.......] - ETA: 15s - loss: 0.3915 - accuracy: 0.8115
248/316 [======================>.......] - ETA: 14s - loss: 0.3920 - accuracy: 0.8110
249/316 [======================>.......] - ETA: 14s - loss: 0.3916 - accuracy: 0.8115
250/316 [======================>.......] - ETA: 14s - loss: 0.3918 - accuracy: 0.8108
251/316 [======================>.......] - ETA: 14s - loss: 0.3928 - accuracy: 0.8100
252/316 [======================>.......] - ETA: 13s - loss: 0.3925 - accuracy: 0.8100
253/316 [=======================>......] - ETA: 13s - loss: 0.3922 - accuracy: 0.8103
254/316 [=======================>......] - ETA: 13s - loss: 0.3931 - accuracy: 0.8095
255/316 [=======================>......] - ETA: 13s - loss: 0.3926 - accuracy: 0.8100
256/316 [=======================>......] - ETA: 13s - loss: 0.3920 - accuracy: 0.8108
257/316 [=======================>......] - ETA: 13s - loss: 0.3917 - accuracy: 0.8108
258/316 [=======================>......] - ETA: 12s - loss: 0.3915 - accuracy: 0.8108
259/316 [=======================>......] - ETA: 12s - loss: 0.3908 - accuracy: 0.8111
260/316 [=======================>......] - ETA: 12s - loss: 0.3917 - accuracy: 0.8106
261/316 [=======================>......] - ETA: 12s - loss: 0.3921 - accuracy: 0.8103
262/316 [=======================>......] - ETA: 11s - loss: 0.3921 - accuracy: 0.8099
263/316 [=======================>......] - ETA: 11s - loss: 0.3912 - accuracy: 0.8106
264/316 [========================>.....] - ETA: 11s - loss: 0.3914 - accuracy: 0.8106
265/316 [========================>.....] - ETA: 11s - loss: 0.3908 - accuracy: 0.8106
266/316 [========================>.....] - ETA: 10s - loss: 0.3911 - accuracy: 0.8104
267/316 [========================>.....] - ETA: 10s - loss: 0.3914 - accuracy: 0.8099
268/316 [========================>.....] - ETA: 10s - loss: 0.3912 - accuracy: 0.8099
269/316 [========================>.....] - ETA: 10s - loss: 0.3914 - accuracy: 0.8102
270/316 [========================>.....] - ETA: 10s - loss: 0.3912 - accuracy: 0.8104
271/316 [========================>.....] - ETA: 9s - loss: 0.3904 - accuracy: 0.8111 
272/316 [========================>.....] - ETA: 9s - loss: 0.3908 - accuracy: 0.8111
273/316 [========================>.....] - ETA: 9s - loss: 0.3909 - accuracy: 0.8111
274/316 [=========================>....] - ETA: 9s - loss: 0.3903 - accuracy: 0.8114
275/316 [=========================>....] - ETA: 9s - loss: 0.3903 - accuracy: 0.8116
276/316 [=========================>....] - ETA: 8s - loss: 0.3910 - accuracy: 0.8109
277/316 [=========================>....] - ETA: 8s - loss: 0.3905 - accuracy: 0.8114
278/316 [=========================>....] - ETA: 8s - loss: 0.3904 - accuracy: 0.8114
279/316 [=========================>....] - ETA: 8s - loss: 0.3903 - accuracy: 0.8114
280/316 [=========================>....] - ETA: 7s - loss: 0.3906 - accuracy: 0.8112
281/316 [=========================>....] - ETA: 7s - loss: 0.3902 - accuracy: 0.8114
282/316 [=========================>....] - ETA: 7s - loss: 0.3896 - accuracy: 0.8116
283/316 [=========================>....] - ETA: 7s - loss: 0.3896 - accuracy: 0.8118
284/316 [=========================>....] - ETA: 7s - loss: 0.3897 - accuracy: 0.8116
285/316 [==========================>...] - ETA: 6s - loss: 0.3897 - accuracy: 0.8116
286/316 [==========================>...] - ETA: 6s - loss: 0.3894 - accuracy: 0.8116
287/316 [==========================>...] - ETA: 6s - loss: 0.3897 - accuracy: 0.8116
288/316 [==========================>...] - ETA: 6s - loss: 0.3896 - accuracy: 0.8114
289/316 [==========================>...] - ETA: 5s - loss: 0.3896 - accuracy: 0.8114
290/316 [==========================>...] - ETA: 5s - loss: 0.3889 - accuracy: 0.8119
291/316 [==========================>...] - ETA: 5s - loss: 0.3893 - accuracy: 0.8119
292/316 [==========================>...] - ETA: 5s - loss: 0.3897 - accuracy: 0.8114
293/316 [==========================>...] - ETA: 5s - loss: 0.3890 - accuracy: 0.8116
294/316 [==========================>...] - ETA: 4s - loss: 0.3894 - accuracy: 0.8112
295/316 [===========================>..] - ETA: 4s - loss: 0.3889 - accuracy: 0.8114
296/316 [===========================>..] - ETA: 4s - loss: 0.3896 - accuracy: 0.8110
297/316 [===========================>..] - ETA: 4s - loss: 0.3889 - accuracy: 0.8114
298/316 [===========================>..] - ETA: 3s - loss: 0.3894 - accuracy: 0.8115
299/316 [===========================>..] - ETA: 3s - loss: 0.3892 - accuracy: 0.8117
300/316 [===========================>..] - ETA: 3s - loss: 0.3885 - accuracy: 0.8121
301/316 [===========================>..] - ETA: 3s - loss: 0.3891 - accuracy: 0.8119
302/316 [===========================>..] - ETA: 3s - loss: 0.3890 - accuracy: 0.8119
303/316 [===========================>..] - ETA: 2s - loss: 0.3891 - accuracy: 0.8119
304/316 [===========================>..] - ETA: 2s - loss: 0.3895 - accuracy: 0.8121
305/316 [===========================>..] - ETA: 2s - loss: 0.3895 - accuracy: 0.8123
306/316 [============================>.] - ETA: 2s - loss: 0.3901 - accuracy: 0.8117
307/316 [============================>.] - ETA: 1s - loss: 0.3900 - accuracy: 0.8119
308/316 [============================>.] - ETA: 1s - loss: 0.3916 - accuracy: 0.8111
309/316 [============================>.] - ETA: 1s - loss: 0.3909 - accuracy: 0.8115
310/316 [============================>.] - ETA: 1s - loss: 0.3910 - accuracy: 0.8113
311/316 [============================>.] - ETA: 1s - loss: 0.3915 - accuracy: 0.8115
312/316 [============================>.] - ETA: 0s - loss: 0.3917 - accuracy: 0.8119
313/316 [============================>.] - ETA: 0s - loss: 0.3917 - accuracy: 0.8117
314/316 [============================>.] - ETA: 0s - loss: 0.3917 - accuracy: 0.8115
315/316 [============================>.] - ETA: 0s - loss: 0.3915 - accuracy: 0.8117
316/316 [==============================] - 69s 220ms/step - loss: 0.3915 - accuracy: 0.8117

316/316 [==============================] - 73s 232ms/step - loss: 0.3915 - accuracy: 0.8117 - val_loss: 0.4693 - val_accuracy: 0.8003
Epoch 37/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.5486 - accuracy: 0.7500
  2/316 [..............................] - ETA: 58s - loss: 0.4348 - accuracy: 0.8125 
  3/316 [..............................] - ETA: 58s - loss: 0.3648 - accuracy: 0.8542
  4/316 [..............................] - ETA: 58s - loss: 0.3664 - accuracy: 0.8281
  5/316 [..............................] - ETA: 59s - loss: 0.4073 - accuracy: 0.8000
  6/316 [..............................] - ETA: 59s - loss: 0.3974 - accuracy: 0.7917
  7/316 [..............................] - ETA: 59s - loss: 0.3785 - accuracy: 0.8125
  8/316 [..............................] - ETA: 58s - loss: 0.3578 - accuracy: 0.8281
  9/316 [..............................] - ETA: 58s - loss: 0.3506 - accuracy: 0.8333
 10/316 [..............................] - ETA: 58s - loss: 0.3481 - accuracy: 0.8313
 11/316 [>.............................] - ETA: 58s - loss: 0.3693 - accuracy: 0.8239
 12/316 [>.............................] - ETA: 58s - loss: 0.3744 - accuracy: 0.8229
 13/316 [>.............................] - ETA: 57s - loss: 0.3875 - accuracy: 0.8125
 14/316 [>.............................] - ETA: 58s - loss: 0.3867 - accuracy: 0.8125
 15/316 [>.............................] - ETA: 57s - loss: 0.3938 - accuracy: 0.8042
 16/316 [>.............................] - ETA: 57s - loss: 0.4100 - accuracy: 0.7969
 17/316 [>.............................] - ETA: 57s - loss: 0.4131 - accuracy: 0.7941
 18/316 [>.............................] - ETA: 1:01 - loss: 0.4177 - accuracy: 0.7917
 19/316 [>.............................] - ETA: 1:07 - loss: 0.4168 - accuracy: 0.7895
 20/316 [>.............................] - ETA: 1:07 - loss: 0.4236 - accuracy: 0.7937
 21/316 [>.............................] - ETA: 1:07 - loss: 0.4174 - accuracy: 0.7976
 22/316 [=>............................] - ETA: 1:06 - loss: 0.4085 - accuracy: 0.8040
 23/316 [=>............................] - ETA: 1:05 - loss: 0.4052 - accuracy: 0.8071
 24/316 [=>............................] - ETA: 1:04 - loss: 0.4024 - accuracy: 0.8099
 25/316 [=>............................] - ETA: 1:04 - loss: 0.4070 - accuracy: 0.8025
 26/316 [=>............................] - ETA: 1:03 - loss: 0.4087 - accuracy: 0.8005
 27/316 [=>............................] - ETA: 1:03 - loss: 0.4170 - accuracy: 0.7986
 28/316 [=>............................] - ETA: 1:02 - loss: 0.4101 - accuracy: 0.8058
 29/316 [=>............................] - ETA: 1:02 - loss: 0.4046 - accuracy: 0.8082
 30/316 [=>............................] - ETA: 1:01 - loss: 0.4011 - accuracy: 0.8083
 31/316 [=>............................] - ETA: 1:01 - loss: 0.3997 - accuracy: 0.8085
 32/316 [==>...........................] - ETA: 1:01 - loss: 0.4017 - accuracy: 0.8027
 33/316 [==>...........................] - ETA: 1:00 - loss: 0.3972 - accuracy: 0.8049
 34/316 [==>...........................] - ETA: 1:00 - loss: 0.4018 - accuracy: 0.7960
 35/316 [==>...........................] - ETA: 59s - loss: 0.3989 - accuracy: 0.7982 
 36/316 [==>...........................] - ETA: 1:02 - loss: 0.3976 - accuracy: 0.7986
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3926 - accuracy: 0.8041
 38/316 [==>...........................] - ETA: 1:03 - loss: 0.3912 - accuracy: 0.8059
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3947 - accuracy: 0.8077
 40/316 [==>...........................] - ETA: 1:02 - loss: 0.3935 - accuracy: 0.8078
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.3926 - accuracy: 0.8079
 42/316 [==>...........................] - ETA: 1:01 - loss: 0.3908 - accuracy: 0.8095
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.3893 - accuracy: 0.8110
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.3921 - accuracy: 0.8097
 45/316 [===>..........................] - ETA: 1:00 - loss: 0.3863 - accuracy: 0.8139
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.3855 - accuracy: 0.8152
 47/316 [===>..........................] - ETA: 59s - loss: 0.3910 - accuracy: 0.8138 
 48/316 [===>..........................] - ETA: 59s - loss: 0.3913 - accuracy: 0.8164
 49/316 [===>..........................] - ETA: 59s - loss: 0.3940 - accuracy: 0.8125
 50/316 [===>..........................] - ETA: 58s - loss: 0.3917 - accuracy: 0.8138
 51/316 [===>..........................] - ETA: 58s - loss: 0.3913 - accuracy: 0.8137
 52/316 [===>..........................] - ETA: 58s - loss: 0.3891 - accuracy: 0.8149
 53/316 [====>.........................] - ETA: 59s - loss: 0.3872 - accuracy: 0.8149
 54/316 [====>.........................] - ETA: 1:01 - loss: 0.3858 - accuracy: 0.8171
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3887 - accuracy: 0.8148
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3864 - accuracy: 0.8170
 57/316 [====>.........................] - ETA: 59s - loss: 0.3881 - accuracy: 0.8158 
 58/316 [====>.........................] - ETA: 59s - loss: 0.3864 - accuracy: 0.8168
 59/316 [====>.........................] - ETA: 58s - loss: 0.3874 - accuracy: 0.8146
 60/316 [====>.........................] - ETA: 58s - loss: 0.3851 - accuracy: 0.8156
 61/316 [====>.........................] - ETA: 58s - loss: 0.3855 - accuracy: 0.8145
 62/316 [====>.........................] - ETA: 57s - loss: 0.3868 - accuracy: 0.8115
 63/316 [====>.........................] - ETA: 57s - loss: 0.3842 - accuracy: 0.8125
 64/316 [=====>........................] - ETA: 56s - loss: 0.3858 - accuracy: 0.8115
 65/316 [=====>........................] - ETA: 56s - loss: 0.3892 - accuracy: 0.8087
 66/316 [=====>........................] - ETA: 56s - loss: 0.3872 - accuracy: 0.8078
 67/316 [=====>........................] - ETA: 55s - loss: 0.3879 - accuracy: 0.8069
 68/316 [=====>........................] - ETA: 55s - loss: 0.3866 - accuracy: 0.8088
 69/316 [=====>........................] - ETA: 55s - loss: 0.3842 - accuracy: 0.8116
 70/316 [=====>........................] - ETA: 56s - loss: 0.3847 - accuracy: 0.8107
 71/316 [=====>........................] - ETA: 57s - loss: 0.3861 - accuracy: 0.8116
 72/316 [=====>........................] - ETA: 56s - loss: 0.3869 - accuracy: 0.8108
 73/316 [=====>........................] - ETA: 56s - loss: 0.3875 - accuracy: 0.8108
 74/316 [======>.......................] - ETA: 56s - loss: 0.3871 - accuracy: 0.8091
 75/316 [======>.......................] - ETA: 55s - loss: 0.3881 - accuracy: 0.8083
 76/316 [======>.......................] - ETA: 55s - loss: 0.3879 - accuracy: 0.8084
 77/316 [======>.......................] - ETA: 55s - loss: 0.3875 - accuracy: 0.8093
 78/316 [======>.......................] - ETA: 54s - loss: 0.3875 - accuracy: 0.8093
 79/316 [======>.......................] - ETA: 54s - loss: 0.3889 - accuracy: 0.8078
 80/316 [======>.......................] - ETA: 54s - loss: 0.3903 - accuracy: 0.8062
 81/316 [======>.......................] - ETA: 53s - loss: 0.3899 - accuracy: 0.8056
 82/316 [======>.......................] - ETA: 53s - loss: 0.3886 - accuracy: 0.8064
 83/316 [======>.......................] - ETA: 52s - loss: 0.3903 - accuracy: 0.8027
 84/316 [======>.......................] - ETA: 52s - loss: 0.3926 - accuracy: 0.8006
 85/316 [=======>......................] - ETA: 52s - loss: 0.3936 - accuracy: 0.8000
 86/316 [=======>......................] - ETA: 52s - loss: 0.3931 - accuracy: 0.8016
 87/316 [=======>......................] - ETA: 51s - loss: 0.3927 - accuracy: 0.8017
 88/316 [=======>......................] - ETA: 51s - loss: 0.3933 - accuracy: 0.8011
 89/316 [=======>......................] - ETA: 51s - loss: 0.3917 - accuracy: 0.8027
 90/316 [=======>......................] - ETA: 50s - loss: 0.3912 - accuracy: 0.8035
 91/316 [=======>......................] - ETA: 50s - loss: 0.3902 - accuracy: 0.8049
 92/316 [=======>......................] - ETA: 50s - loss: 0.3883 - accuracy: 0.8064
 93/316 [=======>......................] - ETA: 49s - loss: 0.3883 - accuracy: 0.8065
 94/316 [=======>......................] - ETA: 49s - loss: 0.3872 - accuracy: 0.8072
 95/316 [========>.....................] - ETA: 49s - loss: 0.3867 - accuracy: 0.8079
 96/316 [========>.....................] - ETA: 48s - loss: 0.3874 - accuracy: 0.8086
 97/316 [========>.....................] - ETA: 48s - loss: 0.3872 - accuracy: 0.8093
 98/316 [========>.....................] - ETA: 48s - loss: 0.3901 - accuracy: 0.8068
 99/316 [========>.....................] - ETA: 48s - loss: 0.3891 - accuracy: 0.8074
100/316 [========>.....................] - ETA: 47s - loss: 0.3873 - accuracy: 0.8087
101/316 [========>.....................] - ETA: 47s - loss: 0.3863 - accuracy: 0.8094
102/316 [========>.....................] - ETA: 47s - loss: 0.3876 - accuracy: 0.8094
103/316 [========>.....................] - ETA: 47s - loss: 0.3865 - accuracy: 0.8101
104/316 [========>.....................] - ETA: 48s - loss: 0.3860 - accuracy: 0.8113
105/316 [========>.....................] - ETA: 47s - loss: 0.3865 - accuracy: 0.8101
106/316 [=========>....................] - ETA: 47s - loss: 0.3886 - accuracy: 0.8107
107/316 [=========>....................] - ETA: 47s - loss: 0.3887 - accuracy: 0.8102
108/316 [=========>....................] - ETA: 47s - loss: 0.3878 - accuracy: 0.8113
109/316 [=========>....................] - ETA: 46s - loss: 0.3885 - accuracy: 0.8114
110/316 [=========>....................] - ETA: 46s - loss: 0.3893 - accuracy: 0.8114
111/316 [=========>....................] - ETA: 46s - loss: 0.3900 - accuracy: 0.8108
112/316 [=========>....................] - ETA: 45s - loss: 0.3900 - accuracy: 0.8103
113/316 [=========>....................] - ETA: 45s - loss: 0.3898 - accuracy: 0.8097
114/316 [=========>....................] - ETA: 45s - loss: 0.3905 - accuracy: 0.8103
115/316 [=========>....................] - ETA: 45s - loss: 0.3925 - accuracy: 0.8082
116/316 [==========>...................] - ETA: 44s - loss: 0.3918 - accuracy: 0.8082
117/316 [==========>...................] - ETA: 44s - loss: 0.3924 - accuracy: 0.8082
118/316 [==========>...................] - ETA: 44s - loss: 0.3932 - accuracy: 0.8083
119/316 [==========>...................] - ETA: 43s - loss: 0.3932 - accuracy: 0.8072
120/316 [==========>...................] - ETA: 43s - loss: 0.3947 - accuracy: 0.8057
121/316 [==========>...................] - ETA: 43s - loss: 0.3954 - accuracy: 0.8048
122/316 [==========>...................] - ETA: 43s - loss: 0.3952 - accuracy: 0.8053
123/316 [==========>...................] - ETA: 42s - loss: 0.3954 - accuracy: 0.8044
124/316 [==========>...................] - ETA: 42s - loss: 0.3950 - accuracy: 0.8049
125/316 [==========>...................] - ETA: 42s - loss: 0.3958 - accuracy: 0.8045
126/316 [==========>...................] - ETA: 42s - loss: 0.3934 - accuracy: 0.8061
127/316 [===========>..................] - ETA: 41s - loss: 0.3937 - accuracy: 0.8051
128/316 [===========>..................] - ETA: 41s - loss: 0.3942 - accuracy: 0.8042
129/316 [===========>..................] - ETA: 41s - loss: 0.3961 - accuracy: 0.8038
130/316 [===========>..................] - ETA: 40s - loss: 0.3959 - accuracy: 0.8038
131/316 [===========>..................] - ETA: 40s - loss: 0.3960 - accuracy: 0.8039
132/316 [===========>..................] - ETA: 40s - loss: 0.3959 - accuracy: 0.8045
133/316 [===========>..................] - ETA: 40s - loss: 0.3969 - accuracy: 0.8031
134/316 [===========>..................] - ETA: 39s - loss: 0.3972 - accuracy: 0.8022
135/316 [===========>..................] - ETA: 39s - loss: 0.3978 - accuracy: 0.8023
136/316 [===========>..................] - ETA: 39s - loss: 0.3970 - accuracy: 0.8028
137/316 [============>.................] - ETA: 40s - loss: 0.3969 - accuracy: 0.8029
138/316 [============>.................] - ETA: 39s - loss: 0.3973 - accuracy: 0.8016
139/316 [============>.................] - ETA: 39s - loss: 0.3961 - accuracy: 0.8022
140/316 [============>.................] - ETA: 39s - loss: 0.3966 - accuracy: 0.8018
141/316 [============>.................] - ETA: 39s - loss: 0.3968 - accuracy: 0.8019
142/316 [============>.................] - ETA: 38s - loss: 0.3971 - accuracy: 0.8011
143/316 [============>.................] - ETA: 38s - loss: 0.3983 - accuracy: 0.8003
144/316 [============>.................] - ETA: 38s - loss: 0.3995 - accuracy: 0.7995
145/316 [============>.................] - ETA: 38s - loss: 0.4013 - accuracy: 0.7987
146/316 [============>.................] - ETA: 37s - loss: 0.4008 - accuracy: 0.7984
147/316 [============>.................] - ETA: 37s - loss: 0.4003 - accuracy: 0.7993
148/316 [=============>................] - ETA: 37s - loss: 0.4001 - accuracy: 0.8003
149/316 [=============>................] - ETA: 36s - loss: 0.4006 - accuracy: 0.7999
150/316 [=============>................] - ETA: 36s - loss: 0.4003 - accuracy: 0.8008
151/316 [=============>................] - ETA: 36s - loss: 0.4007 - accuracy: 0.8013
152/316 [=============>................] - ETA: 36s - loss: 0.4014 - accuracy: 0.8010
153/316 [=============>................] - ETA: 36s - loss: 0.4012 - accuracy: 0.8007
154/316 [=============>................] - ETA: 36s - loss: 0.4007 - accuracy: 0.8011
155/316 [=============>................] - ETA: 36s - loss: 0.4013 - accuracy: 0.8008
156/316 [=============>................] - ETA: 36s - loss: 0.4013 - accuracy: 0.8001
157/316 [=============>................] - ETA: 35s - loss: 0.4017 - accuracy: 0.7994
158/316 [==============>...............] - ETA: 35s - loss: 0.4023 - accuracy: 0.7991
159/316 [==============>...............] - ETA: 35s - loss: 0.4013 - accuracy: 0.7995
160/316 [==============>...............] - ETA: 34s - loss: 0.4005 - accuracy: 0.8004
161/316 [==============>...............] - ETA: 34s - loss: 0.4008 - accuracy: 0.8001
162/316 [==============>...............] - ETA: 34s - loss: 0.4004 - accuracy: 0.8002
163/316 [==============>...............] - ETA: 34s - loss: 0.4004 - accuracy: 0.7998
164/316 [==============>...............] - ETA: 33s - loss: 0.4026 - accuracy: 0.7984
165/316 [==============>...............] - ETA: 33s - loss: 0.4035 - accuracy: 0.7977
166/316 [==============>...............] - ETA: 33s - loss: 0.4032 - accuracy: 0.7982
167/316 [==============>...............] - ETA: 33s - loss: 0.4037 - accuracy: 0.7975
168/316 [==============>...............] - ETA: 32s - loss: 0.4039 - accuracy: 0.7976
169/316 [===============>..............] - ETA: 32s - loss: 0.4049 - accuracy: 0.7973
170/316 [===============>..............] - ETA: 32s - loss: 0.4046 - accuracy: 0.7971
171/316 [===============>..............] - ETA: 32s - loss: 0.4044 - accuracy: 0.7971
172/316 [===============>..............] - ETA: 32s - loss: 0.4035 - accuracy: 0.7980
173/316 [===============>..............] - ETA: 32s - loss: 0.4030 - accuracy: 0.7984
174/316 [===============>..............] - ETA: 32s - loss: 0.4051 - accuracy: 0.7967
175/316 [===============>..............] - ETA: 31s - loss: 0.4040 - accuracy: 0.7971
176/316 [===============>..............] - ETA: 31s - loss: 0.4038 - accuracy: 0.7969
177/316 [===============>..............] - ETA: 31s - loss: 0.4034 - accuracy: 0.7966
178/316 [===============>..............] - ETA: 31s - loss: 0.4049 - accuracy: 0.7949
179/316 [===============>..............] - ETA: 30s - loss: 0.4038 - accuracy: 0.7954
180/316 [================>.............] - ETA: 30s - loss: 0.4037 - accuracy: 0.7958
181/316 [================>.............] - ETA: 30s - loss: 0.4029 - accuracy: 0.7963
182/316 [================>.............] - ETA: 30s - loss: 0.4034 - accuracy: 0.7964
183/316 [================>.............] - ETA: 29s - loss: 0.4031 - accuracy: 0.7964
184/316 [================>.............] - ETA: 29s - loss: 0.4026 - accuracy: 0.7965
185/316 [================>.............] - ETA: 29s - loss: 0.4026 - accuracy: 0.7959
186/316 [================>.............] - ETA: 29s - loss: 0.4024 - accuracy: 0.7960
187/316 [================>.............] - ETA: 28s - loss: 0.4028 - accuracy: 0.7955
188/316 [================>.............] - ETA: 28s - loss: 0.4025 - accuracy: 0.7959
189/316 [================>.............] - ETA: 28s - loss: 0.4028 - accuracy: 0.7963
190/316 [=================>............] - ETA: 28s - loss: 0.4023 - accuracy: 0.7964
191/316 [=================>............] - ETA: 27s - loss: 0.4016 - accuracy: 0.7971
192/316 [=================>............] - ETA: 27s - loss: 0.4001 - accuracy: 0.7982
193/316 [=================>............] - ETA: 27s - loss: 0.3993 - accuracy: 0.7989
194/316 [=================>............] - ETA: 27s - loss: 0.3996 - accuracy: 0.7983
195/316 [=================>............] - ETA: 26s - loss: 0.3991 - accuracy: 0.7987
196/316 [=================>............] - ETA: 26s - loss: 0.4015 - accuracy: 0.7982
197/316 [=================>............] - ETA: 26s - loss: 0.4022 - accuracy: 0.7976
198/316 [=================>............] - ETA: 26s - loss: 0.4017 - accuracy: 0.7977
199/316 [=================>............] - ETA: 25s - loss: 0.4030 - accuracy: 0.7968
200/316 [=================>............] - ETA: 25s - loss: 0.4046 - accuracy: 0.7969
201/316 [==================>...........] - ETA: 25s - loss: 0.4047 - accuracy: 0.7970
202/316 [==================>...........] - ETA: 25s - loss: 0.4049 - accuracy: 0.7970
203/316 [==================>...........] - ETA: 25s - loss: 0.4045 - accuracy: 0.7971
204/316 [==================>...........] - ETA: 25s - loss: 0.4052 - accuracy: 0.7972
205/316 [==================>...........] - ETA: 24s - loss: 0.4051 - accuracy: 0.7973
206/316 [==================>...........] - ETA: 24s - loss: 0.4051 - accuracy: 0.7973
207/316 [==================>...........] - ETA: 24s - loss: 0.4060 - accuracy: 0.7965
208/316 [==================>...........] - ETA: 24s - loss: 0.4063 - accuracy: 0.7969
209/316 [==================>...........] - ETA: 23s - loss: 0.4067 - accuracy: 0.7969
210/316 [==================>...........] - ETA: 23s - loss: 0.4070 - accuracy: 0.7967
211/316 [===================>..........] - ETA: 23s - loss: 0.4074 - accuracy: 0.7965
212/316 [===================>..........] - ETA: 23s - loss: 0.4071 - accuracy: 0.7969
213/316 [===================>..........] - ETA: 23s - loss: 0.4068 - accuracy: 0.7972
214/316 [===================>..........] - ETA: 22s - loss: 0.4076 - accuracy: 0.7970
215/316 [===================>..........] - ETA: 22s - loss: 0.4075 - accuracy: 0.7968
216/316 [===================>..........] - ETA: 22s - loss: 0.4070 - accuracy: 0.7972
217/316 [===================>..........] - ETA: 22s - loss: 0.4058 - accuracy: 0.7978
218/316 [===================>..........] - ETA: 21s - loss: 0.4058 - accuracy: 0.7976
219/316 [===================>..........] - ETA: 21s - loss: 0.4049 - accuracy: 0.7982
220/316 [===================>..........] - ETA: 21s - loss: 0.4053 - accuracy: 0.7977
221/316 [===================>..........] - ETA: 21s - loss: 0.4056 - accuracy: 0.7972
222/316 [====================>.........] - ETA: 21s - loss: 0.4053 - accuracy: 0.7973
223/316 [====================>.........] - ETA: 20s - loss: 0.4058 - accuracy: 0.7971
224/316 [====================>.........] - ETA: 20s - loss: 0.4051 - accuracy: 0.7974
225/316 [====================>.........] - ETA: 20s - loss: 0.4056 - accuracy: 0.7978
226/316 [====================>.........] - ETA: 20s - loss: 0.4046 - accuracy: 0.7984
227/316 [====================>.........] - ETA: 19s - loss: 0.4042 - accuracy: 0.7987
228/316 [====================>.........] - ETA: 19s - loss: 0.4027 - accuracy: 0.7996
229/316 [====================>.........] - ETA: 19s - loss: 0.4019 - accuracy: 0.8002
230/316 [====================>.........] - ETA: 19s - loss: 0.4016 - accuracy: 0.8005
231/316 [====================>.........] - ETA: 19s - loss: 0.4013 - accuracy: 0.8009
232/316 [=====================>........] - ETA: 18s - loss: 0.4013 - accuracy: 0.8006
233/316 [=====================>........] - ETA: 18s - loss: 0.4017 - accuracy: 0.8007
234/316 [=====================>........] - ETA: 18s - loss: 0.4018 - accuracy: 0.8010
235/316 [=====================>........] - ETA: 18s - loss: 0.4015 - accuracy: 0.8008
236/316 [=====================>........] - ETA: 17s - loss: 0.4017 - accuracy: 0.8006
237/316 [=====================>........] - ETA: 17s - loss: 0.4006 - accuracy: 0.8012
238/316 [=====================>........] - ETA: 17s - loss: 0.4016 - accuracy: 0.8007
239/316 [=====================>........] - ETA: 17s - loss: 0.4019 - accuracy: 0.8005
240/316 [=====================>........] - ETA: 17s - loss: 0.4022 - accuracy: 0.8005
241/316 [=====================>........] - ETA: 16s - loss: 0.4020 - accuracy: 0.8008
242/316 [=====================>........] - ETA: 16s - loss: 0.4019 - accuracy: 0.8011
243/316 [======================>.......] - ETA: 16s - loss: 0.4028 - accuracy: 0.8012
244/316 [======================>.......] - ETA: 16s - loss: 0.4029 - accuracy: 0.8012
245/316 [======================>.......] - ETA: 16s - loss: 0.4027 - accuracy: 0.8010
246/316 [======================>.......] - ETA: 15s - loss: 0.4027 - accuracy: 0.8011
247/316 [======================>.......] - ETA: 15s - loss: 0.4024 - accuracy: 0.8016
248/316 [======================>.......] - ETA: 15s - loss: 0.4016 - accuracy: 0.8022
249/316 [======================>.......] - ETA: 15s - loss: 0.4014 - accuracy: 0.8022
250/316 [======================>.......] - ETA: 14s - loss: 0.4010 - accuracy: 0.8025
251/316 [======================>.......] - ETA: 14s - loss: 0.4006 - accuracy: 0.8028
252/316 [======================>.......] - ETA: 14s - loss: 0.4008 - accuracy: 0.8028
253/316 [=======================>......] - ETA: 14s - loss: 0.4015 - accuracy: 0.8024
254/316 [=======================>......] - ETA: 14s - loss: 0.4015 - accuracy: 0.8024
255/316 [=======================>......] - ETA: 13s - loss: 0.4016 - accuracy: 0.8022
256/316 [=======================>......] - ETA: 13s - loss: 0.4020 - accuracy: 0.8020
257/316 [=======================>......] - ETA: 13s - loss: 0.4020 - accuracy: 0.8023
258/316 [=======================>......] - ETA: 13s - loss: 0.4025 - accuracy: 0.8016
259/316 [=======================>......] - ETA: 12s - loss: 0.4030 - accuracy: 0.8009
260/316 [=======================>......] - ETA: 12s - loss: 0.4028 - accuracy: 0.8014
261/316 [=======================>......] - ETA: 12s - loss: 0.4026 - accuracy: 0.8020
262/316 [=======================>......] - ETA: 12s - loss: 0.4026 - accuracy: 0.8018
263/316 [=======================>......] - ETA: 11s - loss: 0.4029 - accuracy: 0.8016
264/316 [========================>.....] - ETA: 11s - loss: 0.4030 - accuracy: 0.8018
265/316 [========================>.....] - ETA: 11s - loss: 0.4031 - accuracy: 0.8017
266/316 [========================>.....] - ETA: 11s - loss: 0.4034 - accuracy: 0.8017
267/316 [========================>.....] - ETA: 11s - loss: 0.4029 - accuracy: 0.8022
268/316 [========================>.....] - ETA: 10s - loss: 0.4028 - accuracy: 0.8022
269/316 [========================>.....] - ETA: 10s - loss: 0.4027 - accuracy: 0.8020
270/316 [========================>.....] - ETA: 10s - loss: 0.4032 - accuracy: 0.8016
271/316 [========================>.....] - ETA: 10s - loss: 0.4025 - accuracy: 0.8021
272/316 [========================>.....] - ETA: 10s - loss: 0.4022 - accuracy: 0.8019
273/316 [========================>.....] - ETA: 9s - loss: 0.4016 - accuracy: 0.8022 
274/316 [=========================>....] - ETA: 9s - loss: 0.4012 - accuracy: 0.8025
275/316 [=========================>....] - ETA: 9s - loss: 0.4009 - accuracy: 0.8027
276/316 [=========================>....] - ETA: 9s - loss: 0.4018 - accuracy: 0.8023
277/316 [=========================>....] - ETA: 8s - loss: 0.4016 - accuracy: 0.8023
278/316 [=========================>....] - ETA: 8s - loss: 0.4014 - accuracy: 0.8022
279/316 [=========================>....] - ETA: 8s - loss: 0.4008 - accuracy: 0.8029
280/316 [=========================>....] - ETA: 8s - loss: 0.4004 - accuracy: 0.8027
281/316 [=========================>....] - ETA: 7s - loss: 0.4009 - accuracy: 0.8023
282/316 [=========================>....] - ETA: 7s - loss: 0.4015 - accuracy: 0.8021
283/316 [=========================>....] - ETA: 7s - loss: 0.4016 - accuracy: 0.8023
284/316 [=========================>....] - ETA: 7s - loss: 0.4023 - accuracy: 0.8022
285/316 [==========================>...] - ETA: 7s - loss: 0.4020 - accuracy: 0.8022
286/316 [==========================>...] - ETA: 6s - loss: 0.4015 - accuracy: 0.8022
287/316 [==========================>...] - ETA: 6s - loss: 0.4017 - accuracy: 0.8023
288/316 [==========================>...] - ETA: 6s - loss: 0.4017 - accuracy: 0.8025
289/316 [==========================>...] - ETA: 6s - loss: 0.4019 - accuracy: 0.8026
290/316 [==========================>...] - ETA: 5s - loss: 0.4012 - accuracy: 0.8030
291/316 [==========================>...] - ETA: 5s - loss: 0.4012 - accuracy: 0.8035
292/316 [==========================>...] - ETA: 5s - loss: 0.4008 - accuracy: 0.8039
293/316 [==========================>...] - ETA: 5s - loss: 0.4007 - accuracy: 0.8040
294/316 [==========================>...] - ETA: 4s - loss: 0.4006 - accuracy: 0.8042
295/316 [===========================>..] - ETA: 4s - loss: 0.4007 - accuracy: 0.8042
296/316 [===========================>..] - ETA: 4s - loss: 0.4010 - accuracy: 0.8038
297/316 [===========================>..] - ETA: 4s - loss: 0.4017 - accuracy: 0.8037
298/316 [===========================>..] - ETA: 4s - loss: 0.4013 - accuracy: 0.8041
299/316 [===========================>..] - ETA: 3s - loss: 0.4006 - accuracy: 0.8043
300/316 [===========================>..] - ETA: 3s - loss: 0.4006 - accuracy: 0.8042
301/316 [===========================>..] - ETA: 3s - loss: 0.4004 - accuracy: 0.8044
302/316 [===========================>..] - ETA: 3s - loss: 0.3997 - accuracy: 0.8044
303/316 [===========================>..] - ETA: 2s - loss: 0.3992 - accuracy: 0.8049
304/316 [===========================>..] - ETA: 2s - loss: 0.3988 - accuracy: 0.8051
305/316 [===========================>..] - ETA: 2s - loss: 0.3992 - accuracy: 0.8053
306/316 [============================>.] - ETA: 2s - loss: 0.4001 - accuracy: 0.8047
307/316 [============================>.] - ETA: 2s - loss: 0.4006 - accuracy: 0.8044
308/316 [============================>.] - ETA: 1s - loss: 0.4017 - accuracy: 0.8038
309/316 [============================>.] - ETA: 1s - loss: 0.4013 - accuracy: 0.8040
310/316 [============================>.] - ETA: 1s - loss: 0.4006 - accuracy: 0.8044
311/316 [============================>.] - ETA: 1s - loss: 0.4002 - accuracy: 0.8047
312/316 [============================>.] - ETA: 0s - loss: 0.3998 - accuracy: 0.8047
313/316 [============================>.] - ETA: 0s - loss: 0.4003 - accuracy: 0.8047
314/316 [============================>.] - ETA: 0s - loss: 0.4005 - accuracy: 0.8049
315/316 [============================>.] - ETA: 0s - loss: 0.4003 - accuracy: 0.8050
316/316 [==============================] - 71s 225ms/step - loss: 0.4010 - accuracy: 0.8046

316/316 [==============================] - 75s 238ms/step - loss: 0.4010 - accuracy: 0.8046 - val_loss: 0.3292 - val_accuracy: 0.8677
Epoch 38/100

  1/316 [..............................] - ETA: 1:06 - loss: 0.3397 - accuracy: 0.8750
  2/316 [..............................] - ETA: 1:00 - loss: 0.3379 - accuracy: 0.8438
  3/316 [..............................] - ETA: 57s - loss: 0.3283 - accuracy: 0.8542 
  4/316 [..............................] - ETA: 57s - loss: 0.3943 - accuracy: 0.7656
  5/316 [..............................] - ETA: 57s - loss: 0.4546 - accuracy: 0.7250
  6/316 [..............................] - ETA: 57s - loss: 0.4341 - accuracy: 0.7500
  7/316 [..............................] - ETA: 57s - loss: 0.4608 - accuracy: 0.7500
  8/316 [..............................] - ETA: 58s - loss: 0.4468 - accuracy: 0.7734
  9/316 [..............................] - ETA: 57s - loss: 0.4457 - accuracy: 0.7778
 10/316 [..............................] - ETA: 57s - loss: 0.4482 - accuracy: 0.7688
 11/316 [>.............................] - ETA: 57s - loss: 0.4418 - accuracy: 0.7784
 12/316 [>.............................] - ETA: 56s - loss: 0.4469 - accuracy: 0.7760
 13/316 [>.............................] - ETA: 56s - loss: 0.4437 - accuracy: 0.7788
 14/316 [>.............................] - ETA: 57s - loss: 0.4332 - accuracy: 0.7902
 15/316 [>.............................] - ETA: 56s - loss: 0.4329 - accuracy: 0.7875
 16/316 [>.............................] - ETA: 56s - loss: 0.4294 - accuracy: 0.7852
 17/316 [>.............................] - ETA: 56s - loss: 0.4263 - accuracy: 0.7831
 18/316 [>.............................] - ETA: 56s - loss: 0.4370 - accuracy: 0.7743
 19/316 [>.............................] - ETA: 56s - loss: 0.4394 - accuracy: 0.7730
 20/316 [>.............................] - ETA: 55s - loss: 0.4418 - accuracy: 0.7750
 21/316 [>.............................] - ETA: 55s - loss: 0.4392 - accuracy: 0.7768
 22/316 [=>............................] - ETA: 55s - loss: 0.4359 - accuracy: 0.7784
 23/316 [=>............................] - ETA: 55s - loss: 0.4403 - accuracy: 0.7799
 24/316 [=>............................] - ETA: 55s - loss: 0.4357 - accuracy: 0.7812
 25/316 [=>............................] - ETA: 55s - loss: 0.4295 - accuracy: 0.7900
 26/316 [=>............................] - ETA: 54s - loss: 0.4285 - accuracy: 0.7909
 27/316 [=>............................] - ETA: 54s - loss: 0.4237 - accuracy: 0.7940
 28/316 [=>............................] - ETA: 54s - loss: 0.4201 - accuracy: 0.7946
 29/316 [=>............................] - ETA: 54s - loss: 0.4146 - accuracy: 0.7974
 30/316 [=>............................] - ETA: 54s - loss: 0.4149 - accuracy: 0.7958
 31/316 [=>............................] - ETA: 54s - loss: 0.4110 - accuracy: 0.8004
 32/316 [==>...........................] - ETA: 53s - loss: 0.4130 - accuracy: 0.7969
 33/316 [==>...........................] - ETA: 53s - loss: 0.4123 - accuracy: 0.7973
 34/316 [==>...........................] - ETA: 53s - loss: 0.4141 - accuracy: 0.7978
 35/316 [==>...........................] - ETA: 53s - loss: 0.4082 - accuracy: 0.8018
 36/316 [==>...........................] - ETA: 56s - loss: 0.4128 - accuracy: 0.8021
 37/316 [==>...........................] - ETA: 58s - loss: 0.4112 - accuracy: 0.8041
 38/316 [==>...........................] - ETA: 58s - loss: 0.4137 - accuracy: 0.8026
 39/316 [==>...........................] - ETA: 57s - loss: 0.4079 - accuracy: 0.8061
 40/316 [==>...........................] - ETA: 57s - loss: 0.4011 - accuracy: 0.8094
 41/316 [==>...........................] - ETA: 57s - loss: 0.4023 - accuracy: 0.8079
 42/316 [==>...........................] - ETA: 57s - loss: 0.4019 - accuracy: 0.8080
 43/316 [===>..........................] - ETA: 56s - loss: 0.4052 - accuracy: 0.8067
 44/316 [===>..........................] - ETA: 56s - loss: 0.4091 - accuracy: 0.8040
 45/316 [===>..........................] - ETA: 56s - loss: 0.4065 - accuracy: 0.8056
 46/316 [===>..........................] - ETA: 55s - loss: 0.4046 - accuracy: 0.8057
 47/316 [===>..........................] - ETA: 55s - loss: 0.4075 - accuracy: 0.8032
 48/316 [===>..........................] - ETA: 55s - loss: 0.4065 - accuracy: 0.8047
 49/316 [===>..........................] - ETA: 55s - loss: 0.4111 - accuracy: 0.8036
 50/316 [===>..........................] - ETA: 54s - loss: 0.4075 - accuracy: 0.8037
 51/316 [===>..........................] - ETA: 54s - loss: 0.4080 - accuracy: 0.8027
 52/316 [===>..........................] - ETA: 54s - loss: 0.4091 - accuracy: 0.8017
 53/316 [====>.........................] - ETA: 55s - loss: 0.4112 - accuracy: 0.7995
 54/316 [====>.........................] - ETA: 57s - loss: 0.4129 - accuracy: 0.7986
 55/316 [====>.........................] - ETA: 57s - loss: 0.4118 - accuracy: 0.8000
 56/316 [====>.........................] - ETA: 56s - loss: 0.4137 - accuracy: 0.8002
 57/316 [====>.........................] - ETA: 56s - loss: 0.4141 - accuracy: 0.7993
 58/316 [====>.........................] - ETA: 56s - loss: 0.4145 - accuracy: 0.7985
 59/316 [====>.........................] - ETA: 55s - loss: 0.4159 - accuracy: 0.7966
 60/316 [====>.........................] - ETA: 55s - loss: 0.4148 - accuracy: 0.7969
 61/316 [====>.........................] - ETA: 55s - loss: 0.4134 - accuracy: 0.7982
 62/316 [====>.........................] - ETA: 54s - loss: 0.4124 - accuracy: 0.7984
 63/316 [====>.........................] - ETA: 54s - loss: 0.4137 - accuracy: 0.7976
 64/316 [=====>........................] - ETA: 54s - loss: 0.4138 - accuracy: 0.7969
 65/316 [=====>........................] - ETA: 53s - loss: 0.4157 - accuracy: 0.7971
 66/316 [=====>........................] - ETA: 53s - loss: 0.4189 - accuracy: 0.7945
 67/316 [=====>........................] - ETA: 53s - loss: 0.4194 - accuracy: 0.7938
 68/316 [=====>........................] - ETA: 52s - loss: 0.4206 - accuracy: 0.7923
 69/316 [=====>........................] - ETA: 52s - loss: 0.4202 - accuracy: 0.7917
 70/316 [=====>........................] - ETA: 53s - loss: 0.4194 - accuracy: 0.7920
 71/316 [=====>........................] - ETA: 54s - loss: 0.4183 - accuracy: 0.7931
 72/316 [=====>........................] - ETA: 54s - loss: 0.4172 - accuracy: 0.7951
 73/316 [=====>........................] - ETA: 53s - loss: 0.4155 - accuracy: 0.7979
 74/316 [======>.......................] - ETA: 53s - loss: 0.4134 - accuracy: 0.7998
 75/316 [======>.......................] - ETA: 53s - loss: 0.4131 - accuracy: 0.7992
 76/316 [======>.......................] - ETA: 53s - loss: 0.4118 - accuracy: 0.8002
 77/316 [======>.......................] - ETA: 52s - loss: 0.4118 - accuracy: 0.8011
 78/316 [======>.......................] - ETA: 52s - loss: 0.4109 - accuracy: 0.8021
 79/316 [======>.......................] - ETA: 52s - loss: 0.4098 - accuracy: 0.8030
 80/316 [======>.......................] - ETA: 51s - loss: 0.4101 - accuracy: 0.8031
 81/316 [======>.......................] - ETA: 51s - loss: 0.4108 - accuracy: 0.8025
 82/316 [======>.......................] - ETA: 51s - loss: 0.4143 - accuracy: 0.8003
 83/316 [======>.......................] - ETA: 50s - loss: 0.4109 - accuracy: 0.8027
 84/316 [======>.......................] - ETA: 50s - loss: 0.4110 - accuracy: 0.8021
 85/316 [=======>......................] - ETA: 50s - loss: 0.4090 - accuracy: 0.8029
 86/316 [=======>......................] - ETA: 50s - loss: 0.4061 - accuracy: 0.8052
 87/316 [=======>......................] - ETA: 49s - loss: 0.4039 - accuracy: 0.8060
 88/316 [=======>......................] - ETA: 49s - loss: 0.4037 - accuracy: 0.8047
 89/316 [=======>......................] - ETA: 49s - loss: 0.4044 - accuracy: 0.8041
 90/316 [=======>......................] - ETA: 48s - loss: 0.4059 - accuracy: 0.8035
 91/316 [=======>......................] - ETA: 48s - loss: 0.4058 - accuracy: 0.8036
 92/316 [=======>......................] - ETA: 48s - loss: 0.4078 - accuracy: 0.8023
 93/316 [=======>......................] - ETA: 48s - loss: 0.4074 - accuracy: 0.8017
 94/316 [=======>......................] - ETA: 47s - loss: 0.4057 - accuracy: 0.8019
 95/316 [========>.....................] - ETA: 47s - loss: 0.4054 - accuracy: 0.8020
 96/316 [========>.....................] - ETA: 47s - loss: 0.4049 - accuracy: 0.8027
 97/316 [========>.....................] - ETA: 47s - loss: 0.4056 - accuracy: 0.8028
 98/316 [========>.....................] - ETA: 47s - loss: 0.4026 - accuracy: 0.8048
 99/316 [========>.....................] - ETA: 48s - loss: 0.4020 - accuracy: 0.8049
100/316 [========>.....................] - ETA: 47s - loss: 0.4037 - accuracy: 0.8044
101/316 [========>.....................] - ETA: 47s - loss: 0.4045 - accuracy: 0.8032
102/316 [========>.....................] - ETA: 47s - loss: 0.4059 - accuracy: 0.8015
103/316 [========>.....................] - ETA: 46s - loss: 0.4053 - accuracy: 0.8016
104/316 [========>.....................] - ETA: 46s - loss: 0.4051 - accuracy: 0.8017
105/316 [========>.....................] - ETA: 46s - loss: 0.4043 - accuracy: 0.8030
106/316 [=========>....................] - ETA: 46s - loss: 0.4028 - accuracy: 0.8042
107/316 [=========>....................] - ETA: 45s - loss: 0.4032 - accuracy: 0.8037
108/316 [=========>....................] - ETA: 45s - loss: 0.4049 - accuracy: 0.8038
109/316 [=========>....................] - ETA: 45s - loss: 0.4044 - accuracy: 0.8045
110/316 [=========>....................] - ETA: 44s - loss: 0.4056 - accuracy: 0.8045
111/316 [=========>....................] - ETA: 44s - loss: 0.4046 - accuracy: 0.8046
112/316 [=========>....................] - ETA: 44s - loss: 0.4036 - accuracy: 0.8052
113/316 [=========>....................] - ETA: 44s - loss: 0.4047 - accuracy: 0.8042
114/316 [=========>....................] - ETA: 43s - loss: 0.4045 - accuracy: 0.8043
115/316 [=========>....................] - ETA: 44s - loss: 0.4038 - accuracy: 0.8043
116/316 [==========>...................] - ETA: 44s - loss: 0.4041 - accuracy: 0.8044
117/316 [==========>...................] - ETA: 44s - loss: 0.4038 - accuracy: 0.8045
118/316 [==========>...................] - ETA: 44s - loss: 0.4033 - accuracy: 0.8040
119/316 [==========>...................] - ETA: 43s - loss: 0.4026 - accuracy: 0.8041
120/316 [==========>...................] - ETA: 43s - loss: 0.4017 - accuracy: 0.8052
121/316 [==========>...................] - ETA: 43s - loss: 0.4013 - accuracy: 0.8058
122/316 [==========>...................] - ETA: 43s - loss: 0.3996 - accuracy: 0.8069
123/316 [==========>...................] - ETA: 42s - loss: 0.3998 - accuracy: 0.8069
124/316 [==========>...................] - ETA: 42s - loss: 0.3990 - accuracy: 0.8075
125/316 [==========>...................] - ETA: 42s - loss: 0.3988 - accuracy: 0.8075
126/316 [==========>...................] - ETA: 41s - loss: 0.3989 - accuracy: 0.8070
127/316 [===========>..................] - ETA: 41s - loss: 0.3989 - accuracy: 0.8071
128/316 [===========>..................] - ETA: 41s - loss: 0.3981 - accuracy: 0.8081
129/316 [===========>..................] - ETA: 41s - loss: 0.3992 - accuracy: 0.8062
130/316 [===========>..................] - ETA: 40s - loss: 0.3998 - accuracy: 0.8062
131/316 [===========>..................] - ETA: 40s - loss: 0.3986 - accuracy: 0.8068
132/316 [===========>..................] - ETA: 40s - loss: 0.3976 - accuracy: 0.8078
133/316 [===========>..................] - ETA: 41s - loss: 0.3962 - accuracy: 0.8083
134/316 [===========>..................] - ETA: 40s - loss: 0.3969 - accuracy: 0.8078
135/316 [===========>..................] - ETA: 40s - loss: 0.3998 - accuracy: 0.8069
136/316 [===========>..................] - ETA: 40s - loss: 0.3999 - accuracy: 0.8070
137/316 [============>.................] - ETA: 40s - loss: 0.3991 - accuracy: 0.8075
138/316 [============>.................] - ETA: 39s - loss: 0.4017 - accuracy: 0.8066
139/316 [============>.................] - ETA: 39s - loss: 0.4005 - accuracy: 0.8076
140/316 [============>.................] - ETA: 39s - loss: 0.4003 - accuracy: 0.8080
141/316 [============>.................] - ETA: 39s - loss: 0.4009 - accuracy: 0.8072
142/316 [============>.................] - ETA: 38s - loss: 0.4008 - accuracy: 0.8068
143/316 [============>.................] - ETA: 38s - loss: 0.4005 - accuracy: 0.8068
144/316 [============>.................] - ETA: 38s - loss: 0.3996 - accuracy: 0.8073
145/316 [============>.................] - ETA: 38s - loss: 0.3998 - accuracy: 0.8073
146/316 [============>.................] - ETA: 37s - loss: 0.3987 - accuracy: 0.8086
147/316 [============>.................] - ETA: 37s - loss: 0.3991 - accuracy: 0.8078
148/316 [=============>................] - ETA: 37s - loss: 0.3981 - accuracy: 0.8083
149/316 [=============>................] - ETA: 37s - loss: 0.3973 - accuracy: 0.8091
150/316 [=============>................] - ETA: 36s - loss: 0.3975 - accuracy: 0.8092
151/316 [=============>................] - ETA: 36s - loss: 0.3964 - accuracy: 0.8096
152/316 [=============>................] - ETA: 36s - loss: 0.3953 - accuracy: 0.8109
153/316 [=============>................] - ETA: 35s - loss: 0.3948 - accuracy: 0.8113
154/316 [=============>................] - ETA: 35s - loss: 0.3956 - accuracy: 0.8109
155/316 [=============>................] - ETA: 35s - loss: 0.3948 - accuracy: 0.8109
156/316 [=============>................] - ETA: 35s - loss: 0.3939 - accuracy: 0.8117
157/316 [=============>................] - ETA: 34s - loss: 0.3969 - accuracy: 0.8117
158/316 [==============>...............] - ETA: 34s - loss: 0.3962 - accuracy: 0.8125
159/316 [==============>...............] - ETA: 34s - loss: 0.3952 - accuracy: 0.8133
160/316 [==============>...............] - ETA: 34s - loss: 0.3942 - accuracy: 0.8133
161/316 [==============>...............] - ETA: 33s - loss: 0.3935 - accuracy: 0.8137
162/316 [==============>...............] - ETA: 33s - loss: 0.3947 - accuracy: 0.8133
163/316 [==============>...............] - ETA: 33s - loss: 0.3952 - accuracy: 0.8133
164/316 [==============>...............] - ETA: 33s - loss: 0.3943 - accuracy: 0.8144
165/316 [==============>...............] - ETA: 33s - loss: 0.3940 - accuracy: 0.8140
166/316 [==============>...............] - ETA: 33s - loss: 0.3940 - accuracy: 0.8133
167/316 [==============>...............] - ETA: 33s - loss: 0.3933 - accuracy: 0.8140
168/316 [==============>...............] - ETA: 32s - loss: 0.3933 - accuracy: 0.8140
169/316 [===============>..............] - ETA: 32s - loss: 0.3926 - accuracy: 0.8140
170/316 [===============>..............] - ETA: 32s - loss: 0.3921 - accuracy: 0.8140
171/316 [===============>..............] - ETA: 32s - loss: 0.3920 - accuracy: 0.8140
172/316 [===============>..............] - ETA: 31s - loss: 0.3926 - accuracy: 0.8129
173/316 [===============>..............] - ETA: 31s - loss: 0.3931 - accuracy: 0.8125
174/316 [===============>..............] - ETA: 31s - loss: 0.3931 - accuracy: 0.8125
175/316 [===============>..............] - ETA: 31s - loss: 0.3937 - accuracy: 0.8125
176/316 [===============>..............] - ETA: 30s - loss: 0.3926 - accuracy: 0.8136
177/316 [===============>..............] - ETA: 30s - loss: 0.3935 - accuracy: 0.8129
178/316 [===============>..............] - ETA: 30s - loss: 0.3942 - accuracy: 0.8125
179/316 [===============>..............] - ETA: 30s - loss: 0.3947 - accuracy: 0.8122
180/316 [================>.............] - ETA: 29s - loss: 0.3937 - accuracy: 0.8128
181/316 [================>.............] - ETA: 29s - loss: 0.3928 - accuracy: 0.8135
182/316 [================>.............] - ETA: 29s - loss: 0.3923 - accuracy: 0.8139
183/316 [================>.............] - ETA: 29s - loss: 0.3928 - accuracy: 0.8132
184/316 [================>.............] - ETA: 29s - loss: 0.3937 - accuracy: 0.8132
185/316 [================>.............] - ETA: 28s - loss: 0.3938 - accuracy: 0.8125
186/316 [================>.............] - ETA: 28s - loss: 0.3942 - accuracy: 0.8122
187/316 [================>.............] - ETA: 28s - loss: 0.3941 - accuracy: 0.8125
188/316 [================>.............] - ETA: 28s - loss: 0.3943 - accuracy: 0.8125
189/316 [================>.............] - ETA: 27s - loss: 0.3944 - accuracy: 0.8122
190/316 [=================>............] - ETA: 27s - loss: 0.3950 - accuracy: 0.8118
191/316 [=================>............] - ETA: 27s - loss: 0.3947 - accuracy: 0.8118
192/316 [=================>............] - ETA: 27s - loss: 0.3933 - accuracy: 0.8125
193/316 [=================>............] - ETA: 27s - loss: 0.3936 - accuracy: 0.8122
194/316 [=================>............] - ETA: 27s - loss: 0.3935 - accuracy: 0.8125
195/316 [=================>............] - ETA: 26s - loss: 0.3933 - accuracy: 0.8128
196/316 [=================>............] - ETA: 26s - loss: 0.3935 - accuracy: 0.8135
197/316 [=================>............] - ETA: 26s - loss: 0.3942 - accuracy: 0.8128
198/316 [=================>............] - ETA: 26s - loss: 0.3932 - accuracy: 0.8134
199/316 [=================>............] - ETA: 25s - loss: 0.3942 - accuracy: 0.8128
200/316 [=================>............] - ETA: 25s - loss: 0.3959 - accuracy: 0.8116
201/316 [==================>...........] - ETA: 25s - loss: 0.3959 - accuracy: 0.8116
202/316 [==================>...........] - ETA: 25s - loss: 0.3964 - accuracy: 0.8110
203/316 [==================>...........] - ETA: 24s - loss: 0.3957 - accuracy: 0.8113
204/316 [==================>...........] - ETA: 24s - loss: 0.3956 - accuracy: 0.8113
205/316 [==================>...........] - ETA: 24s - loss: 0.3968 - accuracy: 0.8113
206/316 [==================>...........] - ETA: 24s - loss: 0.3974 - accuracy: 0.8113
207/316 [==================>...........] - ETA: 24s - loss: 0.3969 - accuracy: 0.8119
208/316 [==================>...........] - ETA: 23s - loss: 0.3985 - accuracy: 0.8104
209/316 [==================>...........] - ETA: 23s - loss: 0.3988 - accuracy: 0.8101
210/316 [==================>...........] - ETA: 23s - loss: 0.3988 - accuracy: 0.8104
211/316 [===================>..........] - ETA: 23s - loss: 0.3997 - accuracy: 0.8095
212/316 [===================>..........] - ETA: 23s - loss: 0.3998 - accuracy: 0.8096
213/316 [===================>..........] - ETA: 22s - loss: 0.4009 - accuracy: 0.8087
214/316 [===================>..........] - ETA: 22s - loss: 0.4017 - accuracy: 0.8081
215/316 [===================>..........] - ETA: 22s - loss: 0.4012 - accuracy: 0.8084
216/316 [===================>..........] - ETA: 22s - loss: 0.4014 - accuracy: 0.8082
217/316 [===================>..........] - ETA: 22s - loss: 0.4009 - accuracy: 0.8088
218/316 [===================>..........] - ETA: 21s - loss: 0.4016 - accuracy: 0.8079
219/316 [===================>..........] - ETA: 21s - loss: 0.4011 - accuracy: 0.8085
220/316 [===================>..........] - ETA: 21s - loss: 0.4009 - accuracy: 0.8085
221/316 [===================>..........] - ETA: 21s - loss: 0.4012 - accuracy: 0.8085
222/316 [====================>.........] - ETA: 20s - loss: 0.4007 - accuracy: 0.8088
223/316 [====================>.........] - ETA: 20s - loss: 0.4006 - accuracy: 0.8089
224/316 [====================>.........] - ETA: 20s - loss: 0.4000 - accuracy: 0.8094
225/316 [====================>.........] - ETA: 20s - loss: 0.4002 - accuracy: 0.8092
226/316 [====================>.........] - ETA: 19s - loss: 0.4003 - accuracy: 0.8089
227/316 [====================>.........] - ETA: 19s - loss: 0.4010 - accuracy: 0.8086
228/316 [====================>.........] - ETA: 19s - loss: 0.4017 - accuracy: 0.8081
229/316 [====================>.........] - ETA: 19s - loss: 0.4008 - accuracy: 0.8087
230/316 [====================>.........] - ETA: 18s - loss: 0.4008 - accuracy: 0.8087
231/316 [====================>.........] - ETA: 18s - loss: 0.4010 - accuracy: 0.8084
232/316 [=====================>........] - ETA: 18s - loss: 0.4019 - accuracy: 0.8077
233/316 [=====================>........] - ETA: 18s - loss: 0.4012 - accuracy: 0.8079
234/316 [=====================>........] - ETA: 18s - loss: 0.4005 - accuracy: 0.8085
235/316 [=====================>........] - ETA: 17s - loss: 0.4005 - accuracy: 0.8082
236/316 [=====================>........] - ETA: 17s - loss: 0.4011 - accuracy: 0.8075
237/316 [=====================>........] - ETA: 17s - loss: 0.4003 - accuracy: 0.8080
238/316 [=====================>........] - ETA: 17s - loss: 0.4001 - accuracy: 0.8080
239/316 [=====================>........] - ETA: 16s - loss: 0.4007 - accuracy: 0.8073
240/316 [=====================>........] - ETA: 16s - loss: 0.4004 - accuracy: 0.8076
241/316 [=====================>........] - ETA: 16s - loss: 0.4009 - accuracy: 0.8071
242/316 [=====================>........] - ETA: 16s - loss: 0.4011 - accuracy: 0.8071
243/316 [======================>.......] - ETA: 16s - loss: 0.4013 - accuracy: 0.8066
244/316 [======================>.......] - ETA: 15s - loss: 0.4018 - accuracy: 0.8064
245/316 [======================>.......] - ETA: 15s - loss: 0.4011 - accuracy: 0.8069
246/316 [======================>.......] - ETA: 15s - loss: 0.4011 - accuracy: 0.8074
247/316 [======================>.......] - ETA: 15s - loss: 0.4010 - accuracy: 0.8077
248/316 [======================>.......] - ETA: 15s - loss: 0.4005 - accuracy: 0.8080
249/316 [======================>.......] - ETA: 14s - loss: 0.4000 - accuracy: 0.8082
250/316 [======================>.......] - ETA: 14s - loss: 0.4003 - accuracy: 0.8085
251/316 [======================>.......] - ETA: 14s - loss: 0.4005 - accuracy: 0.8085
252/316 [======================>.......] - ETA: 14s - loss: 0.4013 - accuracy: 0.8078
253/316 [=======================>......] - ETA: 13s - loss: 0.4014 - accuracy: 0.8076
254/316 [=======================>......] - ETA: 13s - loss: 0.4018 - accuracy: 0.8068
255/316 [=======================>......] - ETA: 13s - loss: 0.4011 - accuracy: 0.8074
256/316 [=======================>......] - ETA: 13s - loss: 0.4008 - accuracy: 0.8076
257/316 [=======================>......] - ETA: 13s - loss: 0.4003 - accuracy: 0.8079
258/316 [=======================>......] - ETA: 12s - loss: 0.4004 - accuracy: 0.8079
259/316 [=======================>......] - ETA: 12s - loss: 0.3997 - accuracy: 0.8084
260/316 [=======================>......] - ETA: 12s - loss: 0.4001 - accuracy: 0.8079
261/316 [=======================>......] - ETA: 12s - loss: 0.3997 - accuracy: 0.8084
262/316 [=======================>......] - ETA: 12s - loss: 0.3993 - accuracy: 0.8087
263/316 [=======================>......] - ETA: 11s - loss: 0.3987 - accuracy: 0.8092
264/316 [========================>.....] - ETA: 11s - loss: 0.3982 - accuracy: 0.8092
265/316 [========================>.....] - ETA: 11s - loss: 0.3976 - accuracy: 0.8094
266/316 [========================>.....] - ETA: 11s - loss: 0.3983 - accuracy: 0.8087
267/316 [========================>.....] - ETA: 10s - loss: 0.3986 - accuracy: 0.8085
268/316 [========================>.....] - ETA: 10s - loss: 0.3982 - accuracy: 0.8088
269/316 [========================>.....] - ETA: 10s - loss: 0.3975 - accuracy: 0.8092
270/316 [========================>.....] - ETA: 10s - loss: 0.3975 - accuracy: 0.8090
271/316 [========================>.....] - ETA: 9s - loss: 0.3972 - accuracy: 0.8090 
272/316 [========================>.....] - ETA: 9s - loss: 0.3964 - accuracy: 0.8095
273/316 [========================>.....] - ETA: 9s - loss: 0.3957 - accuracy: 0.8100
274/316 [=========================>....] - ETA: 9s - loss: 0.3954 - accuracy: 0.8102
275/316 [=========================>....] - ETA: 9s - loss: 0.3948 - accuracy: 0.8105
276/316 [=========================>....] - ETA: 8s - loss: 0.3943 - accuracy: 0.8107
277/316 [=========================>....] - ETA: 8s - loss: 0.3954 - accuracy: 0.8102
278/316 [=========================>....] - ETA: 8s - loss: 0.3959 - accuracy: 0.8105
279/316 [=========================>....] - ETA: 8s - loss: 0.3968 - accuracy: 0.8103
280/316 [=========================>....] - ETA: 7s - loss: 0.3977 - accuracy: 0.8096
281/316 [=========================>....] - ETA: 7s - loss: 0.3972 - accuracy: 0.8098
282/316 [=========================>....] - ETA: 7s - loss: 0.3972 - accuracy: 0.8094
283/316 [=========================>....] - ETA: 7s - loss: 0.3968 - accuracy: 0.8098
284/316 [=========================>....] - ETA: 7s - loss: 0.3966 - accuracy: 0.8099
285/316 [==========================>...] - ETA: 6s - loss: 0.3965 - accuracy: 0.8099
286/316 [==========================>...] - ETA: 6s - loss: 0.3963 - accuracy: 0.8101
287/316 [==========================>...] - ETA: 6s - loss: 0.3965 - accuracy: 0.8101
288/316 [==========================>...] - ETA: 6s - loss: 0.3965 - accuracy: 0.8099
289/316 [==========================>...] - ETA: 5s - loss: 0.3962 - accuracy: 0.8103
290/316 [==========================>...] - ETA: 5s - loss: 0.3967 - accuracy: 0.8099
291/316 [==========================>...] - ETA: 5s - loss: 0.3967 - accuracy: 0.8099
292/316 [==========================>...] - ETA: 5s - loss: 0.3966 - accuracy: 0.8101
293/316 [==========================>...] - ETA: 5s - loss: 0.3970 - accuracy: 0.8104
294/316 [==========================>...] - ETA: 4s - loss: 0.3972 - accuracy: 0.8102
295/316 [===========================>..] - ETA: 4s - loss: 0.3974 - accuracy: 0.8102
296/316 [===========================>..] - ETA: 4s - loss: 0.3972 - accuracy: 0.8106
297/316 [===========================>..] - ETA: 4s - loss: 0.3976 - accuracy: 0.8106
298/316 [===========================>..] - ETA: 3s - loss: 0.3976 - accuracy: 0.8106
299/316 [===========================>..] - ETA: 3s - loss: 0.3974 - accuracy: 0.8106
300/316 [===========================>..] - ETA: 3s - loss: 0.3970 - accuracy: 0.8106
301/316 [===========================>..] - ETA: 3s - loss: 0.3965 - accuracy: 0.8110
302/316 [===========================>..] - ETA: 3s - loss: 0.3966 - accuracy: 0.8106
303/316 [===========================>..] - ETA: 2s - loss: 0.3968 - accuracy: 0.8104
304/316 [===========================>..] - ETA: 2s - loss: 0.3962 - accuracy: 0.8109
305/316 [===========================>..] - ETA: 2s - loss: 0.3962 - accuracy: 0.8111
306/316 [============================>.] - ETA: 2s - loss: 0.3969 - accuracy: 0.8107
307/316 [============================>.] - ETA: 1s - loss: 0.3973 - accuracy: 0.8103
308/316 [============================>.] - ETA: 1s - loss: 0.3980 - accuracy: 0.8099
309/316 [============================>.] - ETA: 1s - loss: 0.3976 - accuracy: 0.8101
310/316 [============================>.] - ETA: 1s - loss: 0.3973 - accuracy: 0.8103
311/316 [============================>.] - ETA: 1s - loss: 0.3973 - accuracy: 0.8099
312/316 [============================>.] - ETA: 0s - loss: 0.3975 - accuracy: 0.8097
313/316 [============================>.] - ETA: 0s - loss: 0.3983 - accuracy: 0.8091
314/316 [============================>.] - ETA: 0s - loss: 0.3984 - accuracy: 0.8093
315/316 [============================>.] - ETA: 0s - loss: 0.3984 - accuracy: 0.8089
316/316 [==============================] - 70s 222ms/step - loss: 0.3981 - accuracy: 0.8092

316/316 [==============================] - 74s 234ms/step - loss: 0.3981 - accuracy: 0.8092 - val_loss: 0.3283 - val_accuracy: 0.8502
Epoch 39/100

  1/316 [..............................] - ETA: 1:06 - loss: 0.3633 - accuracy: 0.8125
  2/316 [..............................] - ETA: 59s - loss: 0.3917 - accuracy: 0.8125 
  3/316 [..............................] - ETA: 1:01 - loss: 0.3639 - accuracy: 0.7917
  4/316 [..............................] - ETA: 1:00 - loss: 0.3406 - accuracy: 0.8125
  5/316 [..............................] - ETA: 59s - loss: 0.3251 - accuracy: 0.8250 
  6/316 [..............................] - ETA: 58s - loss: 0.3330 - accuracy: 0.8125
  7/316 [..............................] - ETA: 58s - loss: 0.3263 - accuracy: 0.8304
  8/316 [..............................] - ETA: 58s - loss: 0.3298 - accuracy: 0.8438
  9/316 [..............................] - ETA: 58s - loss: 0.3595 - accuracy: 0.8264
 10/316 [..............................] - ETA: 58s - loss: 0.3584 - accuracy: 0.8188
 11/316 [>.............................] - ETA: 58s - loss: 0.3672 - accuracy: 0.8125
 12/316 [>.............................] - ETA: 57s - loss: 0.3652 - accuracy: 0.8177
 13/316 [>.............................] - ETA: 57s - loss: 0.3738 - accuracy: 0.8173
 14/316 [>.............................] - ETA: 57s - loss: 0.3765 - accuracy: 0.8170
 15/316 [>.............................] - ETA: 57s - loss: 0.3667 - accuracy: 0.8167
 16/316 [>.............................] - ETA: 57s - loss: 0.3812 - accuracy: 0.8125
 17/316 [>.............................] - ETA: 57s - loss: 0.3744 - accuracy: 0.8162
 18/316 [>.............................] - ETA: 56s - loss: 0.3779 - accuracy: 0.8125
 19/316 [>.............................] - ETA: 56s - loss: 0.3981 - accuracy: 0.8026
 20/316 [>.............................] - ETA: 56s - loss: 0.3914 - accuracy: 0.8062
 21/316 [>.............................] - ETA: 56s - loss: 0.3953 - accuracy: 0.8125
 22/316 [=>............................] - ETA: 55s - loss: 0.3921 - accuracy: 0.8153
 23/316 [=>............................] - ETA: 55s - loss: 0.3847 - accuracy: 0.8179
 24/316 [=>............................] - ETA: 55s - loss: 0.3884 - accuracy: 0.8125
 25/316 [=>............................] - ETA: 55s - loss: 0.3858 - accuracy: 0.8125
 26/316 [=>............................] - ETA: 55s - loss: 0.3822 - accuracy: 0.8149
 27/316 [=>............................] - ETA: 55s - loss: 0.3741 - accuracy: 0.8194
 28/316 [=>............................] - ETA: 55s - loss: 0.3705 - accuracy: 0.8237
 29/316 [=>............................] - ETA: 58s - loss: 0.3701 - accuracy: 0.8233
 30/316 [=>............................] - ETA: 1:01 - loss: 0.3696 - accuracy: 0.8250
 31/316 [=>............................] - ETA: 1:01 - loss: 0.3712 - accuracy: 0.8246
 32/316 [==>...........................] - ETA: 1:01 - loss: 0.3700 - accuracy: 0.8242
 33/316 [==>...........................] - ETA: 1:00 - loss: 0.3707 - accuracy: 0.8239
 34/316 [==>...........................] - ETA: 1:00 - loss: 0.3751 - accuracy: 0.8199
 35/316 [==>...........................] - ETA: 59s - loss: 0.3759 - accuracy: 0.8196 
 36/316 [==>...........................] - ETA: 59s - loss: 0.3715 - accuracy: 0.8229
 37/316 [==>...........................] - ETA: 59s - loss: 0.3706 - accuracy: 0.8226
 38/316 [==>...........................] - ETA: 58s - loss: 0.3703 - accuracy: 0.8240
 39/316 [==>...........................] - ETA: 58s - loss: 0.3717 - accuracy: 0.8253
 40/316 [==>...........................] - ETA: 57s - loss: 0.3748 - accuracy: 0.8219
 41/316 [==>...........................] - ETA: 57s - loss: 0.3769 - accuracy: 0.8232
 42/316 [==>...........................] - ETA: 57s - loss: 0.3805 - accuracy: 0.8214
 43/316 [===>..........................] - ETA: 57s - loss: 0.3816 - accuracy: 0.8198
 44/316 [===>..........................] - ETA: 56s - loss: 0.3841 - accuracy: 0.8168
 45/316 [===>..........................] - ETA: 56s - loss: 0.3832 - accuracy: 0.8181
 46/316 [===>..........................] - ETA: 58s - loss: 0.3828 - accuracy: 0.8193
 47/316 [===>..........................] - ETA: 1:00 - loss: 0.3792 - accuracy: 0.8231
 48/316 [===>..........................] - ETA: 59s - loss: 0.3797 - accuracy: 0.8216 
 49/316 [===>..........................] - ETA: 59s - loss: 0.3861 - accuracy: 0.8163
 50/316 [===>..........................] - ETA: 58s - loss: 0.3894 - accuracy: 0.8163
 51/316 [===>..........................] - ETA: 58s - loss: 0.3852 - accuracy: 0.8174
 52/316 [===>..........................] - ETA: 58s - loss: 0.3865 - accuracy: 0.8185
 53/316 [====>.........................] - ETA: 57s - loss: 0.3857 - accuracy: 0.8196
 54/316 [====>.........................] - ETA: 57s - loss: 0.3854 - accuracy: 0.8194
 55/316 [====>.........................] - ETA: 57s - loss: 0.3857 - accuracy: 0.8193
 56/316 [====>.........................] - ETA: 56s - loss: 0.3881 - accuracy: 0.8170
 57/316 [====>.........................] - ETA: 56s - loss: 0.3879 - accuracy: 0.8180
 58/316 [====>.........................] - ETA: 56s - loss: 0.3894 - accuracy: 0.8157
 59/316 [====>.........................] - ETA: 55s - loss: 0.3877 - accuracy: 0.8167
 60/316 [====>.........................] - ETA: 55s - loss: 0.3912 - accuracy: 0.8156
 61/316 [====>.........................] - ETA: 55s - loss: 0.3917 - accuracy: 0.8156
 62/316 [====>.........................] - ETA: 54s - loss: 0.3902 - accuracy: 0.8175
 63/316 [====>.........................] - ETA: 55s - loss: 0.3901 - accuracy: 0.8165
 64/316 [=====>........................] - ETA: 57s - loss: 0.3868 - accuracy: 0.8184
 65/316 [=====>........................] - ETA: 56s - loss: 0.3857 - accuracy: 0.8192
 66/316 [=====>........................] - ETA: 56s - loss: 0.3828 - accuracy: 0.8210
 67/316 [=====>........................] - ETA: 56s - loss: 0.3842 - accuracy: 0.8200
 68/316 [=====>........................] - ETA: 55s - loss: 0.3843 - accuracy: 0.8199
 69/316 [=====>........................] - ETA: 55s - loss: 0.3845 - accuracy: 0.8179
 70/316 [=====>........................] - ETA: 55s - loss: 0.3832 - accuracy: 0.8188
 71/316 [=====>........................] - ETA: 54s - loss: 0.3853 - accuracy: 0.8160
 72/316 [=====>........................] - ETA: 54s - loss: 0.3874 - accuracy: 0.8142
 73/316 [=====>........................] - ETA: 53s - loss: 0.3909 - accuracy: 0.8125
 74/316 [======>.......................] - ETA: 53s - loss: 0.3896 - accuracy: 0.8133
 75/316 [======>.......................] - ETA: 53s - loss: 0.3913 - accuracy: 0.8125
 76/316 [======>.......................] - ETA: 52s - loss: 0.3925 - accuracy: 0.8117
 77/316 [======>.......................] - ETA: 52s - loss: 0.3975 - accuracy: 0.8084
 78/316 [======>.......................] - ETA: 52s - loss: 0.3963 - accuracy: 0.8093
 79/316 [======>.......................] - ETA: 52s - loss: 0.3972 - accuracy: 0.8093
 80/316 [======>.......................] - ETA: 51s - loss: 0.3981 - accuracy: 0.8086
 81/316 [======>.......................] - ETA: 51s - loss: 0.4001 - accuracy: 0.8056
 82/316 [======>.......................] - ETA: 51s - loss: 0.4002 - accuracy: 0.8041
 83/316 [======>.......................] - ETA: 50s - loss: 0.4030 - accuracy: 0.8012
 84/316 [======>.......................] - ETA: 50s - loss: 0.4017 - accuracy: 0.8021
 85/316 [=======>......................] - ETA: 50s - loss: 0.4016 - accuracy: 0.8022
 86/316 [=======>......................] - ETA: 49s - loss: 0.4011 - accuracy: 0.8038
 87/316 [=======>......................] - ETA: 49s - loss: 0.4003 - accuracy: 0.8046
 88/316 [=======>......................] - ETA: 49s - loss: 0.3999 - accuracy: 0.8054
 89/316 [=======>......................] - ETA: 49s - loss: 0.3994 - accuracy: 0.8055
 90/316 [=======>......................] - ETA: 48s - loss: 0.3981 - accuracy: 0.8069
 91/316 [=======>......................] - ETA: 49s - loss: 0.3970 - accuracy: 0.8091
 92/316 [=======>......................] - ETA: 50s - loss: 0.3980 - accuracy: 0.8091
 93/316 [=======>......................] - ETA: 49s - loss: 0.3976 - accuracy: 0.8098
 94/316 [=======>......................] - ETA: 49s - loss: 0.3981 - accuracy: 0.8098
 95/316 [========>.....................] - ETA: 49s - loss: 0.3986 - accuracy: 0.8086
 96/316 [========>.....................] - ETA: 48s - loss: 0.3986 - accuracy: 0.8092
 97/316 [========>.....................] - ETA: 48s - loss: 0.3993 - accuracy: 0.8093
 98/316 [========>.....................] - ETA: 48s - loss: 0.3987 - accuracy: 0.8093
 99/316 [========>.....................] - ETA: 48s - loss: 0.3973 - accuracy: 0.8100
100/316 [========>.....................] - ETA: 47s - loss: 0.4010 - accuracy: 0.8081
101/316 [========>.....................] - ETA: 47s - loss: 0.4016 - accuracy: 0.8075
102/316 [========>.....................] - ETA: 47s - loss: 0.4002 - accuracy: 0.8082
103/316 [========>.....................] - ETA: 46s - loss: 0.3993 - accuracy: 0.8089
104/316 [========>.....................] - ETA: 46s - loss: 0.3978 - accuracy: 0.8095
105/316 [========>.....................] - ETA: 46s - loss: 0.4024 - accuracy: 0.8071
106/316 [=========>....................] - ETA: 46s - loss: 0.4028 - accuracy: 0.8078
107/316 [=========>....................] - ETA: 45s - loss: 0.4042 - accuracy: 0.8067
108/316 [=========>....................] - ETA: 46s - loss: 0.4035 - accuracy: 0.8061
109/316 [=========>....................] - ETA: 46s - loss: 0.4021 - accuracy: 0.8068
110/316 [=========>....................] - ETA: 46s - loss: 0.4028 - accuracy: 0.8068
111/316 [=========>....................] - ETA: 46s - loss: 0.4036 - accuracy: 0.8057
112/316 [=========>....................] - ETA: 45s - loss: 0.4048 - accuracy: 0.8064
113/316 [=========>....................] - ETA: 45s - loss: 0.4034 - accuracy: 0.8075
114/316 [=========>....................] - ETA: 45s - loss: 0.4041 - accuracy: 0.8070
115/316 [=========>....................] - ETA: 44s - loss: 0.4034 - accuracy: 0.8071
116/316 [==========>...................] - ETA: 44s - loss: 0.4028 - accuracy: 0.8071
117/316 [==========>...................] - ETA: 44s - loss: 0.4031 - accuracy: 0.8056
118/316 [==========>...................] - ETA: 44s - loss: 0.4030 - accuracy: 0.8061
119/316 [==========>...................] - ETA: 43s - loss: 0.4034 - accuracy: 0.8057
120/316 [==========>...................] - ETA: 43s - loss: 0.4038 - accuracy: 0.8042
121/316 [==========>...................] - ETA: 43s - loss: 0.4040 - accuracy: 0.8042
122/316 [==========>...................] - ETA: 42s - loss: 0.4028 - accuracy: 0.8048
123/316 [==========>...................] - ETA: 42s - loss: 0.4048 - accuracy: 0.8034
124/316 [==========>...................] - ETA: 42s - loss: 0.4045 - accuracy: 0.8034
125/316 [==========>...................] - ETA: 42s - loss: 0.4040 - accuracy: 0.8035
126/316 [==========>...................] - ETA: 42s - loss: 0.4037 - accuracy: 0.8041
127/316 [===========>..................] - ETA: 42s - loss: 0.4026 - accuracy: 0.8051
128/316 [===========>..................] - ETA: 42s - loss: 0.4027 - accuracy: 0.8042
129/316 [===========>..................] - ETA: 42s - loss: 0.4025 - accuracy: 0.8043
130/316 [===========>..................] - ETA: 41s - loss: 0.4049 - accuracy: 0.8019
131/316 [===========>..................] - ETA: 41s - loss: 0.4046 - accuracy: 0.8030
132/316 [===========>..................] - ETA: 41s - loss: 0.4038 - accuracy: 0.8030
133/316 [===========>..................] - ETA: 41s - loss: 0.4031 - accuracy: 0.8036
134/316 [===========>..................] - ETA: 40s - loss: 0.4038 - accuracy: 0.8041
135/316 [===========>..................] - ETA: 40s - loss: 0.4050 - accuracy: 0.8028
136/316 [===========>..................] - ETA: 40s - loss: 0.4065 - accuracy: 0.8019
137/316 [============>.................] - ETA: 39s - loss: 0.4061 - accuracy: 0.8029
138/316 [============>.................] - ETA: 39s - loss: 0.4058 - accuracy: 0.8030
139/316 [============>.................] - ETA: 39s - loss: 0.4048 - accuracy: 0.8040
140/316 [============>.................] - ETA: 39s - loss: 0.4057 - accuracy: 0.8036
141/316 [============>.................] - ETA: 38s - loss: 0.4054 - accuracy: 0.8041
142/316 [============>.................] - ETA: 38s - loss: 0.4045 - accuracy: 0.8037
143/316 [============>.................] - ETA: 38s - loss: 0.4047 - accuracy: 0.8029
144/316 [============>.................] - ETA: 39s - loss: 0.4068 - accuracy: 0.8021
145/316 [============>.................] - ETA: 38s - loss: 0.4060 - accuracy: 0.8026
146/316 [============>.................] - ETA: 38s - loss: 0.4068 - accuracy: 0.8014
147/316 [============>.................] - ETA: 38s - loss: 0.4079 - accuracy: 0.8006
148/316 [=============>................] - ETA: 37s - loss: 0.4080 - accuracy: 0.8011
149/316 [=============>................] - ETA: 37s - loss: 0.4079 - accuracy: 0.8016
150/316 [=============>................] - ETA: 37s - loss: 0.4077 - accuracy: 0.8017
151/316 [=============>................] - ETA: 37s - loss: 0.4075 - accuracy: 0.8017
152/316 [=============>................] - ETA: 36s - loss: 0.4064 - accuracy: 0.8022
153/316 [=============>................] - ETA: 36s - loss: 0.4057 - accuracy: 0.8035
154/316 [=============>................] - ETA: 36s - loss: 0.4053 - accuracy: 0.8032
155/316 [=============>................] - ETA: 36s - loss: 0.4048 - accuracy: 0.8032
156/316 [=============>................] - ETA: 35s - loss: 0.4037 - accuracy: 0.8045
157/316 [=============>................] - ETA: 35s - loss: 0.4036 - accuracy: 0.8041
158/316 [==============>...............] - ETA: 35s - loss: 0.4036 - accuracy: 0.8042
159/316 [==============>...............] - ETA: 35s - loss: 0.4038 - accuracy: 0.8039
160/316 [==============>...............] - ETA: 35s - loss: 0.4034 - accuracy: 0.8043
161/316 [==============>...............] - ETA: 35s - loss: 0.4047 - accuracy: 0.8043
162/316 [==============>...............] - ETA: 35s - loss: 0.4040 - accuracy: 0.8052
163/316 [==============>...............] - ETA: 34s - loss: 0.4037 - accuracy: 0.8052
164/316 [==============>...............] - ETA: 34s - loss: 0.4039 - accuracy: 0.8049
165/316 [==============>...............] - ETA: 34s - loss: 0.4038 - accuracy: 0.8045
166/316 [==============>...............] - ETA: 34s - loss: 0.4049 - accuracy: 0.8035
167/316 [==============>...............] - ETA: 33s - loss: 0.4058 - accuracy: 0.8031
168/316 [==============>...............] - ETA: 33s - loss: 0.4068 - accuracy: 0.8025
169/316 [===============>..............] - ETA: 33s - loss: 0.4055 - accuracy: 0.8036
170/316 [===============>..............] - ETA: 33s - loss: 0.4045 - accuracy: 0.8044
171/316 [===============>..............] - ETA: 32s - loss: 0.4033 - accuracy: 0.8048
172/316 [===============>..............] - ETA: 32s - loss: 0.4032 - accuracy: 0.8045
173/316 [===============>..............] - ETA: 32s - loss: 0.4025 - accuracy: 0.8046
174/316 [===============>..............] - ETA: 31s - loss: 0.4028 - accuracy: 0.8046
175/316 [===============>..............] - ETA: 31s - loss: 0.4024 - accuracy: 0.8046
176/316 [===============>..............] - ETA: 31s - loss: 0.4023 - accuracy: 0.8047
177/316 [===============>..............] - ETA: 31s - loss: 0.4030 - accuracy: 0.8047
178/316 [===============>..............] - ETA: 31s - loss: 0.4026 - accuracy: 0.8048
179/316 [===============>..............] - ETA: 31s - loss: 0.4023 - accuracy: 0.8055
180/316 [================>.............] - ETA: 31s - loss: 0.4018 - accuracy: 0.8059
181/316 [================>.............] - ETA: 30s - loss: 0.4004 - accuracy: 0.8070
182/316 [================>.............] - ETA: 30s - loss: 0.4001 - accuracy: 0.8070
183/316 [================>.............] - ETA: 30s - loss: 0.3992 - accuracy: 0.8074
184/316 [================>.............] - ETA: 30s - loss: 0.3994 - accuracy: 0.8064
185/316 [================>.............] - ETA: 29s - loss: 0.4003 - accuracy: 0.8068
186/316 [================>.............] - ETA: 29s - loss: 0.4007 - accuracy: 0.8065
187/316 [================>.............] - ETA: 29s - loss: 0.3999 - accuracy: 0.8065
188/316 [================>.............] - ETA: 29s - loss: 0.3996 - accuracy: 0.8068
189/316 [================>.............] - ETA: 28s - loss: 0.3984 - accuracy: 0.8075
190/316 [=================>............] - ETA: 28s - loss: 0.3981 - accuracy: 0.8076
191/316 [=================>............] - ETA: 28s - loss: 0.3984 - accuracy: 0.8076
192/316 [=================>............] - ETA: 28s - loss: 0.3975 - accuracy: 0.8079
193/316 [=================>............] - ETA: 27s - loss: 0.3983 - accuracy: 0.8076
194/316 [=================>............] - ETA: 27s - loss: 0.3980 - accuracy: 0.8077
195/316 [=================>............] - ETA: 27s - loss: 0.3975 - accuracy: 0.8080
196/316 [=================>............] - ETA: 27s - loss: 0.3970 - accuracy: 0.8084
197/316 [=================>............] - ETA: 27s - loss: 0.3967 - accuracy: 0.8084
198/316 [=================>............] - ETA: 26s - loss: 0.3969 - accuracy: 0.8081
199/316 [=================>............] - ETA: 26s - loss: 0.3980 - accuracy: 0.8072
200/316 [=================>............] - ETA: 26s - loss: 0.3976 - accuracy: 0.8072
201/316 [==================>...........] - ETA: 26s - loss: 0.3971 - accuracy: 0.8078
202/316 [==================>...........] - ETA: 25s - loss: 0.3964 - accuracy: 0.8082
203/316 [==================>...........] - ETA: 25s - loss: 0.3968 - accuracy: 0.8079
204/316 [==================>...........] - ETA: 25s - loss: 0.3972 - accuracy: 0.8076
205/316 [==================>...........] - ETA: 25s - loss: 0.3962 - accuracy: 0.8085
206/316 [==================>...........] - ETA: 24s - loss: 0.3971 - accuracy: 0.8083
207/316 [==================>...........] - ETA: 24s - loss: 0.3965 - accuracy: 0.8083
208/316 [==================>...........] - ETA: 24s - loss: 0.3961 - accuracy: 0.8080
209/316 [==================>...........] - ETA: 24s - loss: 0.3960 - accuracy: 0.8080
210/316 [==================>...........] - ETA: 23s - loss: 0.3969 - accuracy: 0.8074
211/316 [===================>..........] - ETA: 23s - loss: 0.3964 - accuracy: 0.8078
212/316 [===================>..........] - ETA: 23s - loss: 0.3971 - accuracy: 0.8078
213/316 [===================>..........] - ETA: 23s - loss: 0.3973 - accuracy: 0.8075
214/316 [===================>..........] - ETA: 23s - loss: 0.3972 - accuracy: 0.8075
215/316 [===================>..........] - ETA: 22s - loss: 0.3971 - accuracy: 0.8076
216/316 [===================>..........] - ETA: 22s - loss: 0.3971 - accuracy: 0.8073
217/316 [===================>..........] - ETA: 22s - loss: 0.3988 - accuracy: 0.8059
218/316 [===================>..........] - ETA: 22s - loss: 0.3989 - accuracy: 0.8062
219/316 [===================>..........] - ETA: 22s - loss: 0.3990 - accuracy: 0.8062
220/316 [===================>..........] - ETA: 21s - loss: 0.3985 - accuracy: 0.8062
221/316 [===================>..........] - ETA: 21s - loss: 0.3984 - accuracy: 0.8060
222/316 [====================>.........] - ETA: 21s - loss: 0.3986 - accuracy: 0.8057
223/316 [====================>.........] - ETA: 21s - loss: 0.3979 - accuracy: 0.8063
224/316 [====================>.........] - ETA: 20s - loss: 0.3969 - accuracy: 0.8072
225/316 [====================>.........] - ETA: 20s - loss: 0.3972 - accuracy: 0.8069
226/316 [====================>.........] - ETA: 20s - loss: 0.3975 - accuracy: 0.8067
227/316 [====================>.........] - ETA: 20s - loss: 0.3969 - accuracy: 0.8067
228/316 [====================>.........] - ETA: 19s - loss: 0.3964 - accuracy: 0.8070
229/316 [====================>.........] - ETA: 19s - loss: 0.3973 - accuracy: 0.8062
230/316 [====================>.........] - ETA: 19s - loss: 0.3969 - accuracy: 0.8065
231/316 [====================>.........] - ETA: 19s - loss: 0.3977 - accuracy: 0.8057
232/316 [=====================>........] - ETA: 19s - loss: 0.3974 - accuracy: 0.8060
233/316 [=====================>........] - ETA: 18s - loss: 0.3972 - accuracy: 0.8058
234/316 [=====================>........] - ETA: 18s - loss: 0.3983 - accuracy: 0.8053
235/316 [=====================>........] - ETA: 18s - loss: 0.3980 - accuracy: 0.8056
236/316 [=====================>........] - ETA: 18s - loss: 0.3974 - accuracy: 0.8059
237/316 [=====================>........] - ETA: 17s - loss: 0.3974 - accuracy: 0.8056
238/316 [=====================>........] - ETA: 17s - loss: 0.3975 - accuracy: 0.8051
239/316 [=====================>........] - ETA: 17s - loss: 0.3983 - accuracy: 0.8049
240/316 [=====================>........] - ETA: 17s - loss: 0.3983 - accuracy: 0.8049
241/316 [=====================>........] - ETA: 17s - loss: 0.3980 - accuracy: 0.8050
242/316 [=====================>........] - ETA: 16s - loss: 0.3978 - accuracy: 0.8050
243/316 [======================>.......] - ETA: 16s - loss: 0.3971 - accuracy: 0.8053
244/316 [======================>.......] - ETA: 16s - loss: 0.3967 - accuracy: 0.8056
245/316 [======================>.......] - ETA: 16s - loss: 0.3960 - accuracy: 0.8059
246/316 [======================>.......] - ETA: 15s - loss: 0.3967 - accuracy: 0.8054
247/316 [======================>.......] - ETA: 15s - loss: 0.3958 - accuracy: 0.8062
248/316 [======================>.......] - ETA: 15s - loss: 0.3963 - accuracy: 0.8052
249/316 [======================>.......] - ETA: 15s - loss: 0.3961 - accuracy: 0.8050
250/316 [======================>.......] - ETA: 14s - loss: 0.3966 - accuracy: 0.8045
251/316 [======================>.......] - ETA: 14s - loss: 0.3971 - accuracy: 0.8035
252/316 [======================>.......] - ETA: 14s - loss: 0.3970 - accuracy: 0.8038
253/316 [=======================>......] - ETA: 14s - loss: 0.3969 - accuracy: 0.8041
254/316 [=======================>......] - ETA: 14s - loss: 0.3970 - accuracy: 0.8041
255/316 [=======================>......] - ETA: 13s - loss: 0.3964 - accuracy: 0.8047
256/316 [=======================>......] - ETA: 13s - loss: 0.3959 - accuracy: 0.8052
257/316 [=======================>......] - ETA: 13s - loss: 0.3956 - accuracy: 0.8054
258/316 [=======================>......] - ETA: 13s - loss: 0.3966 - accuracy: 0.8047
259/316 [=======================>......] - ETA: 13s - loss: 0.3965 - accuracy: 0.8045
260/316 [=======================>......] - ETA: 12s - loss: 0.3962 - accuracy: 0.8046
261/316 [=======================>......] - ETA: 12s - loss: 0.3970 - accuracy: 0.8044
262/316 [=======================>......] - ETA: 12s - loss: 0.3963 - accuracy: 0.8051
263/316 [=======================>......] - ETA: 12s - loss: 0.3969 - accuracy: 0.8049
264/316 [========================>.....] - ETA: 11s - loss: 0.3961 - accuracy: 0.8054
265/316 [========================>.....] - ETA: 11s - loss: 0.3957 - accuracy: 0.8059
266/316 [========================>.....] - ETA: 11s - loss: 0.3963 - accuracy: 0.8055
267/316 [========================>.....] - ETA: 11s - loss: 0.3967 - accuracy: 0.8050
268/316 [========================>.....] - ETA: 10s - loss: 0.3962 - accuracy: 0.8053
269/316 [========================>.....] - ETA: 10s - loss: 0.3962 - accuracy: 0.8053
270/316 [========================>.....] - ETA: 10s - loss: 0.3959 - accuracy: 0.8058
271/316 [========================>.....] - ETA: 10s - loss: 0.3967 - accuracy: 0.8054
272/316 [========================>.....] - ETA: 9s - loss: 0.3970 - accuracy: 0.8051 
273/316 [========================>.....] - ETA: 9s - loss: 0.3979 - accuracy: 0.8052
274/316 [=========================>....] - ETA: 9s - loss: 0.3975 - accuracy: 0.8050
275/316 [=========================>....] - ETA: 9s - loss: 0.3982 - accuracy: 0.8043
276/316 [=========================>....] - ETA: 9s - loss: 0.3981 - accuracy: 0.8043
277/316 [=========================>....] - ETA: 8s - loss: 0.3979 - accuracy: 0.8046
278/316 [=========================>....] - ETA: 8s - loss: 0.3982 - accuracy: 0.8044
279/316 [=========================>....] - ETA: 8s - loss: 0.3981 - accuracy: 0.8044
280/316 [=========================>....] - ETA: 8s - loss: 0.3978 - accuracy: 0.8045
281/316 [=========================>....] - ETA: 7s - loss: 0.3976 - accuracy: 0.8045
282/316 [=========================>....] - ETA: 7s - loss: 0.3977 - accuracy: 0.8045
283/316 [=========================>....] - ETA: 7s - loss: 0.3971 - accuracy: 0.8050
284/316 [=========================>....] - ETA: 7s - loss: 0.3970 - accuracy: 0.8050
285/316 [==========================>...] - ETA: 7s - loss: 0.3973 - accuracy: 0.8046
286/316 [==========================>...] - ETA: 6s - loss: 0.3973 - accuracy: 0.8044
287/316 [==========================>...] - ETA: 6s - loss: 0.3976 - accuracy: 0.8044
288/316 [==========================>...] - ETA: 6s - loss: 0.3973 - accuracy: 0.8045
289/316 [==========================>...] - ETA: 6s - loss: 0.3975 - accuracy: 0.8043
290/316 [==========================>...] - ETA: 5s - loss: 0.3986 - accuracy: 0.8039
291/316 [==========================>...] - ETA: 5s - loss: 0.3986 - accuracy: 0.8039
292/316 [==========================>...] - ETA: 5s - loss: 0.3978 - accuracy: 0.8044
293/316 [==========================>...] - ETA: 5s - loss: 0.3973 - accuracy: 0.8046
294/316 [==========================>...] - ETA: 5s - loss: 0.3974 - accuracy: 0.8046
295/316 [===========================>..] - ETA: 4s - loss: 0.3974 - accuracy: 0.8044
296/316 [===========================>..] - ETA: 4s - loss: 0.3979 - accuracy: 0.8045
297/316 [===========================>..] - ETA: 4s - loss: 0.3979 - accuracy: 0.8043
298/316 [===========================>..] - ETA: 4s - loss: 0.3983 - accuracy: 0.8039
299/316 [===========================>..] - ETA: 3s - loss: 0.3977 - accuracy: 0.8046
300/316 [===========================>..] - ETA: 3s - loss: 0.3979 - accuracy: 0.8044
301/316 [===========================>..] - ETA: 3s - loss: 0.3978 - accuracy: 0.8042
302/316 [===========================>..] - ETA: 3s - loss: 0.3972 - accuracy: 0.8044
303/316 [===========================>..] - ETA: 2s - loss: 0.3970 - accuracy: 0.8045
304/316 [===========================>..] - ETA: 2s - loss: 0.3977 - accuracy: 0.8043
305/316 [===========================>..] - ETA: 2s - loss: 0.3972 - accuracy: 0.8047
306/316 [============================>.] - ETA: 2s - loss: 0.3967 - accuracy: 0.8049
307/316 [============================>.] - ETA: 2s - loss: 0.3963 - accuracy: 0.8050
308/316 [============================>.] - ETA: 1s - loss: 0.3961 - accuracy: 0.8050
309/316 [============================>.] - ETA: 1s - loss: 0.3958 - accuracy: 0.8050
310/316 [============================>.] - ETA: 1s - loss: 0.3964 - accuracy: 0.8048
311/316 [============================>.] - ETA: 1s - loss: 0.3960 - accuracy: 0.8051
312/316 [============================>.] - ETA: 0s - loss: 0.3959 - accuracy: 0.8053
313/316 [============================>.] - ETA: 0s - loss: 0.3951 - accuracy: 0.8059
314/316 [============================>.] - ETA: 0s - loss: 0.3952 - accuracy: 0.8061
315/316 [============================>.] - ETA: 0s - loss: 0.3951 - accuracy: 0.8063
316/316 [==============================] - 72s 229ms/step - loss: 0.3950 - accuracy: 0.8064

316/316 [==============================] - 76s 240ms/step - loss: 0.3950 - accuracy: 0.8064 - val_loss: 0.2222 - val_accuracy: 0.9057
Epoch 40/100

  1/316 [..............................] - ETA: 1:03 - loss: 0.3349 - accuracy: 0.8750
  2/316 [..............................] - ETA: 58s - loss: 0.3148 - accuracy: 0.8750 
  3/316 [..............................] - ETA: 59s - loss: 0.3661 - accuracy: 0.8333
  4/316 [..............................] - ETA: 58s - loss: 0.3651 - accuracy: 0.8281
  5/316 [..............................] - ETA: 58s - loss: 0.3741 - accuracy: 0.8250
  6/316 [..............................] - ETA: 58s - loss: 0.3743 - accuracy: 0.8229
  7/316 [..............................] - ETA: 58s - loss: 0.3816 - accuracy: 0.8214
  8/316 [..............................] - ETA: 58s - loss: 0.3817 - accuracy: 0.8281
  9/316 [..............................] - ETA: 58s - loss: 0.3620 - accuracy: 0.8403
 10/316 [..............................] - ETA: 58s - loss: 0.3467 - accuracy: 0.8500
 11/316 [>.............................] - ETA: 57s - loss: 0.3498 - accuracy: 0.8523
 12/316 [>.............................] - ETA: 57s - loss: 0.3522 - accuracy: 0.8438
 13/316 [>.............................] - ETA: 57s - loss: 0.3430 - accuracy: 0.8413
 14/316 [>.............................] - ETA: 57s - loss: 0.3482 - accuracy: 0.8438
 15/316 [>.............................] - ETA: 57s - loss: 0.3575 - accuracy: 0.8375
 16/316 [>.............................] - ETA: 57s - loss: 0.3642 - accuracy: 0.8320
 17/316 [>.............................] - ETA: 57s - loss: 0.3581 - accuracy: 0.8382
 18/316 [>.............................] - ETA: 56s - loss: 0.3686 - accuracy: 0.8333
 19/316 [>.............................] - ETA: 56s - loss: 0.3692 - accuracy: 0.8322
 20/316 [>.............................] - ETA: 56s - loss: 0.3628 - accuracy: 0.8375
 21/316 [>.............................] - ETA: 55s - loss: 0.3668 - accuracy: 0.8333
 22/316 [=>............................] - ETA: 1:00 - loss: 0.3658 - accuracy: 0.8324
 23/316 [=>............................] - ETA: 1:05 - loss: 0.3642 - accuracy: 0.8315
 24/316 [=>............................] - ETA: 1:04 - loss: 0.3576 - accuracy: 0.8359
 25/316 [=>............................] - ETA: 1:04 - loss: 0.3603 - accuracy: 0.8325
 26/316 [=>............................] - ETA: 1:03 - loss: 0.3596 - accuracy: 0.8317
 27/316 [=>............................] - ETA: 1:03 - loss: 0.3555 - accuracy: 0.8333
 28/316 [=>............................] - ETA: 1:02 - loss: 0.3602 - accuracy: 0.8281
 29/316 [=>............................] - ETA: 1:02 - loss: 0.3590 - accuracy: 0.8276
 30/316 [=>............................] - ETA: 1:01 - loss: 0.3616 - accuracy: 0.8271
 31/316 [=>............................] - ETA: 1:01 - loss: 0.3585 - accuracy: 0.8286
 32/316 [==>...........................] - ETA: 1:00 - loss: 0.3574 - accuracy: 0.8320
 33/316 [==>...........................] - ETA: 1:00 - loss: 0.3636 - accuracy: 0.8295
 34/316 [==>...........................] - ETA: 1:00 - loss: 0.3599 - accuracy: 0.8309
 35/316 [==>...........................] - ETA: 59s - loss: 0.3562 - accuracy: 0.8339 
 36/316 [==>...........................] - ETA: 59s - loss: 0.3605 - accuracy: 0.8351
 37/316 [==>...........................] - ETA: 58s - loss: 0.3614 - accuracy: 0.8345
 38/316 [==>...........................] - ETA: 58s - loss: 0.3631 - accuracy: 0.8322
 39/316 [==>...........................] - ETA: 58s - loss: 0.3630 - accuracy: 0.8285
 40/316 [==>...........................] - ETA: 57s - loss: 0.3700 - accuracy: 0.8219
 41/316 [==>...........................] - ETA: 57s - loss: 0.3708 - accuracy: 0.8216
 42/316 [==>...........................] - ETA: 57s - loss: 0.3761 - accuracy: 0.8185
 43/316 [===>..........................] - ETA: 56s - loss: 0.3856 - accuracy: 0.8154
 44/316 [===>..........................] - ETA: 56s - loss: 0.3885 - accuracy: 0.8139
 45/316 [===>..........................] - ETA: 58s - loss: 0.3888 - accuracy: 0.8139
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.3941 - accuracy: 0.8098
 47/316 [===>..........................] - ETA: 59s - loss: 0.3962 - accuracy: 0.8072 
 48/316 [===>..........................] - ETA: 59s - loss: 0.3996 - accuracy: 0.8047
 49/316 [===>..........................] - ETA: 58s - loss: 0.3986 - accuracy: 0.8061
 50/316 [===>..........................] - ETA: 58s - loss: 0.3990 - accuracy: 0.8062
 51/316 [===>..........................] - ETA: 58s - loss: 0.3998 - accuracy: 0.8064
 52/316 [===>..........................] - ETA: 57s - loss: 0.4007 - accuracy: 0.8041
 53/316 [====>.........................] - ETA: 57s - loss: 0.4006 - accuracy: 0.8042
 54/316 [====>.........................] - ETA: 57s - loss: 0.4013 - accuracy: 0.8044
 55/316 [====>.........................] - ETA: 56s - loss: 0.4011 - accuracy: 0.8068
 56/316 [====>.........................] - ETA: 56s - loss: 0.4000 - accuracy: 0.8092
 57/316 [====>.........................] - ETA: 56s - loss: 0.3966 - accuracy: 0.8125
 58/316 [====>.........................] - ETA: 55s - loss: 0.3944 - accuracy: 0.8147
 59/316 [====>.........................] - ETA: 55s - loss: 0.3936 - accuracy: 0.8167
 60/316 [====>.........................] - ETA: 55s - loss: 0.3945 - accuracy: 0.8167
 61/316 [====>.........................] - ETA: 54s - loss: 0.3959 - accuracy: 0.8145
 62/316 [====>.........................] - ETA: 54s - loss: 0.3940 - accuracy: 0.8155
 63/316 [====>.........................] - ETA: 54s - loss: 0.3919 - accuracy: 0.8165
 64/316 [=====>........................] - ETA: 53s - loss: 0.3939 - accuracy: 0.8145
 65/316 [=====>........................] - ETA: 53s - loss: 0.3946 - accuracy: 0.8115
 66/316 [=====>........................] - ETA: 53s - loss: 0.3918 - accuracy: 0.8134
 67/316 [=====>........................] - ETA: 53s - loss: 0.3901 - accuracy: 0.8153
 68/316 [=====>........................] - ETA: 52s - loss: 0.3884 - accuracy: 0.8171
 69/316 [=====>........................] - ETA: 52s - loss: 0.3883 - accuracy: 0.8170
 70/316 [=====>........................] - ETA: 52s - loss: 0.3889 - accuracy: 0.8170
 71/316 [=====>........................] - ETA: 51s - loss: 0.3886 - accuracy: 0.8169
 72/316 [=====>........................] - ETA: 51s - loss: 0.3853 - accuracy: 0.8186
 73/316 [=====>........................] - ETA: 51s - loss: 0.3838 - accuracy: 0.8193
 74/316 [======>.......................] - ETA: 51s - loss: 0.3838 - accuracy: 0.8193
 75/316 [======>.......................] - ETA: 50s - loss: 0.3878 - accuracy: 0.8158
 76/316 [======>.......................] - ETA: 50s - loss: 0.3858 - accuracy: 0.8183
 77/316 [======>.......................] - ETA: 50s - loss: 0.3848 - accuracy: 0.8190
 78/316 [======>.......................] - ETA: 51s - loss: 0.3843 - accuracy: 0.8189
 79/316 [======>.......................] - ETA: 51s - loss: 0.3833 - accuracy: 0.8204
 80/316 [======>.......................] - ETA: 51s - loss: 0.3823 - accuracy: 0.8211
 81/316 [======>.......................] - ETA: 51s - loss: 0.3828 - accuracy: 0.8202
 82/316 [======>.......................] - ETA: 51s - loss: 0.3822 - accuracy: 0.8216
 83/316 [======>.......................] - ETA: 50s - loss: 0.3808 - accuracy: 0.8215
 84/316 [======>.......................] - ETA: 50s - loss: 0.3828 - accuracy: 0.8207
 85/316 [=======>......................] - ETA: 50s - loss: 0.3856 - accuracy: 0.8184
 86/316 [=======>......................] - ETA: 49s - loss: 0.3860 - accuracy: 0.8169
 87/316 [=======>......................] - ETA: 49s - loss: 0.3846 - accuracy: 0.8168
 88/316 [=======>......................] - ETA: 49s - loss: 0.3832 - accuracy: 0.8175
 89/316 [=======>......................] - ETA: 49s - loss: 0.3849 - accuracy: 0.8153
 90/316 [=======>......................] - ETA: 48s - loss: 0.3855 - accuracy: 0.8132
 91/316 [=======>......................] - ETA: 48s - loss: 0.3847 - accuracy: 0.8139
 92/316 [=======>......................] - ETA: 48s - loss: 0.3883 - accuracy: 0.8152
 93/316 [=======>......................] - ETA: 47s - loss: 0.3890 - accuracy: 0.8132
 94/316 [=======>......................] - ETA: 47s - loss: 0.3871 - accuracy: 0.8145
 95/316 [========>.....................] - ETA: 48s - loss: 0.3880 - accuracy: 0.8145
 96/316 [========>.....................] - ETA: 48s - loss: 0.3868 - accuracy: 0.8158
 97/316 [========>.....................] - ETA: 48s - loss: 0.3877 - accuracy: 0.8138
 98/316 [========>.....................] - ETA: 48s - loss: 0.3878 - accuracy: 0.8144
 99/316 [========>.....................] - ETA: 48s - loss: 0.3891 - accuracy: 0.8131
100/316 [========>.....................] - ETA: 47s - loss: 0.3893 - accuracy: 0.8144
101/316 [========>.....................] - ETA: 47s - loss: 0.3887 - accuracy: 0.8150
102/316 [========>.....................] - ETA: 47s - loss: 0.3876 - accuracy: 0.8156
103/316 [========>.....................] - ETA: 46s - loss: 0.3895 - accuracy: 0.8149
104/316 [========>.....................] - ETA: 46s - loss: 0.3901 - accuracy: 0.8149
105/316 [========>.....................] - ETA: 46s - loss: 0.3889 - accuracy: 0.8167
106/316 [=========>....................] - ETA: 46s - loss: 0.3880 - accuracy: 0.8178
107/316 [=========>....................] - ETA: 45s - loss: 0.3893 - accuracy: 0.8160
108/316 [=========>....................] - ETA: 45s - loss: 0.3901 - accuracy: 0.8154
109/316 [=========>....................] - ETA: 45s - loss: 0.3900 - accuracy: 0.8165
110/316 [=========>....................] - ETA: 44s - loss: 0.3896 - accuracy: 0.8170
111/316 [=========>....................] - ETA: 44s - loss: 0.3924 - accuracy: 0.8148
112/316 [=========>....................] - ETA: 45s - loss: 0.3913 - accuracy: 0.8164
113/316 [=========>....................] - ETA: 45s - loss: 0.3923 - accuracy: 0.8153
114/316 [=========>....................] - ETA: 45s - loss: 0.3919 - accuracy: 0.8163
115/316 [=========>....................] - ETA: 45s - loss: 0.3927 - accuracy: 0.8152
116/316 [==========>...................] - ETA: 44s - loss: 0.3920 - accuracy: 0.8163
117/316 [==========>...................] - ETA: 44s - loss: 0.3936 - accuracy: 0.8136
118/316 [==========>...................] - ETA: 44s - loss: 0.3938 - accuracy: 0.8136
119/316 [==========>...................] - ETA: 43s - loss: 0.3926 - accuracy: 0.8146
120/316 [==========>...................] - ETA: 43s - loss: 0.3936 - accuracy: 0.8135
121/316 [==========>...................] - ETA: 43s - loss: 0.3932 - accuracy: 0.8135
122/316 [==========>...................] - ETA: 43s - loss: 0.3920 - accuracy: 0.8151
123/316 [==========>...................] - ETA: 42s - loss: 0.3908 - accuracy: 0.8161
124/316 [==========>...................] - ETA: 42s - loss: 0.3906 - accuracy: 0.8160
125/316 [==========>...................] - ETA: 42s - loss: 0.3912 - accuracy: 0.8150
126/316 [==========>...................] - ETA: 41s - loss: 0.3925 - accuracy: 0.8140
127/316 [===========>..................] - ETA: 41s - loss: 0.3924 - accuracy: 0.8140
128/316 [===========>..................] - ETA: 41s - loss: 0.3912 - accuracy: 0.8149
129/316 [===========>..................] - ETA: 41s - loss: 0.3921 - accuracy: 0.8144
130/316 [===========>..................] - ETA: 42s - loss: 0.3910 - accuracy: 0.8154
131/316 [===========>..................] - ETA: 41s - loss: 0.3914 - accuracy: 0.8149
132/316 [===========>..................] - ETA: 41s - loss: 0.3935 - accuracy: 0.8144
133/316 [===========>..................] - ETA: 41s - loss: 0.3946 - accuracy: 0.8134
134/316 [===========>..................] - ETA: 40s - loss: 0.3949 - accuracy: 0.8130
135/316 [===========>..................] - ETA: 40s - loss: 0.3949 - accuracy: 0.8130
136/316 [===========>..................] - ETA: 40s - loss: 0.3935 - accuracy: 0.8143
137/316 [============>.................] - ETA: 40s - loss: 0.3926 - accuracy: 0.8148
138/316 [============>.................] - ETA: 39s - loss: 0.3908 - accuracy: 0.8161
139/316 [============>.................] - ETA: 39s - loss: 0.3904 - accuracy: 0.8161
140/316 [============>.................] - ETA: 39s - loss: 0.3902 - accuracy: 0.8156
141/316 [============>.................] - ETA: 39s - loss: 0.3891 - accuracy: 0.8160
142/316 [============>.................] - ETA: 38s - loss: 0.3886 - accuracy: 0.8165
143/316 [============>.................] - ETA: 38s - loss: 0.3902 - accuracy: 0.8160
144/316 [============>.................] - ETA: 38s - loss: 0.3909 - accuracy: 0.8160
145/316 [============>.................] - ETA: 38s - loss: 0.3928 - accuracy: 0.8134
146/316 [============>.................] - ETA: 38s - loss: 0.3923 - accuracy: 0.8134
147/316 [============>.................] - ETA: 38s - loss: 0.3914 - accuracy: 0.8138
148/316 [=============>................] - ETA: 38s - loss: 0.3926 - accuracy: 0.8142
149/316 [=============>................] - ETA: 37s - loss: 0.3917 - accuracy: 0.8150
150/316 [=============>................] - ETA: 37s - loss: 0.3927 - accuracy: 0.8146
151/316 [=============>................] - ETA: 37s - loss: 0.3929 - accuracy: 0.8146
152/316 [=============>................] - ETA: 36s - loss: 0.3923 - accuracy: 0.8150
153/316 [=============>................] - ETA: 36s - loss: 0.3929 - accuracy: 0.8150
154/316 [=============>................] - ETA: 36s - loss: 0.3933 - accuracy: 0.8149
155/316 [=============>................] - ETA: 36s - loss: 0.3937 - accuracy: 0.8149
156/316 [=============>................] - ETA: 35s - loss: 0.3931 - accuracy: 0.8153
157/316 [=============>................] - ETA: 35s - loss: 0.3924 - accuracy: 0.8157
158/316 [==============>...............] - ETA: 35s - loss: 0.3928 - accuracy: 0.8153
159/316 [==============>...............] - ETA: 35s - loss: 0.3924 - accuracy: 0.8156
160/316 [==============>...............] - ETA: 34s - loss: 0.3928 - accuracy: 0.8152
161/316 [==============>...............] - ETA: 34s - loss: 0.3916 - accuracy: 0.8160
162/316 [==============>...............] - ETA: 34s - loss: 0.3922 - accuracy: 0.8152
163/316 [==============>...............] - ETA: 34s - loss: 0.3914 - accuracy: 0.8152
164/316 [==============>...............] - ETA: 33s - loss: 0.3923 - accuracy: 0.8152
165/316 [==============>...............] - ETA: 33s - loss: 0.3917 - accuracy: 0.8155
166/316 [==============>...............] - ETA: 33s - loss: 0.3923 - accuracy: 0.8151
167/316 [==============>...............] - ETA: 33s - loss: 0.3923 - accuracy: 0.8151
168/316 [==============>...............] - ETA: 32s - loss: 0.3927 - accuracy: 0.8147
169/316 [===============>..............] - ETA: 32s - loss: 0.3934 - accuracy: 0.8143
170/316 [===============>..............] - ETA: 33s - loss: 0.3947 - accuracy: 0.8136
171/316 [===============>..............] - ETA: 32s - loss: 0.3942 - accuracy: 0.8136
172/316 [===============>..............] - ETA: 32s - loss: 0.3941 - accuracy: 0.8140
173/316 [===============>..............] - ETA: 32s - loss: 0.3940 - accuracy: 0.8139
174/316 [===============>..............] - ETA: 32s - loss: 0.3934 - accuracy: 0.8147
175/316 [===============>..............] - ETA: 31s - loss: 0.3920 - accuracy: 0.8157
176/316 [===============>..............] - ETA: 31s - loss: 0.3920 - accuracy: 0.8161
177/316 [===============>..............] - ETA: 31s - loss: 0.3933 - accuracy: 0.8146
178/316 [===============>..............] - ETA: 31s - loss: 0.3937 - accuracy: 0.8139
179/316 [===============>..............] - ETA: 30s - loss: 0.3929 - accuracy: 0.8142
180/316 [================>.............] - ETA: 30s - loss: 0.3938 - accuracy: 0.8132
181/316 [================>.............] - ETA: 30s - loss: 0.3932 - accuracy: 0.8139
182/316 [================>.............] - ETA: 30s - loss: 0.3950 - accuracy: 0.8125
183/316 [================>.............] - ETA: 29s - loss: 0.3952 - accuracy: 0.8128
184/316 [================>.............] - ETA: 29s - loss: 0.3949 - accuracy: 0.8128
185/316 [================>.............] - ETA: 29s - loss: 0.3939 - accuracy: 0.8139
186/316 [================>.............] - ETA: 29s - loss: 0.3944 - accuracy: 0.8142
187/316 [================>.............] - ETA: 29s - loss: 0.3942 - accuracy: 0.8142
188/316 [================>.............] - ETA: 29s - loss: 0.3946 - accuracy: 0.8138
189/316 [================>.............] - ETA: 28s - loss: 0.3941 - accuracy: 0.8138
190/316 [=================>............] - ETA: 28s - loss: 0.3938 - accuracy: 0.8138
191/316 [=================>............] - ETA: 28s - loss: 0.3923 - accuracy: 0.8148
192/316 [=================>............] - ETA: 28s - loss: 0.3925 - accuracy: 0.8138
193/316 [=================>............] - ETA: 27s - loss: 0.3936 - accuracy: 0.8128
194/316 [=================>............] - ETA: 27s - loss: 0.3965 - accuracy: 0.8125
195/316 [=================>............] - ETA: 27s - loss: 0.3965 - accuracy: 0.8119
196/316 [=================>............] - ETA: 27s - loss: 0.3971 - accuracy: 0.8112
197/316 [=================>............] - ETA: 26s - loss: 0.3973 - accuracy: 0.8109
198/316 [=================>............] - ETA: 26s - loss: 0.3966 - accuracy: 0.8112
199/316 [=================>............] - ETA: 26s - loss: 0.3966 - accuracy: 0.8119
200/316 [=================>............] - ETA: 26s - loss: 0.3968 - accuracy: 0.8119
201/316 [==================>...........] - ETA: 25s - loss: 0.3967 - accuracy: 0.8119
202/316 [==================>...........] - ETA: 25s - loss: 0.3962 - accuracy: 0.8125
203/316 [==================>...........] - ETA: 25s - loss: 0.3957 - accuracy: 0.8125
204/316 [==================>...........] - ETA: 25s - loss: 0.3956 - accuracy: 0.8128
205/316 [==================>...........] - ETA: 24s - loss: 0.3957 - accuracy: 0.8125
206/316 [==================>...........] - ETA: 24s - loss: 0.3954 - accuracy: 0.8125
207/316 [==================>...........] - ETA: 24s - loss: 0.3956 - accuracy: 0.8119
208/316 [==================>...........] - ETA: 24s - loss: 0.3959 - accuracy: 0.8113
209/316 [==================>...........] - ETA: 23s - loss: 0.3960 - accuracy: 0.8110
210/316 [==================>...........] - ETA: 23s - loss: 0.3964 - accuracy: 0.8110
211/316 [===================>..........] - ETA: 23s - loss: 0.3963 - accuracy: 0.8107
212/316 [===================>..........] - ETA: 23s - loss: 0.3962 - accuracy: 0.8101
213/316 [===================>..........] - ETA: 22s - loss: 0.3951 - accuracy: 0.8107
214/316 [===================>..........] - ETA: 22s - loss: 0.3956 - accuracy: 0.8099
215/316 [===================>..........] - ETA: 22s - loss: 0.3957 - accuracy: 0.8096
216/316 [===================>..........] - ETA: 22s - loss: 0.3957 - accuracy: 0.8093
217/316 [===================>..........] - ETA: 21s - loss: 0.3957 - accuracy: 0.8093
218/316 [===================>..........] - ETA: 21s - loss: 0.3960 - accuracy: 0.8096
219/316 [===================>..........] - ETA: 21s - loss: 0.3962 - accuracy: 0.8091
220/316 [===================>..........] - ETA: 21s - loss: 0.3961 - accuracy: 0.8094
221/316 [===================>..........] - ETA: 21s - loss: 0.3972 - accuracy: 0.8088
222/316 [====================>.........] - ETA: 21s - loss: 0.3970 - accuracy: 0.8088
223/316 [====================>.........] - ETA: 20s - loss: 0.3962 - accuracy: 0.8091
224/316 [====================>.........] - ETA: 20s - loss: 0.3970 - accuracy: 0.8089
225/316 [====================>.........] - ETA: 20s - loss: 0.3970 - accuracy: 0.8083
226/316 [====================>.........] - ETA: 20s - loss: 0.3976 - accuracy: 0.8078
227/316 [====================>.........] - ETA: 19s - loss: 0.3966 - accuracy: 0.8084
228/316 [====================>.........] - ETA: 19s - loss: 0.3966 - accuracy: 0.8084
229/316 [====================>.........] - ETA: 19s - loss: 0.3965 - accuracy: 0.8084
230/316 [====================>.........] - ETA: 19s - loss: 0.3965 - accuracy: 0.8082
231/316 [====================>.........] - ETA: 19s - loss: 0.3964 - accuracy: 0.8082
232/316 [=====================>........] - ETA: 18s - loss: 0.3968 - accuracy: 0.8085
233/316 [=====================>........] - ETA: 18s - loss: 0.3958 - accuracy: 0.8093
234/316 [=====================>........] - ETA: 18s - loss: 0.3970 - accuracy: 0.8093
235/316 [=====================>........] - ETA: 18s - loss: 0.3969 - accuracy: 0.8088
236/316 [=====================>........] - ETA: 17s - loss: 0.3962 - accuracy: 0.8096
237/316 [=====================>........] - ETA: 17s - loss: 0.3961 - accuracy: 0.8099
238/316 [=====================>........] - ETA: 17s - loss: 0.3972 - accuracy: 0.8096
239/316 [=====================>........] - ETA: 17s - loss: 0.3971 - accuracy: 0.8094
240/316 [=====================>........] - ETA: 17s - loss: 0.3967 - accuracy: 0.8094
241/316 [=====================>........] - ETA: 16s - loss: 0.3962 - accuracy: 0.8099
242/316 [=====================>........] - ETA: 16s - loss: 0.3960 - accuracy: 0.8099
243/316 [======================>.......] - ETA: 16s - loss: 0.3961 - accuracy: 0.8102
244/316 [======================>.......] - ETA: 16s - loss: 0.3960 - accuracy: 0.8099
245/316 [======================>.......] - ETA: 15s - loss: 0.3957 - accuracy: 0.8099
246/316 [======================>.......] - ETA: 15s - loss: 0.3961 - accuracy: 0.8095
247/316 [======================>.......] - ETA: 15s - loss: 0.3964 - accuracy: 0.8092
248/316 [======================>.......] - ETA: 15s - loss: 0.3967 - accuracy: 0.8092
249/316 [======================>.......] - ETA: 15s - loss: 0.3968 - accuracy: 0.8090
250/316 [======================>.......] - ETA: 14s - loss: 0.3967 - accuracy: 0.8087
251/316 [======================>.......] - ETA: 14s - loss: 0.3971 - accuracy: 0.8083
252/316 [======================>.......] - ETA: 14s - loss: 0.3966 - accuracy: 0.8083
253/316 [=======================>......] - ETA: 14s - loss: 0.3968 - accuracy: 0.8083
254/316 [=======================>......] - ETA: 14s - loss: 0.3967 - accuracy: 0.8078
255/316 [=======================>......] - ETA: 13s - loss: 0.3965 - accuracy: 0.8078
256/316 [=======================>......] - ETA: 13s - loss: 0.3955 - accuracy: 0.8083
257/316 [=======================>......] - ETA: 13s - loss: 0.3950 - accuracy: 0.8089
258/316 [=======================>......] - ETA: 13s - loss: 0.3950 - accuracy: 0.8089
259/316 [=======================>......] - ETA: 12s - loss: 0.3954 - accuracy: 0.8084
260/316 [=======================>......] - ETA: 12s - loss: 0.3956 - accuracy: 0.8079
261/316 [=======================>......] - ETA: 12s - loss: 0.3947 - accuracy: 0.8087
262/316 [=======================>......] - ETA: 12s - loss: 0.3939 - accuracy: 0.8092
263/316 [=======================>......] - ETA: 11s - loss: 0.3938 - accuracy: 0.8089
264/316 [========================>.....] - ETA: 11s - loss: 0.3942 - accuracy: 0.8089
265/316 [========================>.....] - ETA: 11s - loss: 0.3934 - accuracy: 0.8097
266/316 [========================>.....] - ETA: 11s - loss: 0.3939 - accuracy: 0.8094
267/316 [========================>.....] - ETA: 11s - loss: 0.3937 - accuracy: 0.8097
268/316 [========================>.....] - ETA: 10s - loss: 0.3934 - accuracy: 0.8095
269/316 [========================>.....] - ETA: 10s - loss: 0.3940 - accuracy: 0.8095
270/316 [========================>.....] - ETA: 10s - loss: 0.3931 - accuracy: 0.8102
271/316 [========================>.....] - ETA: 10s - loss: 0.3928 - accuracy: 0.8102
272/316 [========================>.....] - ETA: 9s - loss: 0.3926 - accuracy: 0.8102 
273/316 [========================>.....] - ETA: 9s - loss: 0.3928 - accuracy: 0.8102
274/316 [=========================>....] - ETA: 9s - loss: 0.3932 - accuracy: 0.8100
275/316 [=========================>....] - ETA: 9s - loss: 0.3930 - accuracy: 0.8102
276/316 [=========================>....] - ETA: 8s - loss: 0.3928 - accuracy: 0.8102
277/316 [=========================>....] - ETA: 8s - loss: 0.3924 - accuracy: 0.8107
278/316 [=========================>....] - ETA: 8s - loss: 0.3922 - accuracy: 0.8109
279/316 [=========================>....] - ETA: 8s - loss: 0.3920 - accuracy: 0.8107
280/316 [=========================>....] - ETA: 8s - loss: 0.3927 - accuracy: 0.8100
281/316 [=========================>....] - ETA: 7s - loss: 0.3925 - accuracy: 0.8103
282/316 [=========================>....] - ETA: 7s - loss: 0.3919 - accuracy: 0.8105
283/316 [=========================>....] - ETA: 7s - loss: 0.3916 - accuracy: 0.8110
284/316 [=========================>....] - ETA: 7s - loss: 0.3916 - accuracy: 0.8110
285/316 [==========================>...] - ETA: 6s - loss: 0.3921 - accuracy: 0.8110
286/316 [==========================>...] - ETA: 6s - loss: 0.3918 - accuracy: 0.8110
287/316 [==========================>...] - ETA: 6s - loss: 0.3923 - accuracy: 0.8110
288/316 [==========================>...] - ETA: 6s - loss: 0.3923 - accuracy: 0.8108
289/316 [==========================>...] - ETA: 6s - loss: 0.3925 - accuracy: 0.8108
290/316 [==========================>...] - ETA: 5s - loss: 0.3927 - accuracy: 0.8106
291/316 [==========================>...] - ETA: 5s - loss: 0.3928 - accuracy: 0.8106
292/316 [==========================>...] - ETA: 5s - loss: 0.3929 - accuracy: 0.8108
293/316 [==========================>...] - ETA: 5s - loss: 0.3933 - accuracy: 0.8102
294/316 [==========================>...] - ETA: 4s - loss: 0.3929 - accuracy: 0.8104
295/316 [===========================>..] - ETA: 4s - loss: 0.3926 - accuracy: 0.8104
296/316 [===========================>..] - ETA: 4s - loss: 0.3927 - accuracy: 0.8102
297/316 [===========================>..] - ETA: 4s - loss: 0.3929 - accuracy: 0.8102
298/316 [===========================>..] - ETA: 4s - loss: 0.3930 - accuracy: 0.8100
299/316 [===========================>..] - ETA: 3s - loss: 0.3928 - accuracy: 0.8104
300/316 [===========================>..] - ETA: 3s - loss: 0.3931 - accuracy: 0.8100
301/316 [===========================>..] - ETA: 3s - loss: 0.3929 - accuracy: 0.8104
302/316 [===========================>..] - ETA: 3s - loss: 0.3928 - accuracy: 0.8106
303/316 [===========================>..] - ETA: 2s - loss: 0.3928 - accuracy: 0.8102
304/316 [===========================>..] - ETA: 2s - loss: 0.3927 - accuracy: 0.8098
305/316 [===========================>..] - ETA: 2s - loss: 0.3930 - accuracy: 0.8096
306/316 [============================>.] - ETA: 2s - loss: 0.3932 - accuracy: 0.8094
307/316 [============================>.] - ETA: 2s - loss: 0.3931 - accuracy: 0.8094
308/316 [============================>.] - ETA: 1s - loss: 0.3925 - accuracy: 0.8097
309/316 [============================>.] - ETA: 1s - loss: 0.3920 - accuracy: 0.8101
310/316 [============================>.] - ETA: 1s - loss: 0.3918 - accuracy: 0.8101
311/316 [============================>.] - ETA: 1s - loss: 0.3913 - accuracy: 0.8103
312/316 [============================>.] - ETA: 0s - loss: 0.3906 - accuracy: 0.8109
313/316 [============================>.] - ETA: 0s - loss: 0.3908 - accuracy: 0.8109
314/316 [============================>.] - ETA: 0s - loss: 0.3901 - accuracy: 0.8113
315/316 [============================>.] - ETA: 0s - loss: 0.3895 - accuracy: 0.8115
316/316 [==============================] - 71s 224ms/step - loss: 0.3895 - accuracy: 0.8115

316/316 [==============================] - 75s 236ms/step - loss: 0.3895 - accuracy: 0.8115 - val_loss: 0.1110 - val_accuracy: 0.9715
Epoch 41/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.3690 - accuracy: 0.8125
  2/316 [..............................] - ETA: 59s - loss: 0.4122 - accuracy: 0.7812 
  3/316 [..............................] - ETA: 58s - loss: 0.4670 - accuracy: 0.7708
  4/316 [..............................] - ETA: 57s - loss: 0.4934 - accuracy: 0.7500
  5/316 [..............................] - ETA: 58s - loss: 0.4790 - accuracy: 0.7625
  6/316 [..............................] - ETA: 58s - loss: 0.4707 - accuracy: 0.7708
  7/316 [..............................] - ETA: 59s - loss: 0.4500 - accuracy: 0.7768
  8/316 [..............................] - ETA: 58s - loss: 0.4322 - accuracy: 0.7734
  9/316 [..............................] - ETA: 58s - loss: 0.4247 - accuracy: 0.7778
 10/316 [..............................] - ETA: 57s - loss: 0.4002 - accuracy: 0.7875
 11/316 [>.............................] - ETA: 57s - loss: 0.3963 - accuracy: 0.7898
 12/316 [>.............................] - ETA: 57s - loss: 0.3967 - accuracy: 0.7865
 13/316 [>.............................] - ETA: 57s - loss: 0.4034 - accuracy: 0.7837
 14/316 [>.............................] - ETA: 57s - loss: 0.4160 - accuracy: 0.7768
 15/316 [>.............................] - ETA: 57s - loss: 0.4123 - accuracy: 0.7792
 16/316 [>.............................] - ETA: 57s - loss: 0.4292 - accuracy: 0.7773
 17/316 [>.............................] - ETA: 1:03 - loss: 0.4325 - accuracy: 0.7794
 18/316 [>.............................] - ETA: 1:09 - loss: 0.4321 - accuracy: 0.7778
 19/316 [>.............................] - ETA: 1:09 - loss: 0.4257 - accuracy: 0.7862
 20/316 [>.............................] - ETA: 1:08 - loss: 0.4264 - accuracy: 0.7875
 21/316 [>.............................] - ETA: 1:07 - loss: 0.4184 - accuracy: 0.7917
 22/316 [=>............................] - ETA: 1:06 - loss: 0.4182 - accuracy: 0.7955
 23/316 [=>............................] - ETA: 1:05 - loss: 0.4162 - accuracy: 0.7989
 24/316 [=>............................] - ETA: 1:05 - loss: 0.4140 - accuracy: 0.7995
 25/316 [=>............................] - ETA: 1:04 - loss: 0.4252 - accuracy: 0.8000
 26/316 [=>............................] - ETA: 1:04 - loss: 0.4373 - accuracy: 0.7933
 27/316 [=>............................] - ETA: 1:03 - loss: 0.4379 - accuracy: 0.7940
 28/316 [=>............................] - ETA: 1:02 - loss: 0.4342 - accuracy: 0.7946
 29/316 [=>............................] - ETA: 1:02 - loss: 0.4298 - accuracy: 0.7974
 30/316 [=>............................] - ETA: 1:01 - loss: 0.4308 - accuracy: 0.7917
 31/316 [=>............................] - ETA: 1:01 - loss: 0.4287 - accuracy: 0.7944
 32/316 [==>...........................] - ETA: 1:01 - loss: 0.4281 - accuracy: 0.7930
 33/316 [==>...........................] - ETA: 1:00 - loss: 0.4278 - accuracy: 0.7955
 34/316 [==>...........................] - ETA: 1:00 - loss: 0.4272 - accuracy: 0.7960
 35/316 [==>...........................] - ETA: 59s - loss: 0.4256 - accuracy: 0.7982 
 36/316 [==>...........................] - ETA: 59s - loss: 0.4262 - accuracy: 0.7951
 37/316 [==>...........................] - ETA: 58s - loss: 0.4221 - accuracy: 0.7973
 38/316 [==>...........................] - ETA: 58s - loss: 0.4246 - accuracy: 0.7977
 39/316 [==>...........................] - ETA: 58s - loss: 0.4192 - accuracy: 0.8013
 40/316 [==>...........................] - ETA: 1:00 - loss: 0.4200 - accuracy: 0.7969
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.4168 - accuracy: 0.7973
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.4236 - accuracy: 0.7902
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.4202 - accuracy: 0.7936
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.4206 - accuracy: 0.7926
 45/316 [===>..........................] - ETA: 1:00 - loss: 0.4178 - accuracy: 0.7944
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.4189 - accuracy: 0.7935
 47/316 [===>..........................] - ETA: 59s - loss: 0.4194 - accuracy: 0.7926 
 48/316 [===>..........................] - ETA: 59s - loss: 0.4201 - accuracy: 0.7917
 49/316 [===>..........................] - ETA: 59s - loss: 0.4199 - accuracy: 0.7908
 50/316 [===>..........................] - ETA: 58s - loss: 0.4149 - accuracy: 0.7937
 51/316 [===>..........................] - ETA: 58s - loss: 0.4156 - accuracy: 0.7929
 52/316 [===>..........................] - ETA: 58s - loss: 0.4186 - accuracy: 0.7921
 53/316 [====>.........................] - ETA: 57s - loss: 0.4174 - accuracy: 0.7925
 54/316 [====>.........................] - ETA: 57s - loss: 0.4176 - accuracy: 0.7928
 55/316 [====>.........................] - ETA: 56s - loss: 0.4197 - accuracy: 0.7886
 56/316 [====>.........................] - ETA: 56s - loss: 0.4180 - accuracy: 0.7924
 57/316 [====>.........................] - ETA: 58s - loss: 0.4186 - accuracy: 0.7917
 58/316 [====>.........................] - ETA: 59s - loss: 0.4192 - accuracy: 0.7920
 59/316 [====>.........................] - ETA: 59s - loss: 0.4184 - accuracy: 0.7924
 60/316 [====>.........................] - ETA: 58s - loss: 0.4186 - accuracy: 0.7927
 61/316 [====>.........................] - ETA: 58s - loss: 0.4168 - accuracy: 0.7941
 62/316 [====>.........................] - ETA: 57s - loss: 0.4167 - accuracy: 0.7944
 63/316 [====>.........................] - ETA: 57s - loss: 0.4160 - accuracy: 0.7956
 64/316 [=====>........................] - ETA: 57s - loss: 0.4150 - accuracy: 0.7959
 65/316 [=====>........................] - ETA: 56s - loss: 0.4147 - accuracy: 0.7962
 66/316 [=====>........................] - ETA: 56s - loss: 0.4162 - accuracy: 0.7964
 67/316 [=====>........................] - ETA: 56s - loss: 0.4124 - accuracy: 0.7985
 68/316 [=====>........................] - ETA: 55s - loss: 0.4114 - accuracy: 0.7987
 69/316 [=====>........................] - ETA: 55s - loss: 0.4127 - accuracy: 0.7980
 70/316 [=====>........................] - ETA: 54s - loss: 0.4138 - accuracy: 0.7973
 71/316 [=====>........................] - ETA: 54s - loss: 0.4120 - accuracy: 0.7975
 72/316 [=====>........................] - ETA: 54s - loss: 0.4134 - accuracy: 0.7969
 73/316 [=====>........................] - ETA: 53s - loss: 0.4146 - accuracy: 0.7962
 74/316 [======>.......................] - ETA: 54s - loss: 0.4140 - accuracy: 0.7965
 75/316 [======>.......................] - ETA: 55s - loss: 0.4121 - accuracy: 0.7983
 76/316 [======>.......................] - ETA: 55s - loss: 0.4105 - accuracy: 0.8002
 77/316 [======>.......................] - ETA: 55s - loss: 0.4077 - accuracy: 0.8019
 78/316 [======>.......................] - ETA: 54s - loss: 0.4077 - accuracy: 0.8013
 79/316 [======>.......................] - ETA: 54s - loss: 0.4046 - accuracy: 0.8030
 80/316 [======>.......................] - ETA: 54s - loss: 0.4027 - accuracy: 0.8039
 81/316 [======>.......................] - ETA: 53s - loss: 0.4062 - accuracy: 0.8032
 82/316 [======>.......................] - ETA: 53s - loss: 0.4054 - accuracy: 0.8034
 83/316 [======>.......................] - ETA: 53s - loss: 0.4044 - accuracy: 0.8042
 84/316 [======>.......................] - ETA: 52s - loss: 0.4021 - accuracy: 0.8058
 85/316 [=======>......................] - ETA: 52s - loss: 0.4005 - accuracy: 0.8066
 86/316 [=======>......................] - ETA: 52s - loss: 0.3981 - accuracy: 0.8081
 87/316 [=======>......................] - ETA: 51s - loss: 0.3974 - accuracy: 0.8082
 88/316 [=======>......................] - ETA: 51s - loss: 0.3978 - accuracy: 0.8075
 89/316 [=======>......................] - ETA: 51s - loss: 0.4000 - accuracy: 0.8083
 90/316 [=======>......................] - ETA: 50s - loss: 0.4010 - accuracy: 0.8069
 91/316 [=======>......................] - ETA: 51s - loss: 0.4026 - accuracy: 0.8063
 92/316 [=======>......................] - ETA: 52s - loss: 0.4038 - accuracy: 0.8064
 93/316 [=======>......................] - ETA: 51s - loss: 0.4041 - accuracy: 0.8065
 94/316 [=======>......................] - ETA: 51s - loss: 0.4063 - accuracy: 0.8052
 95/316 [========>.....................] - ETA: 50s - loss: 0.4066 - accuracy: 0.8046
 96/316 [========>.....................] - ETA: 50s - loss: 0.4047 - accuracy: 0.8066
 97/316 [========>.....................] - ETA: 50s - loss: 0.4027 - accuracy: 0.8080
 98/316 [========>.....................] - ETA: 50s - loss: 0.4026 - accuracy: 0.8074
 99/316 [========>.....................] - ETA: 49s - loss: 0.4041 - accuracy: 0.8074
100/316 [========>.....................] - ETA: 49s - loss: 0.4024 - accuracy: 0.8094
101/316 [========>.....................] - ETA: 49s - loss: 0.4024 - accuracy: 0.8075
102/316 [========>.....................] - ETA: 48s - loss: 0.4048 - accuracy: 0.8070
103/316 [========>.....................] - ETA: 48s - loss: 0.4038 - accuracy: 0.8076
104/316 [========>.....................] - ETA: 48s - loss: 0.4023 - accuracy: 0.8089
105/316 [========>.....................] - ETA: 47s - loss: 0.4033 - accuracy: 0.8083
106/316 [=========>....................] - ETA: 47s - loss: 0.4024 - accuracy: 0.8096
107/316 [=========>....................] - ETA: 47s - loss: 0.3996 - accuracy: 0.8113
108/316 [=========>....................] - ETA: 46s - loss: 0.3994 - accuracy: 0.8113
109/316 [=========>....................] - ETA: 46s - loss: 0.4020 - accuracy: 0.8091
110/316 [=========>....................] - ETA: 46s - loss: 0.4016 - accuracy: 0.8091
111/316 [=========>....................] - ETA: 46s - loss: 0.4002 - accuracy: 0.8102
112/316 [=========>....................] - ETA: 45s - loss: 0.3991 - accuracy: 0.8114
113/316 [=========>....................] - ETA: 45s - loss: 0.3977 - accuracy: 0.8119
114/316 [=========>....................] - ETA: 45s - loss: 0.3978 - accuracy: 0.8120
115/316 [=========>....................] - ETA: 46s - loss: 0.3969 - accuracy: 0.8120
116/316 [==========>...................] - ETA: 45s - loss: 0.3980 - accuracy: 0.8114
117/316 [==========>...................] - ETA: 45s - loss: 0.3983 - accuracy: 0.8109
118/316 [==========>...................] - ETA: 45s - loss: 0.3984 - accuracy: 0.8104
119/316 [==========>...................] - ETA: 45s - loss: 0.3975 - accuracy: 0.8104
120/316 [==========>...................] - ETA: 44s - loss: 0.3973 - accuracy: 0.8104
121/316 [==========>...................] - ETA: 44s - loss: 0.3954 - accuracy: 0.8115
122/316 [==========>...................] - ETA: 44s - loss: 0.3947 - accuracy: 0.8115
123/316 [==========>...................] - ETA: 43s - loss: 0.3968 - accuracy: 0.8100
124/316 [==========>...................] - ETA: 43s - loss: 0.3961 - accuracy: 0.8095
125/316 [==========>...................] - ETA: 43s - loss: 0.3971 - accuracy: 0.8085
126/316 [==========>...................] - ETA: 43s - loss: 0.3977 - accuracy: 0.8080
127/316 [===========>..................] - ETA: 42s - loss: 0.3971 - accuracy: 0.8091
128/316 [===========>..................] - ETA: 42s - loss: 0.3965 - accuracy: 0.8096
129/316 [===========>..................] - ETA: 42s - loss: 0.3971 - accuracy: 0.8091
130/316 [===========>..................] - ETA: 42s - loss: 0.3951 - accuracy: 0.8106
131/316 [===========>..................] - ETA: 42s - loss: 0.3949 - accuracy: 0.8106
132/316 [===========>..................] - ETA: 42s - loss: 0.3953 - accuracy: 0.8111
133/316 [===========>..................] - ETA: 42s - loss: 0.3944 - accuracy: 0.8120
134/316 [===========>..................] - ETA: 41s - loss: 0.3954 - accuracy: 0.8116
135/316 [===========>..................] - ETA: 41s - loss: 0.3954 - accuracy: 0.8111
136/316 [===========>..................] - ETA: 41s - loss: 0.3950 - accuracy: 0.8107
137/316 [============>.................] - ETA: 41s - loss: 0.3957 - accuracy: 0.8102
138/316 [============>.................] - ETA: 40s - loss: 0.3963 - accuracy: 0.8098
139/316 [============>.................] - ETA: 40s - loss: 0.3973 - accuracy: 0.8089
140/316 [============>.................] - ETA: 40s - loss: 0.3966 - accuracy: 0.8094
141/316 [============>.................] - ETA: 39s - loss: 0.3972 - accuracy: 0.8090
142/316 [============>.................] - ETA: 39s - loss: 0.3968 - accuracy: 0.8094
143/316 [============>.................] - ETA: 39s - loss: 0.3965 - accuracy: 0.8094
144/316 [============>.................] - ETA: 39s - loss: 0.3961 - accuracy: 0.8099
145/316 [============>.................] - ETA: 38s - loss: 0.3982 - accuracy: 0.8086
146/316 [============>.................] - ETA: 38s - loss: 0.3983 - accuracy: 0.8086
147/316 [============>.................] - ETA: 38s - loss: 0.3973 - accuracy: 0.8095
148/316 [=============>................] - ETA: 38s - loss: 0.3968 - accuracy: 0.8104
149/316 [=============>................] - ETA: 37s - loss: 0.3976 - accuracy: 0.8100
150/316 [=============>................] - ETA: 37s - loss: 0.3968 - accuracy: 0.8108
151/316 [=============>................] - ETA: 37s - loss: 0.3964 - accuracy: 0.8117
152/316 [=============>................] - ETA: 36s - loss: 0.3964 - accuracy: 0.8121
153/316 [=============>................] - ETA: 36s - loss: 0.3960 - accuracy: 0.8121
154/316 [=============>................] - ETA: 36s - loss: 0.3956 - accuracy: 0.8125
155/316 [=============>................] - ETA: 36s - loss: 0.3956 - accuracy: 0.8121
156/316 [=============>................] - ETA: 35s - loss: 0.3956 - accuracy: 0.8121
157/316 [=============>................] - ETA: 35s - loss: 0.3940 - accuracy: 0.8125
158/316 [==============>...............] - ETA: 35s - loss: 0.3941 - accuracy: 0.8125
159/316 [==============>...............] - ETA: 35s - loss: 0.3938 - accuracy: 0.8129
160/316 [==============>...............] - ETA: 35s - loss: 0.3928 - accuracy: 0.8137
161/316 [==============>...............] - ETA: 35s - loss: 0.3911 - accuracy: 0.8148
162/316 [==============>...............] - ETA: 35s - loss: 0.3918 - accuracy: 0.8148
163/316 [==============>...............] - ETA: 34s - loss: 0.3912 - accuracy: 0.8152
164/316 [==============>...............] - ETA: 34s - loss: 0.3903 - accuracy: 0.8159
165/316 [==============>...............] - ETA: 34s - loss: 0.3898 - accuracy: 0.8159
166/316 [==============>...............] - ETA: 34s - loss: 0.3891 - accuracy: 0.8163
167/316 [==============>...............] - ETA: 33s - loss: 0.3885 - accuracy: 0.8166
168/316 [==============>...............] - ETA: 33s - loss: 0.3893 - accuracy: 0.8162
169/316 [===============>..............] - ETA: 33s - loss: 0.3904 - accuracy: 0.8162
170/316 [===============>..............] - ETA: 33s - loss: 0.3904 - accuracy: 0.8154
171/316 [===============>..............] - ETA: 32s - loss: 0.3903 - accuracy: 0.8154
172/316 [===============>..............] - ETA: 32s - loss: 0.3895 - accuracy: 0.8158
173/316 [===============>..............] - ETA: 32s - loss: 0.3901 - accuracy: 0.8158
174/316 [===============>..............] - ETA: 31s - loss: 0.3909 - accuracy: 0.8150
175/316 [===============>..............] - ETA: 31s - loss: 0.3911 - accuracy: 0.8146
176/316 [===============>..............] - ETA: 31s - loss: 0.3898 - accuracy: 0.8157
177/316 [===============>..............] - ETA: 31s - loss: 0.3889 - accuracy: 0.8164
178/316 [===============>..............] - ETA: 30s - loss: 0.3902 - accuracy: 0.8160
179/316 [===============>..............] - ETA: 30s - loss: 0.3896 - accuracy: 0.8160
180/316 [================>.............] - ETA: 30s - loss: 0.3904 - accuracy: 0.8153
181/316 [================>.............] - ETA: 30s - loss: 0.3908 - accuracy: 0.8153
182/316 [================>.............] - ETA: 29s - loss: 0.3911 - accuracy: 0.8149
183/316 [================>.............] - ETA: 29s - loss: 0.3918 - accuracy: 0.8142
184/316 [================>.............] - ETA: 29s - loss: 0.3911 - accuracy: 0.8145
185/316 [================>.............] - ETA: 29s - loss: 0.3908 - accuracy: 0.8149
186/316 [================>.............] - ETA: 28s - loss: 0.3918 - accuracy: 0.8142
187/316 [================>.............] - ETA: 28s - loss: 0.3926 - accuracy: 0.8132
188/316 [================>.............] - ETA: 28s - loss: 0.3922 - accuracy: 0.8135
189/316 [================>.............] - ETA: 28s - loss: 0.3922 - accuracy: 0.8132
190/316 [=================>............] - ETA: 28s - loss: 0.3916 - accuracy: 0.8135
191/316 [=================>............] - ETA: 27s - loss: 0.3912 - accuracy: 0.8138
192/316 [=================>............] - ETA: 27s - loss: 0.3919 - accuracy: 0.8132
193/316 [=================>............] - ETA: 27s - loss: 0.3925 - accuracy: 0.8135
194/316 [=================>............] - ETA: 27s - loss: 0.3925 - accuracy: 0.8138
195/316 [=================>............] - ETA: 27s - loss: 0.3921 - accuracy: 0.8147
196/316 [=================>............] - ETA: 27s - loss: 0.3917 - accuracy: 0.8147
197/316 [=================>............] - ETA: 26s - loss: 0.3918 - accuracy: 0.8147
198/316 [=================>............] - ETA: 26s - loss: 0.3915 - accuracy: 0.8150
199/316 [=================>............] - ETA: 26s - loss: 0.3915 - accuracy: 0.8147
200/316 [=================>............] - ETA: 26s - loss: 0.3907 - accuracy: 0.8153
201/316 [==================>...........] - ETA: 25s - loss: 0.3908 - accuracy: 0.8153
202/316 [==================>...........] - ETA: 25s - loss: 0.3915 - accuracy: 0.8147
203/316 [==================>...........] - ETA: 25s - loss: 0.3912 - accuracy: 0.8150
204/316 [==================>...........] - ETA: 25s - loss: 0.3906 - accuracy: 0.8156
205/316 [==================>...........] - ETA: 24s - loss: 0.3908 - accuracy: 0.8155
206/316 [==================>...........] - ETA: 24s - loss: 0.3906 - accuracy: 0.8161
207/316 [==================>...........] - ETA: 24s - loss: 0.3896 - accuracy: 0.8167
208/316 [==================>...........] - ETA: 24s - loss: 0.3896 - accuracy: 0.8170
209/316 [==================>...........] - ETA: 24s - loss: 0.3891 - accuracy: 0.8173
210/316 [==================>...........] - ETA: 24s - loss: 0.3891 - accuracy: 0.8170
211/316 [===================>..........] - ETA: 23s - loss: 0.3893 - accuracy: 0.8169
212/316 [===================>..........] - ETA: 23s - loss: 0.3903 - accuracy: 0.8160
213/316 [===================>..........] - ETA: 23s - loss: 0.3901 - accuracy: 0.8160
214/316 [===================>..........] - ETA: 23s - loss: 0.3898 - accuracy: 0.8160
215/316 [===================>..........] - ETA: 22s - loss: 0.3898 - accuracy: 0.8157
216/316 [===================>..........] - ETA: 22s - loss: 0.3892 - accuracy: 0.8160
217/316 [===================>..........] - ETA: 22s - loss: 0.3889 - accuracy: 0.8160
218/316 [===================>..........] - ETA: 22s - loss: 0.3889 - accuracy: 0.8159
219/316 [===================>..........] - ETA: 21s - loss: 0.3903 - accuracy: 0.8148
220/316 [===================>..........] - ETA: 21s - loss: 0.3906 - accuracy: 0.8139
221/316 [===================>..........] - ETA: 21s - loss: 0.3918 - accuracy: 0.8131
222/316 [====================>.........] - ETA: 21s - loss: 0.3921 - accuracy: 0.8131
223/316 [====================>.........] - ETA: 20s - loss: 0.3918 - accuracy: 0.8133
224/316 [====================>.........] - ETA: 20s - loss: 0.3927 - accuracy: 0.8131
225/316 [====================>.........] - ETA: 20s - loss: 0.3914 - accuracy: 0.8139
226/316 [====================>.........] - ETA: 20s - loss: 0.3910 - accuracy: 0.8142
227/316 [====================>.........] - ETA: 20s - loss: 0.3908 - accuracy: 0.8142
228/316 [====================>.........] - ETA: 20s - loss: 0.3904 - accuracy: 0.8144
229/316 [====================>.........] - ETA: 19s - loss: 0.3896 - accuracy: 0.8152
230/316 [====================>.........] - ETA: 19s - loss: 0.3897 - accuracy: 0.8149
231/316 [====================>.........] - ETA: 19s - loss: 0.3892 - accuracy: 0.8152
232/316 [=====================>........] - ETA: 19s - loss: 0.3896 - accuracy: 0.8149
233/316 [=====================>........] - ETA: 18s - loss: 0.3900 - accuracy: 0.8144
234/316 [=====================>........] - ETA: 18s - loss: 0.3889 - accuracy: 0.8152
235/316 [=====================>........] - ETA: 18s - loss: 0.3888 - accuracy: 0.8149
236/316 [=====================>........] - ETA: 18s - loss: 0.3887 - accuracy: 0.8149
237/316 [=====================>........] - ETA: 17s - loss: 0.3883 - accuracy: 0.8149
238/316 [=====================>........] - ETA: 17s - loss: 0.3881 - accuracy: 0.8149
239/316 [=====================>........] - ETA: 17s - loss: 0.3875 - accuracy: 0.8151
240/316 [=====================>........] - ETA: 17s - loss: 0.3886 - accuracy: 0.8135
241/316 [=====================>........] - ETA: 16s - loss: 0.3882 - accuracy: 0.8135
242/316 [=====================>........] - ETA: 16s - loss: 0.3878 - accuracy: 0.8138
243/316 [======================>.......] - ETA: 16s - loss: 0.3894 - accuracy: 0.8135
244/316 [======================>.......] - ETA: 16s - loss: 0.3897 - accuracy: 0.8130
245/316 [======================>.......] - ETA: 16s - loss: 0.3896 - accuracy: 0.8130
246/316 [======================>.......] - ETA: 15s - loss: 0.3909 - accuracy: 0.8125
247/316 [======================>.......] - ETA: 15s - loss: 0.3904 - accuracy: 0.8130
248/316 [======================>.......] - ETA: 15s - loss: 0.3900 - accuracy: 0.8135
249/316 [======================>.......] - ETA: 15s - loss: 0.3894 - accuracy: 0.8140
250/316 [======================>.......] - ETA: 14s - loss: 0.3893 - accuracy: 0.8138
251/316 [======================>.......] - ETA: 14s - loss: 0.3891 - accuracy: 0.8140
252/316 [======================>.......] - ETA: 14s - loss: 0.3895 - accuracy: 0.8137
253/316 [=======================>......] - ETA: 14s - loss: 0.3897 - accuracy: 0.8132
254/316 [=======================>......] - ETA: 14s - loss: 0.3898 - accuracy: 0.8135
255/316 [=======================>......] - ETA: 13s - loss: 0.3900 - accuracy: 0.8137
256/316 [=======================>......] - ETA: 13s - loss: 0.3900 - accuracy: 0.8137
257/316 [=======================>......] - ETA: 13s - loss: 0.3898 - accuracy: 0.8135
258/316 [=======================>......] - ETA: 13s - loss: 0.3893 - accuracy: 0.8140
259/316 [=======================>......] - ETA: 12s - loss: 0.3892 - accuracy: 0.8142
260/316 [=======================>......] - ETA: 12s - loss: 0.3900 - accuracy: 0.8135
261/316 [=======================>......] - ETA: 12s - loss: 0.3900 - accuracy: 0.8135
262/316 [=======================>......] - ETA: 12s - loss: 0.3902 - accuracy: 0.8130
263/316 [=======================>......] - ETA: 12s - loss: 0.3911 - accuracy: 0.8125
264/316 [========================>.....] - ETA: 11s - loss: 0.3905 - accuracy: 0.8127
265/316 [========================>.....] - ETA: 11s - loss: 0.3903 - accuracy: 0.8132
266/316 [========================>.....] - ETA: 11s - loss: 0.3903 - accuracy: 0.8130
267/316 [========================>.....] - ETA: 11s - loss: 0.3895 - accuracy: 0.8134
268/316 [========================>.....] - ETA: 10s - loss: 0.3905 - accuracy: 0.8132
269/316 [========================>.....] - ETA: 10s - loss: 0.3912 - accuracy: 0.8120
270/316 [========================>.....] - ETA: 10s - loss: 0.3903 - accuracy: 0.8127
271/316 [========================>.....] - ETA: 10s - loss: 0.3908 - accuracy: 0.8125
272/316 [========================>.....] - ETA: 9s - loss: 0.3904 - accuracy: 0.8130 
273/316 [========================>.....] - ETA: 9s - loss: 0.3907 - accuracy: 0.8123
274/316 [=========================>....] - ETA: 9s - loss: 0.3903 - accuracy: 0.8123
275/316 [=========================>....] - ETA: 9s - loss: 0.3907 - accuracy: 0.8120
276/316 [=========================>....] - ETA: 9s - loss: 0.3902 - accuracy: 0.8123
277/316 [=========================>....] - ETA: 8s - loss: 0.3907 - accuracy: 0.8118
278/316 [=========================>....] - ETA: 8s - loss: 0.3901 - accuracy: 0.8123
279/316 [=========================>....] - ETA: 8s - loss: 0.3897 - accuracy: 0.8127
280/316 [=========================>....] - ETA: 8s - loss: 0.3891 - accuracy: 0.8132
281/316 [=========================>....] - ETA: 7s - loss: 0.3891 - accuracy: 0.8134
282/316 [=========================>....] - ETA: 7s - loss: 0.3895 - accuracy: 0.8134
283/316 [=========================>....] - ETA: 7s - loss: 0.3890 - accuracy: 0.8134
284/316 [=========================>....] - ETA: 7s - loss: 0.3899 - accuracy: 0.8123
285/316 [==========================>...] - ETA: 6s - loss: 0.3902 - accuracy: 0.8121
286/316 [==========================>...] - ETA: 6s - loss: 0.3898 - accuracy: 0.8125
287/316 [==========================>...] - ETA: 6s - loss: 0.3897 - accuracy: 0.8125
288/316 [==========================>...] - ETA: 6s - loss: 0.3893 - accuracy: 0.8127
289/316 [==========================>...] - ETA: 6s - loss: 0.3896 - accuracy: 0.8129
290/316 [==========================>...] - ETA: 5s - loss: 0.3887 - accuracy: 0.8134
291/316 [==========================>...] - ETA: 5s - loss: 0.3887 - accuracy: 0.8129
292/316 [==========================>...] - ETA: 5s - loss: 0.3897 - accuracy: 0.8121
293/316 [==========================>...] - ETA: 5s - loss: 0.3910 - accuracy: 0.8116
294/316 [==========================>...] - ETA: 4s - loss: 0.3910 - accuracy: 0.8116
295/316 [===========================>..] - ETA: 4s - loss: 0.3907 - accuracy: 0.8121
296/316 [===========================>..] - ETA: 4s - loss: 0.3915 - accuracy: 0.8112
297/316 [===========================>..] - ETA: 4s - loss: 0.3916 - accuracy: 0.8112
298/316 [===========================>..] - ETA: 4s - loss: 0.3919 - accuracy: 0.8108
299/316 [===========================>..] - ETA: 3s - loss: 0.3915 - accuracy: 0.8112
300/316 [===========================>..] - ETA: 3s - loss: 0.3915 - accuracy: 0.8112
301/316 [===========================>..] - ETA: 3s - loss: 0.3913 - accuracy: 0.8113
302/316 [===========================>..] - ETA: 3s - loss: 0.3909 - accuracy: 0.8115
303/316 [===========================>..] - ETA: 2s - loss: 0.3907 - accuracy: 0.8119
304/316 [===========================>..] - ETA: 2s - loss: 0.3909 - accuracy: 0.8117
305/316 [===========================>..] - ETA: 2s - loss: 0.3911 - accuracy: 0.8111
306/316 [============================>.] - ETA: 2s - loss: 0.3911 - accuracy: 0.8109
307/316 [============================>.] - ETA: 2s - loss: 0.3907 - accuracy: 0.8115
308/316 [============================>.] - ETA: 1s - loss: 0.3903 - accuracy: 0.8117
309/316 [============================>.] - ETA: 1s - loss: 0.3901 - accuracy: 0.8119
310/316 [============================>.] - ETA: 1s - loss: 0.3904 - accuracy: 0.8113
311/316 [============================>.] - ETA: 1s - loss: 0.3901 - accuracy: 0.8117
312/316 [============================>.] - ETA: 0s - loss: 0.3900 - accuracy: 0.8117
313/316 [============================>.] - ETA: 0s - loss: 0.3899 - accuracy: 0.8115
314/316 [============================>.] - ETA: 0s - loss: 0.3896 - accuracy: 0.8115
315/316 [============================>.] - ETA: 0s - loss: 0.3900 - accuracy: 0.8115
316/316 [==============================] - 72s 227ms/step - loss: 0.3898 - accuracy: 0.8117

316/316 [==============================] - 76s 240ms/step - loss: 0.3898 - accuracy: 0.8117 - val_loss: 0.2659 - val_accuracy: 0.8914
Epoch 42/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.1916 - accuracy: 0.9375
  2/316 [..............................] - ETA: 59s - loss: 0.1985 - accuracy: 0.9375 
  3/316 [..............................] - ETA: 59s - loss: 0.2242 - accuracy: 0.9375
  4/316 [..............................] - ETA: 1:00 - loss: 0.2085 - accuracy: 0.9375
  5/316 [..............................] - ETA: 1:00 - loss: 0.2397 - accuracy: 0.9000
  6/316 [..............................] - ETA: 1:00 - loss: 0.2420 - accuracy: 0.8854
  7/316 [..............................] - ETA: 59s - loss: 0.3147 - accuracy: 0.8482 
  8/316 [..............................] - ETA: 59s - loss: 0.3370 - accuracy: 0.8438
  9/316 [..............................] - ETA: 58s - loss: 0.3517 - accuracy: 0.8403
 10/316 [..............................] - ETA: 58s - loss: 0.3377 - accuracy: 0.8500
 11/316 [>.............................] - ETA: 58s - loss: 0.3614 - accuracy: 0.8295
 12/316 [>.............................] - ETA: 58s - loss: 0.3539 - accuracy: 0.8385
 13/316 [>.............................] - ETA: 58s - loss: 0.3555 - accuracy: 0.8365
 14/316 [>.............................] - ETA: 57s - loss: 0.3765 - accuracy: 0.8214
 15/316 [>.............................] - ETA: 58s - loss: 0.3808 - accuracy: 0.8208
 16/316 [>.............................] - ETA: 1:05 - loss: 0.3786 - accuracy: 0.8281
 17/316 [>.............................] - ETA: 1:10 - loss: 0.3834 - accuracy: 0.8199
 18/316 [>.............................] - ETA: 1:09 - loss: 0.3864 - accuracy: 0.8194
 19/316 [>.............................] - ETA: 1:08 - loss: 0.3865 - accuracy: 0.8191
 20/316 [>.............................] - ETA: 1:07 - loss: 0.3988 - accuracy: 0.8094
 21/316 [>.............................] - ETA: 1:06 - loss: 0.3993 - accuracy: 0.8095
 22/316 [=>............................] - ETA: 1:06 - loss: 0.4011 - accuracy: 0.8040
 23/316 [=>............................] - ETA: 1:05 - loss: 0.4020 - accuracy: 0.8043
 24/316 [=>............................] - ETA: 1:04 - loss: 0.4000 - accuracy: 0.8073
 25/316 [=>............................] - ETA: 1:04 - loss: 0.4099 - accuracy: 0.8000
 26/316 [=>............................] - ETA: 1:03 - loss: 0.4088 - accuracy: 0.8005
 27/316 [=>............................] - ETA: 1:03 - loss: 0.4071 - accuracy: 0.8032
 28/316 [=>............................] - ETA: 1:02 - loss: 0.4108 - accuracy: 0.7991
 29/316 [=>............................] - ETA: 1:02 - loss: 0.4127 - accuracy: 0.7996
 30/316 [=>............................] - ETA: 1:01 - loss: 0.4038 - accuracy: 0.8042
 31/316 [=>............................] - ETA: 1:01 - loss: 0.4003 - accuracy: 0.8105
 32/316 [==>...........................] - ETA: 1:00 - loss: 0.3977 - accuracy: 0.8145
 33/316 [==>...........................] - ETA: 1:03 - loss: 0.3982 - accuracy: 0.8125
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3960 - accuracy: 0.8143
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3984 - accuracy: 0.8125
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.3979 - accuracy: 0.8108
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3969 - accuracy: 0.8142
 38/316 [==>...........................] - ETA: 1:03 - loss: 0.3963 - accuracy: 0.8141
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.4005 - accuracy: 0.8109
 40/316 [==>...........................] - ETA: 1:02 - loss: 0.4047 - accuracy: 0.8078
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.3988 - accuracy: 0.8110
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.3978 - accuracy: 0.8125
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.3943 - accuracy: 0.8140
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.3924 - accuracy: 0.8139
 45/316 [===>..........................] - ETA: 1:00 - loss: 0.3937 - accuracy: 0.8139
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.3889 - accuracy: 0.8179
 47/316 [===>..........................] - ETA: 59s - loss: 0.3885 - accuracy: 0.8178 
 48/316 [===>..........................] - ETA: 59s - loss: 0.3920 - accuracy: 0.8164
 49/316 [===>..........................] - ETA: 59s - loss: 0.3927 - accuracy: 0.8176
 50/316 [===>..........................] - ETA: 58s - loss: 0.3940 - accuracy: 0.8175
 51/316 [===>..........................] - ETA: 58s - loss: 0.3943 - accuracy: 0.8162
 52/316 [===>..........................] - ETA: 57s - loss: 0.3959 - accuracy: 0.8173
 53/316 [====>.........................] - ETA: 57s - loss: 0.3980 - accuracy: 0.8172
 54/316 [====>.........................] - ETA: 57s - loss: 0.3988 - accuracy: 0.8171
 55/316 [====>.........................] - ETA: 56s - loss: 0.3975 - accuracy: 0.8193
 56/316 [====>.........................] - ETA: 58s - loss: 0.3941 - accuracy: 0.8203
 57/316 [====>.........................] - ETA: 59s - loss: 0.3961 - accuracy: 0.8202
 58/316 [====>.........................] - ETA: 59s - loss: 0.3986 - accuracy: 0.8168
 59/316 [====>.........................] - ETA: 58s - loss: 0.3970 - accuracy: 0.8167
 60/316 [====>.........................] - ETA: 58s - loss: 0.3969 - accuracy: 0.8156
 61/316 [====>.........................] - ETA: 57s - loss: 0.3961 - accuracy: 0.8166
 62/316 [====>.........................] - ETA: 57s - loss: 0.3923 - accuracy: 0.8185
 63/316 [====>.........................] - ETA: 57s - loss: 0.3916 - accuracy: 0.8194
 64/316 [=====>........................] - ETA: 56s - loss: 0.3919 - accuracy: 0.8203
 65/316 [=====>........................] - ETA: 56s - loss: 0.3906 - accuracy: 0.8202
 66/316 [=====>........................] - ETA: 56s - loss: 0.3918 - accuracy: 0.8191
 67/316 [=====>........................] - ETA: 55s - loss: 0.3906 - accuracy: 0.8200
 68/316 [=====>........................] - ETA: 55s - loss: 0.3902 - accuracy: 0.8199
 69/316 [=====>........................] - ETA: 55s - loss: 0.3892 - accuracy: 0.8197
 70/316 [=====>........................] - ETA: 54s - loss: 0.3881 - accuracy: 0.8188
 71/316 [=====>........................] - ETA: 54s - loss: 0.3913 - accuracy: 0.8160
 72/316 [=====>........................] - ETA: 53s - loss: 0.3909 - accuracy: 0.8160
 73/316 [=====>........................] - ETA: 53s - loss: 0.3881 - accuracy: 0.8168
 74/316 [======>.......................] - ETA: 53s - loss: 0.3882 - accuracy: 0.8167
 75/316 [======>.......................] - ETA: 53s - loss: 0.3932 - accuracy: 0.8158
 76/316 [======>.......................] - ETA: 52s - loss: 0.3902 - accuracy: 0.8183
 77/316 [======>.......................] - ETA: 52s - loss: 0.3906 - accuracy: 0.8174
 78/316 [======>.......................] - ETA: 52s - loss: 0.3910 - accuracy: 0.8165
 79/316 [======>.......................] - ETA: 51s - loss: 0.3933 - accuracy: 0.8149
 80/316 [======>.......................] - ETA: 51s - loss: 0.3916 - accuracy: 0.8156
 81/316 [======>.......................] - ETA: 51s - loss: 0.3932 - accuracy: 0.8140
 82/316 [======>.......................] - ETA: 50s - loss: 0.3910 - accuracy: 0.8148
 83/316 [======>.......................] - ETA: 50s - loss: 0.3951 - accuracy: 0.8125
 84/316 [======>.......................] - ETA: 50s - loss: 0.3936 - accuracy: 0.8132
 85/316 [=======>......................] - ETA: 50s - loss: 0.3921 - accuracy: 0.8140
 86/316 [=======>......................] - ETA: 49s - loss: 0.3911 - accuracy: 0.8147
 87/316 [=======>......................] - ETA: 49s - loss: 0.3910 - accuracy: 0.8147
 88/316 [=======>......................] - ETA: 49s - loss: 0.3891 - accuracy: 0.8161
 89/316 [=======>......................] - ETA: 49s - loss: 0.3890 - accuracy: 0.8160
 90/316 [=======>......................] - ETA: 50s - loss: 0.3892 - accuracy: 0.8167
 91/316 [=======>......................] - ETA: 50s - loss: 0.3899 - accuracy: 0.8159
 92/316 [=======>......................] - ETA: 49s - loss: 0.3897 - accuracy: 0.8159
 93/316 [=======>......................] - ETA: 49s - loss: 0.3893 - accuracy: 0.8159
 94/316 [=======>......................] - ETA: 49s - loss: 0.3890 - accuracy: 0.8165
 95/316 [========>.....................] - ETA: 49s - loss: 0.3915 - accuracy: 0.8145
 96/316 [========>.....................] - ETA: 48s - loss: 0.3917 - accuracy: 0.8145
 97/316 [========>.....................] - ETA: 48s - loss: 0.3918 - accuracy: 0.8138
 98/316 [========>.....................] - ETA: 48s - loss: 0.3926 - accuracy: 0.8144
 99/316 [========>.....................] - ETA: 47s - loss: 0.3911 - accuracy: 0.8163
100/316 [========>.....................] - ETA: 47s - loss: 0.3898 - accuracy: 0.8181
101/316 [========>.....................] - ETA: 47s - loss: 0.3924 - accuracy: 0.8168
102/316 [========>.....................] - ETA: 47s - loss: 0.3928 - accuracy: 0.8168
103/316 [========>.....................] - ETA: 46s - loss: 0.3930 - accuracy: 0.8167
104/316 [========>.....................] - ETA: 46s - loss: 0.3938 - accuracy: 0.8173
105/316 [========>.....................] - ETA: 46s - loss: 0.3926 - accuracy: 0.8190
106/316 [=========>....................] - ETA: 46s - loss: 0.3907 - accuracy: 0.8202
107/316 [=========>....................] - ETA: 47s - loss: 0.3886 - accuracy: 0.8207
108/316 [=========>....................] - ETA: 46s - loss: 0.3876 - accuracy: 0.8218
109/316 [=========>....................] - ETA: 46s - loss: 0.3901 - accuracy: 0.8194
110/316 [=========>....................] - ETA: 46s - loss: 0.3879 - accuracy: 0.8199
111/316 [=========>....................] - ETA: 46s - loss: 0.3878 - accuracy: 0.8198
112/316 [=========>....................] - ETA: 45s - loss: 0.3867 - accuracy: 0.8203
113/316 [=========>....................] - ETA: 45s - loss: 0.3848 - accuracy: 0.8208
114/316 [=========>....................] - ETA: 45s - loss: 0.3841 - accuracy: 0.8207
115/316 [=========>....................] - ETA: 44s - loss: 0.3829 - accuracy: 0.8217
116/316 [==========>...................] - ETA: 44s - loss: 0.3832 - accuracy: 0.8222
117/316 [==========>...................] - ETA: 44s - loss: 0.3841 - accuracy: 0.8216
118/316 [==========>...................] - ETA: 44s - loss: 0.3840 - accuracy: 0.8210
119/316 [==========>...................] - ETA: 43s - loss: 0.3839 - accuracy: 0.8204
120/316 [==========>...................] - ETA: 43s - loss: 0.3822 - accuracy: 0.8214
121/316 [==========>...................] - ETA: 43s - loss: 0.3844 - accuracy: 0.8192
122/316 [==========>...................] - ETA: 42s - loss: 0.3855 - accuracy: 0.8192
123/316 [==========>...................] - ETA: 43s - loss: 0.3857 - accuracy: 0.8191
124/316 [==========>...................] - ETA: 43s - loss: 0.3831 - accuracy: 0.8206
125/316 [==========>...................] - ETA: 43s - loss: 0.3827 - accuracy: 0.8200
126/316 [==========>...................] - ETA: 42s - loss: 0.3821 - accuracy: 0.8199
127/316 [===========>..................] - ETA: 42s - loss: 0.3829 - accuracy: 0.8199
128/316 [===========>..................] - ETA: 42s - loss: 0.3825 - accuracy: 0.8203
129/316 [===========>..................] - ETA: 42s - loss: 0.3825 - accuracy: 0.8207
130/316 [===========>..................] - ETA: 41s - loss: 0.3814 - accuracy: 0.8212
131/316 [===========>..................] - ETA: 41s - loss: 0.3833 - accuracy: 0.8206
132/316 [===========>..................] - ETA: 41s - loss: 0.3831 - accuracy: 0.8210
133/316 [===========>..................] - ETA: 41s - loss: 0.3833 - accuracy: 0.8205
134/316 [===========>..................] - ETA: 40s - loss: 0.3830 - accuracy: 0.8200
135/316 [===========>..................] - ETA: 40s - loss: 0.3846 - accuracy: 0.8194
136/316 [===========>..................] - ETA: 40s - loss: 0.3843 - accuracy: 0.8199
137/316 [============>.................] - ETA: 39s - loss: 0.3835 - accuracy: 0.8203
138/316 [============>.................] - ETA: 39s - loss: 0.3835 - accuracy: 0.8211
139/316 [============>.................] - ETA: 39s - loss: 0.3832 - accuracy: 0.8210
140/316 [============>.................] - ETA: 39s - loss: 0.3825 - accuracy: 0.8205
141/316 [============>.................] - ETA: 38s - loss: 0.3823 - accuracy: 0.8205
142/316 [============>.................] - ETA: 38s - loss: 0.3825 - accuracy: 0.8200
143/316 [============>.................] - ETA: 38s - loss: 0.3842 - accuracy: 0.8195
144/316 [============>.................] - ETA: 38s - loss: 0.3855 - accuracy: 0.8181
145/316 [============>.................] - ETA: 37s - loss: 0.3860 - accuracy: 0.8177
146/316 [============>.................] - ETA: 38s - loss: 0.3880 - accuracy: 0.8155
147/316 [============>.................] - ETA: 38s - loss: 0.3892 - accuracy: 0.8151
148/316 [=============>................] - ETA: 37s - loss: 0.3889 - accuracy: 0.8146
149/316 [=============>................] - ETA: 37s - loss: 0.3901 - accuracy: 0.8138
150/316 [=============>................] - ETA: 37s - loss: 0.3892 - accuracy: 0.8142
151/316 [=============>................] - ETA: 37s - loss: 0.3883 - accuracy: 0.8150
152/316 [=============>................] - ETA: 36s - loss: 0.3885 - accuracy: 0.8154
153/316 [=============>................] - ETA: 36s - loss: 0.3878 - accuracy: 0.8158
154/316 [=============>................] - ETA: 36s - loss: 0.3869 - accuracy: 0.8166
155/316 [=============>................] - ETA: 36s - loss: 0.3867 - accuracy: 0.8165
156/316 [=============>................] - ETA: 35s - loss: 0.3862 - accuracy: 0.8165
157/316 [=============>................] - ETA: 35s - loss: 0.3850 - accuracy: 0.8177
158/316 [==============>...............] - ETA: 35s - loss: 0.3842 - accuracy: 0.8184
159/316 [==============>...............] - ETA: 35s - loss: 0.3830 - accuracy: 0.8188
160/316 [==============>...............] - ETA: 34s - loss: 0.3838 - accuracy: 0.8184
161/316 [==============>...............] - ETA: 34s - loss: 0.3831 - accuracy: 0.8187
162/316 [==============>...............] - ETA: 34s - loss: 0.3842 - accuracy: 0.8187
163/316 [==============>...............] - ETA: 34s - loss: 0.3830 - accuracy: 0.8194
164/316 [==============>...............] - ETA: 34s - loss: 0.3826 - accuracy: 0.8197
165/316 [==============>...............] - ETA: 34s - loss: 0.3829 - accuracy: 0.8197
166/316 [==============>...............] - ETA: 34s - loss: 0.3824 - accuracy: 0.8200
167/316 [==============>...............] - ETA: 33s - loss: 0.3813 - accuracy: 0.8204
168/316 [==============>...............] - ETA: 33s - loss: 0.3817 - accuracy: 0.8199
169/316 [===============>..............] - ETA: 33s - loss: 0.3820 - accuracy: 0.8188
170/316 [===============>..............] - ETA: 32s - loss: 0.3815 - accuracy: 0.8191
171/316 [===============>..............] - ETA: 32s - loss: 0.3814 - accuracy: 0.8187
172/316 [===============>..............] - ETA: 32s - loss: 0.3835 - accuracy: 0.8172
173/316 [===============>..............] - ETA: 32s - loss: 0.3823 - accuracy: 0.8183
174/316 [===============>..............] - ETA: 31s - loss: 0.3813 - accuracy: 0.8186
175/316 [===============>..............] - ETA: 31s - loss: 0.3819 - accuracy: 0.8182
176/316 [===============>..............] - ETA: 31s - loss: 0.3826 - accuracy: 0.8175
177/316 [===============>..............] - ETA: 31s - loss: 0.3818 - accuracy: 0.8178
178/316 [===============>..............] - ETA: 30s - loss: 0.3816 - accuracy: 0.8178
179/316 [===============>..............] - ETA: 30s - loss: 0.3825 - accuracy: 0.8170
180/316 [================>.............] - ETA: 30s - loss: 0.3825 - accuracy: 0.8174
181/316 [================>.............] - ETA: 30s - loss: 0.3813 - accuracy: 0.8180
182/316 [================>.............] - ETA: 30s - loss: 0.3799 - accuracy: 0.8190
183/316 [================>.............] - ETA: 30s - loss: 0.3806 - accuracy: 0.8183
184/316 [================>.............] - ETA: 30s - loss: 0.3812 - accuracy: 0.8173
185/316 [================>.............] - ETA: 29s - loss: 0.3824 - accuracy: 0.8176
186/316 [================>.............] - ETA: 29s - loss: 0.3822 - accuracy: 0.8179
187/316 [================>.............] - ETA: 29s - loss: 0.3839 - accuracy: 0.8175
188/316 [================>.............] - ETA: 28s - loss: 0.3844 - accuracy: 0.8165
189/316 [================>.............] - ETA: 28s - loss: 0.3842 - accuracy: 0.8165
190/316 [=================>............] - ETA: 28s - loss: 0.3835 - accuracy: 0.8168
191/316 [=================>............] - ETA: 28s - loss: 0.3839 - accuracy: 0.8164
192/316 [=================>............] - ETA: 28s - loss: 0.3849 - accuracy: 0.8154
193/316 [=================>............] - ETA: 27s - loss: 0.3841 - accuracy: 0.8164
194/316 [=================>............] - ETA: 27s - loss: 0.3829 - accuracy: 0.8170
195/316 [=================>............] - ETA: 27s - loss: 0.3834 - accuracy: 0.8167
196/316 [=================>............] - ETA: 27s - loss: 0.3824 - accuracy: 0.8173
197/316 [=================>............] - ETA: 27s - loss: 0.3831 - accuracy: 0.8163
198/316 [=================>............] - ETA: 26s - loss: 0.3825 - accuracy: 0.8166
199/316 [=================>............] - ETA: 26s - loss: 0.3827 - accuracy: 0.8163
200/316 [=================>............] - ETA: 26s - loss: 0.3835 - accuracy: 0.8163
201/316 [==================>...........] - ETA: 26s - loss: 0.3839 - accuracy: 0.8162
202/316 [==================>...........] - ETA: 25s - loss: 0.3838 - accuracy: 0.8159
203/316 [==================>...........] - ETA: 25s - loss: 0.3848 - accuracy: 0.8153
204/316 [==================>...........] - ETA: 25s - loss: 0.3845 - accuracy: 0.8153
205/316 [==================>...........] - ETA: 25s - loss: 0.3849 - accuracy: 0.8149
206/316 [==================>...........] - ETA: 24s - loss: 0.3851 - accuracy: 0.8152
207/316 [==================>...........] - ETA: 24s - loss: 0.3858 - accuracy: 0.8149
208/316 [==================>...........] - ETA: 24s - loss: 0.3859 - accuracy: 0.8146
209/316 [==================>...........] - ETA: 24s - loss: 0.3865 - accuracy: 0.8140
210/316 [==================>...........] - ETA: 24s - loss: 0.3883 - accuracy: 0.8134
211/316 [===================>..........] - ETA: 23s - loss: 0.3875 - accuracy: 0.8137
212/316 [===================>..........] - ETA: 23s - loss: 0.3873 - accuracy: 0.8140
213/316 [===================>..........] - ETA: 23s - loss: 0.3879 - accuracy: 0.8137
214/316 [===================>..........] - ETA: 23s - loss: 0.3877 - accuracy: 0.8140
215/316 [===================>..........] - ETA: 23s - loss: 0.3880 - accuracy: 0.8134
216/316 [===================>..........] - ETA: 22s - loss: 0.3884 - accuracy: 0.8128
217/316 [===================>..........] - ETA: 22s - loss: 0.3880 - accuracy: 0.8134
218/316 [===================>..........] - ETA: 22s - loss: 0.3883 - accuracy: 0.8131
219/316 [===================>..........] - ETA: 22s - loss: 0.3884 - accuracy: 0.8131
220/316 [===================>..........] - ETA: 21s - loss: 0.3885 - accuracy: 0.8134
221/316 [===================>..........] - ETA: 21s - loss: 0.3893 - accuracy: 0.8133
222/316 [====================>.........] - ETA: 21s - loss: 0.3892 - accuracy: 0.8139
223/316 [====================>.........] - ETA: 21s - loss: 0.3888 - accuracy: 0.8139
224/316 [====================>.........] - ETA: 20s - loss: 0.3885 - accuracy: 0.8142
225/316 [====================>.........] - ETA: 20s - loss: 0.3889 - accuracy: 0.8147
226/316 [====================>.........] - ETA: 20s - loss: 0.3884 - accuracy: 0.8150
227/316 [====================>.........] - ETA: 20s - loss: 0.3885 - accuracy: 0.8153
228/316 [====================>.........] - ETA: 19s - loss: 0.3880 - accuracy: 0.8155
229/316 [====================>.........] - ETA: 19s - loss: 0.3874 - accuracy: 0.8160
230/316 [====================>.........] - ETA: 19s - loss: 0.3879 - accuracy: 0.8152
231/316 [====================>.........] - ETA: 19s - loss: 0.3879 - accuracy: 0.8152
232/316 [=====================>........] - ETA: 19s - loss: 0.3876 - accuracy: 0.8152
233/316 [=====================>........] - ETA: 19s - loss: 0.3875 - accuracy: 0.8152
234/316 [=====================>........] - ETA: 18s - loss: 0.3869 - accuracy: 0.8154
235/316 [=====================>........] - ETA: 18s - loss: 0.3871 - accuracy: 0.8152
236/316 [=====================>........] - ETA: 18s - loss: 0.3864 - accuracy: 0.8151
237/316 [=====================>........] - ETA: 18s - loss: 0.3881 - accuracy: 0.8146
238/316 [=====================>........] - ETA: 17s - loss: 0.3874 - accuracy: 0.8151
239/316 [=====================>........] - ETA: 17s - loss: 0.3877 - accuracy: 0.8149
240/316 [=====================>........] - ETA: 17s - loss: 0.3874 - accuracy: 0.8146
241/316 [=====================>........] - ETA: 17s - loss: 0.3868 - accuracy: 0.8151
242/316 [=====================>........] - ETA: 16s - loss: 0.3865 - accuracy: 0.8153
243/316 [======================>.......] - ETA: 16s - loss: 0.3865 - accuracy: 0.8156
244/316 [======================>.......] - ETA: 16s - loss: 0.3873 - accuracy: 0.8151
245/316 [======================>.......] - ETA: 16s - loss: 0.3873 - accuracy: 0.8151
246/316 [======================>.......] - ETA: 15s - loss: 0.3873 - accuracy: 0.8153
247/316 [======================>.......] - ETA: 15s - loss: 0.3875 - accuracy: 0.8150
248/316 [======================>.......] - ETA: 15s - loss: 0.3874 - accuracy: 0.8153
249/316 [======================>.......] - ETA: 15s - loss: 0.3869 - accuracy: 0.8153
250/316 [======================>.......] - ETA: 15s - loss: 0.3865 - accuracy: 0.8155
251/316 [======================>.......] - ETA: 14s - loss: 0.3867 - accuracy: 0.8152
252/316 [======================>.......] - ETA: 14s - loss: 0.3861 - accuracy: 0.8152
253/316 [=======================>......] - ETA: 14s - loss: 0.3852 - accuracy: 0.8160
254/316 [=======================>......] - ETA: 14s - loss: 0.3845 - accuracy: 0.8164
255/316 [=======================>......] - ETA: 13s - loss: 0.3832 - accuracy: 0.8172
256/316 [=======================>......] - ETA: 13s - loss: 0.3836 - accuracy: 0.8169
257/316 [=======================>......] - ETA: 13s - loss: 0.3843 - accuracy: 0.8159
258/316 [=======================>......] - ETA: 13s - loss: 0.3840 - accuracy: 0.8161
259/316 [=======================>......] - ETA: 13s - loss: 0.3847 - accuracy: 0.8161
260/316 [=======================>......] - ETA: 12s - loss: 0.3854 - accuracy: 0.8159
261/316 [=======================>......] - ETA: 12s - loss: 0.3848 - accuracy: 0.8163
262/316 [=======================>......] - ETA: 12s - loss: 0.3847 - accuracy: 0.8163
263/316 [=======================>......] - ETA: 12s - loss: 0.3842 - accuracy: 0.8168
264/316 [========================>.....] - ETA: 11s - loss: 0.3836 - accuracy: 0.8172
265/316 [========================>.....] - ETA: 11s - loss: 0.3833 - accuracy: 0.8177
266/316 [========================>.....] - ETA: 11s - loss: 0.3835 - accuracy: 0.8170
267/316 [========================>.....] - ETA: 11s - loss: 0.3832 - accuracy: 0.8172
268/316 [========================>.....] - ETA: 11s - loss: 0.3836 - accuracy: 0.8172
269/316 [========================>.....] - ETA: 10s - loss: 0.3837 - accuracy: 0.8169
270/316 [========================>.....] - ETA: 10s - loss: 0.3847 - accuracy: 0.8162
271/316 [========================>.....] - ETA: 10s - loss: 0.3848 - accuracy: 0.8162
272/316 [========================>.....] - ETA: 10s - loss: 0.3847 - accuracy: 0.8159
273/316 [========================>.....] - ETA: 9s - loss: 0.3849 - accuracy: 0.8159 
274/316 [=========================>....] - ETA: 9s - loss: 0.3846 - accuracy: 0.8159
275/316 [=========================>....] - ETA: 9s - loss: 0.3848 - accuracy: 0.8159
276/316 [=========================>....] - ETA: 9s - loss: 0.3852 - accuracy: 0.8157
277/316 [=========================>....] - ETA: 8s - loss: 0.3848 - accuracy: 0.8161
278/316 [=========================>....] - ETA: 8s - loss: 0.3848 - accuracy: 0.8156
279/316 [=========================>....] - ETA: 8s - loss: 0.3851 - accuracy: 0.8154
280/316 [=========================>....] - ETA: 8s - loss: 0.3855 - accuracy: 0.8152
281/316 [=========================>....] - ETA: 7s - loss: 0.3856 - accuracy: 0.8145
282/316 [=========================>....] - ETA: 7s - loss: 0.3858 - accuracy: 0.8143
283/316 [=========================>....] - ETA: 7s - loss: 0.3855 - accuracy: 0.8143
284/316 [=========================>....] - ETA: 7s - loss: 0.3857 - accuracy: 0.8140
285/316 [==========================>...] - ETA: 7s - loss: 0.3860 - accuracy: 0.8140
286/316 [==========================>...] - ETA: 6s - loss: 0.3861 - accuracy: 0.8140
287/316 [==========================>...] - ETA: 6s - loss: 0.3863 - accuracy: 0.8140
288/316 [==========================>...] - ETA: 6s - loss: 0.3862 - accuracy: 0.8140
289/316 [==========================>...] - ETA: 6s - loss: 0.3857 - accuracy: 0.8144
290/316 [==========================>...] - ETA: 5s - loss: 0.3855 - accuracy: 0.8144
291/316 [==========================>...] - ETA: 5s - loss: 0.3849 - accuracy: 0.8149
292/316 [==========================>...] - ETA: 5s - loss: 0.3847 - accuracy: 0.8151
293/316 [==========================>...] - ETA: 5s - loss: 0.3852 - accuracy: 0.8144
294/316 [==========================>...] - ETA: 5s - loss: 0.3851 - accuracy: 0.8142
295/316 [===========================>..] - ETA: 4s - loss: 0.3852 - accuracy: 0.8144
296/316 [===========================>..] - ETA: 4s - loss: 0.3852 - accuracy: 0.8144
297/316 [===========================>..] - ETA: 4s - loss: 0.3866 - accuracy: 0.8138
298/316 [===========================>..] - ETA: 4s - loss: 0.3867 - accuracy: 0.8138
299/316 [===========================>..] - ETA: 3s - loss: 0.3867 - accuracy: 0.8138
300/316 [===========================>..] - ETA: 3s - loss: 0.3866 - accuracy: 0.8138
301/316 [===========================>..] - ETA: 3s - loss: 0.3869 - accuracy: 0.8135
302/316 [===========================>..] - ETA: 3s - loss: 0.3863 - accuracy: 0.8137
303/316 [===========================>..] - ETA: 2s - loss: 0.3862 - accuracy: 0.8139
304/316 [===========================>..] - ETA: 2s - loss: 0.3873 - accuracy: 0.8135
305/316 [===========================>..] - ETA: 2s - loss: 0.3882 - accuracy: 0.8131
306/316 [============================>.] - ETA: 2s - loss: 0.3888 - accuracy: 0.8125
307/316 [============================>.] - ETA: 2s - loss: 0.3883 - accuracy: 0.8129
308/316 [============================>.] - ETA: 1s - loss: 0.3880 - accuracy: 0.8131
309/316 [============================>.] - ETA: 1s - loss: 0.3877 - accuracy: 0.8133
310/316 [============================>.] - ETA: 1s - loss: 0.3875 - accuracy: 0.8135
311/316 [============================>.] - ETA: 1s - loss: 0.3871 - accuracy: 0.8139
312/316 [============================>.] - ETA: 0s - loss: 0.3868 - accuracy: 0.8141
313/316 [============================>.] - ETA: 0s - loss: 0.3862 - accuracy: 0.8145
314/316 [============================>.] - ETA: 0s - loss: 0.3854 - accuracy: 0.8151
315/316 [============================>.] - ETA: 0s - loss: 0.3858 - accuracy: 0.8149
316/316 [==============================] - 72s 228ms/step - loss: 0.3857 - accuracy: 0.8149

316/316 [==============================] - 76s 240ms/step - loss: 0.3857 - accuracy: 0.8149 - val_loss: 0.2350 - val_accuracy: 0.9136
Epoch 43/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.3275 - accuracy: 0.7500
  2/316 [..............................] - ETA: 1:06 - loss: 0.3729 - accuracy: 0.7812
  3/316 [..............................] - ETA: 1:02 - loss: 0.4715 - accuracy: 0.7083
  4/316 [..............................] - ETA: 1:02 - loss: 0.4804 - accuracy: 0.7188
  5/316 [..............................] - ETA: 1:01 - loss: 0.4121 - accuracy: 0.7750
  6/316 [..............................] - ETA: 1:00 - loss: 0.4538 - accuracy: 0.7604
  7/316 [..............................] - ETA: 59s - loss: 0.4334 - accuracy: 0.7679 
  8/316 [..............................] - ETA: 59s - loss: 0.4142 - accuracy: 0.7891
  9/316 [..............................] - ETA: 58s - loss: 0.4212 - accuracy: 0.7917
 10/316 [..............................] - ETA: 58s - loss: 0.4335 - accuracy: 0.7812
 11/316 [>.............................] - ETA: 59s - loss: 0.4358 - accuracy: 0.7841
 12/316 [>.............................] - ETA: 58s - loss: 0.4384 - accuracy: 0.7865
 13/316 [>.............................] - ETA: 58s - loss: 0.4433 - accuracy: 0.7740
 14/316 [>.............................] - ETA: 58s - loss: 0.4290 - accuracy: 0.7857
 15/316 [>.............................] - ETA: 57s - loss: 0.4315 - accuracy: 0.7875
 16/316 [>.............................] - ETA: 57s - loss: 0.4483 - accuracy: 0.7812
 17/316 [>.............................] - ETA: 57s - loss: 0.4462 - accuracy: 0.7757
 18/316 [>.............................] - ETA: 57s - loss: 0.4371 - accuracy: 0.7812
 19/316 [>.............................] - ETA: 57s - loss: 0.4338 - accuracy: 0.7796
 20/316 [>.............................] - ETA: 1:02 - loss: 0.4317 - accuracy: 0.7781
 21/316 [>.............................] - ETA: 1:06 - loss: 0.4236 - accuracy: 0.7827
 22/316 [=>............................] - ETA: 1:06 - loss: 0.4245 - accuracy: 0.7869
 23/316 [=>............................] - ETA: 1:05 - loss: 0.4224 - accuracy: 0.7880
 24/316 [=>............................] - ETA: 1:04 - loss: 0.4172 - accuracy: 0.7917
 25/316 [=>............................] - ETA: 1:04 - loss: 0.4145 - accuracy: 0.7950
 26/316 [=>............................] - ETA: 1:03 - loss: 0.4120 - accuracy: 0.7957
 27/316 [=>............................] - ETA: 1:03 - loss: 0.4006 - accuracy: 0.8009
 28/316 [=>............................] - ETA: 1:02 - loss: 0.4040 - accuracy: 0.7969
 29/316 [=>............................] - ETA: 1:02 - loss: 0.3993 - accuracy: 0.7996
 30/316 [=>............................] - ETA: 1:01 - loss: 0.3902 - accuracy: 0.8062
 31/316 [=>............................] - ETA: 1:01 - loss: 0.3926 - accuracy: 0.8004
 32/316 [==>...........................] - ETA: 1:00 - loss: 0.3861 - accuracy: 0.8047
 33/316 [==>...........................] - ETA: 1:00 - loss: 0.3795 - accuracy: 0.8106
 34/316 [==>...........................] - ETA: 59s - loss: 0.3809 - accuracy: 0.8088 
 35/316 [==>...........................] - ETA: 59s - loss: 0.3848 - accuracy: 0.8089
 36/316 [==>...........................] - ETA: 59s - loss: 0.3827 - accuracy: 0.8108
 37/316 [==>...........................] - ETA: 1:01 - loss: 0.3812 - accuracy: 0.8091
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.3809 - accuracy: 0.8109
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3775 - accuracy: 0.8125
 40/316 [==>...........................] - ETA: 1:03 - loss: 0.3714 - accuracy: 0.8172
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.3682 - accuracy: 0.8201
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.3640 - accuracy: 0.8229
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.3609 - accuracy: 0.8241
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.3574 - accuracy: 0.8253
 45/316 [===>..........................] - ETA: 1:00 - loss: 0.3594 - accuracy: 0.8222
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.3631 - accuracy: 0.8207
 47/316 [===>..........................] - ETA: 1:00 - loss: 0.3643 - accuracy: 0.8218
 48/316 [===>..........................] - ETA: 59s - loss: 0.3663 - accuracy: 0.8216 
 49/316 [===>..........................] - ETA: 59s - loss: 0.3645 - accuracy: 0.8227
 50/316 [===>..........................] - ETA: 58s - loss: 0.3656 - accuracy: 0.8213
 51/316 [===>..........................] - ETA: 58s - loss: 0.3657 - accuracy: 0.8223
 52/316 [===>..........................] - ETA: 58s - loss: 0.3632 - accuracy: 0.8245
 53/316 [====>.........................] - ETA: 57s - loss: 0.3659 - accuracy: 0.8231
 54/316 [====>.........................] - ETA: 59s - loss: 0.3697 - accuracy: 0.8229
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3654 - accuracy: 0.8239
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3616 - accuracy: 0.8248
 57/316 [====>.........................] - ETA: 59s - loss: 0.3658 - accuracy: 0.8235 
 58/316 [====>.........................] - ETA: 59s - loss: 0.3623 - accuracy: 0.8254
 59/316 [====>.........................] - ETA: 59s - loss: 0.3664 - accuracy: 0.8242
 60/316 [====>.........................] - ETA: 58s - loss: 0.3633 - accuracy: 0.8260
 61/316 [====>.........................] - ETA: 58s - loss: 0.3628 - accuracy: 0.8279
 62/316 [====>.........................] - ETA: 57s - loss: 0.3625 - accuracy: 0.8276
 63/316 [====>.........................] - ETA: 57s - loss: 0.3629 - accuracy: 0.8264
 64/316 [=====>........................] - ETA: 57s - loss: 0.3649 - accuracy: 0.8252
 65/316 [=====>........................] - ETA: 56s - loss: 0.3703 - accuracy: 0.8231
 66/316 [=====>........................] - ETA: 56s - loss: 0.3710 - accuracy: 0.8229
 67/316 [=====>........................] - ETA: 56s - loss: 0.3755 - accuracy: 0.8218
 68/316 [=====>........................] - ETA: 55s - loss: 0.3735 - accuracy: 0.8235
 69/316 [=====>........................] - ETA: 55s - loss: 0.3736 - accuracy: 0.8243
 70/316 [=====>........................] - ETA: 54s - loss: 0.3745 - accuracy: 0.8232
 71/316 [=====>........................] - ETA: 55s - loss: 0.3754 - accuracy: 0.8231
 72/316 [=====>........................] - ETA: 56s - loss: 0.3778 - accuracy: 0.8203
 73/316 [=====>........................] - ETA: 56s - loss: 0.3770 - accuracy: 0.8193
 74/316 [======>.......................] - ETA: 56s - loss: 0.3773 - accuracy: 0.8184
 75/316 [======>.......................] - ETA: 55s - loss: 0.3774 - accuracy: 0.8192
 76/316 [======>.......................] - ETA: 55s - loss: 0.3787 - accuracy: 0.8183
 77/316 [======>.......................] - ETA: 55s - loss: 0.3783 - accuracy: 0.8182
 78/316 [======>.......................] - ETA: 54s - loss: 0.3778 - accuracy: 0.8181
 79/316 [======>.......................] - ETA: 54s - loss: 0.3777 - accuracy: 0.8180
 80/316 [======>.......................] - ETA: 54s - loss: 0.3784 - accuracy: 0.8172
 81/316 [======>.......................] - ETA: 53s - loss: 0.3760 - accuracy: 0.8194
 82/316 [======>.......................] - ETA: 53s - loss: 0.3769 - accuracy: 0.8186
 83/316 [======>.......................] - ETA: 53s - loss: 0.3792 - accuracy: 0.8170
 84/316 [======>.......................] - ETA: 52s - loss: 0.3795 - accuracy: 0.8162
 85/316 [=======>......................] - ETA: 52s - loss: 0.3796 - accuracy: 0.8162
 86/316 [=======>......................] - ETA: 52s - loss: 0.3829 - accuracy: 0.8147
 87/316 [=======>......................] - ETA: 51s - loss: 0.3807 - accuracy: 0.8154
 88/316 [=======>......................] - ETA: 52s - loss: 0.3826 - accuracy: 0.8153
 89/316 [=======>......................] - ETA: 52s - loss: 0.3844 - accuracy: 0.8139
 90/316 [=======>......................] - ETA: 52s - loss: 0.3833 - accuracy: 0.8139
 91/316 [=======>......................] - ETA: 52s - loss: 0.3821 - accuracy: 0.8146
 92/316 [=======>......................] - ETA: 51s - loss: 0.3802 - accuracy: 0.8166
 93/316 [=======>......................] - ETA: 51s - loss: 0.3800 - accuracy: 0.8152
 94/316 [=======>......................] - ETA: 51s - loss: 0.3791 - accuracy: 0.8158
 95/316 [========>.....................] - ETA: 50s - loss: 0.3785 - accuracy: 0.8151
 96/316 [========>.....................] - ETA: 50s - loss: 0.3785 - accuracy: 0.8151
 97/316 [========>.....................] - ETA: 50s - loss: 0.3775 - accuracy: 0.8157
 98/316 [========>.....................] - ETA: 49s - loss: 0.3771 - accuracy: 0.8151
 99/316 [========>.....................] - ETA: 49s - loss: 0.3783 - accuracy: 0.8138
100/316 [========>.....................] - ETA: 49s - loss: 0.3773 - accuracy: 0.8138
101/316 [========>.....................] - ETA: 49s - loss: 0.3770 - accuracy: 0.8131
102/316 [========>.....................] - ETA: 48s - loss: 0.3748 - accuracy: 0.8150
103/316 [========>.....................] - ETA: 48s - loss: 0.3736 - accuracy: 0.8155
104/316 [========>.....................] - ETA: 48s - loss: 0.3741 - accuracy: 0.8149
105/316 [========>.....................] - ETA: 47s - loss: 0.3771 - accuracy: 0.8137
106/316 [=========>....................] - ETA: 48s - loss: 0.3775 - accuracy: 0.8131
107/316 [=========>....................] - ETA: 48s - loss: 0.3760 - accuracy: 0.8143
108/316 [=========>....................] - ETA: 48s - loss: 0.3741 - accuracy: 0.8160
109/316 [=========>....................] - ETA: 48s - loss: 0.3753 - accuracy: 0.8148
110/316 [=========>....................] - ETA: 47s - loss: 0.3741 - accuracy: 0.8148
111/316 [=========>....................] - ETA: 47s - loss: 0.3731 - accuracy: 0.8159
112/316 [=========>....................] - ETA: 47s - loss: 0.3728 - accuracy: 0.8158
113/316 [=========>....................] - ETA: 46s - loss: 0.3705 - accuracy: 0.8175
114/316 [=========>....................] - ETA: 46s - loss: 0.3695 - accuracy: 0.8180
115/316 [=========>....................] - ETA: 46s - loss: 0.3678 - accuracy: 0.8190
116/316 [==========>...................] - ETA: 45s - loss: 0.3691 - accuracy: 0.8184
117/316 [==========>...................] - ETA: 45s - loss: 0.3698 - accuracy: 0.8184
118/316 [==========>...................] - ETA: 45s - loss: 0.3715 - accuracy: 0.8167
119/316 [==========>...................] - ETA: 45s - loss: 0.3733 - accuracy: 0.8162
120/316 [==========>...................] - ETA: 44s - loss: 0.3716 - accuracy: 0.8172
121/316 [==========>...................] - ETA: 44s - loss: 0.3705 - accuracy: 0.8177
122/316 [==========>...................] - ETA: 44s - loss: 0.3727 - accuracy: 0.8161
123/316 [==========>...................] - ETA: 44s - loss: 0.3733 - accuracy: 0.8155
124/316 [==========>...................] - ETA: 44s - loss: 0.3722 - accuracy: 0.8160
125/316 [==========>...................] - ETA: 44s - loss: 0.3719 - accuracy: 0.8160
126/316 [==========>...................] - ETA: 44s - loss: 0.3711 - accuracy: 0.8170
127/316 [===========>..................] - ETA: 43s - loss: 0.3710 - accuracy: 0.8169
128/316 [===========>..................] - ETA: 43s - loss: 0.3715 - accuracy: 0.8164
129/316 [===========>..................] - ETA: 43s - loss: 0.3710 - accuracy: 0.8169
130/316 [===========>..................] - ETA: 43s - loss: 0.3718 - accuracy: 0.8173
131/316 [===========>..................] - ETA: 42s - loss: 0.3735 - accuracy: 0.8173
132/316 [===========>..................] - ETA: 42s - loss: 0.3729 - accuracy: 0.8177
133/316 [===========>..................] - ETA: 42s - loss: 0.3717 - accuracy: 0.8186
134/316 [===========>..................] - ETA: 41s - loss: 0.3721 - accuracy: 0.8186
135/316 [===========>..................] - ETA: 41s - loss: 0.3721 - accuracy: 0.8190
136/316 [===========>..................] - ETA: 41s - loss: 0.3717 - accuracy: 0.8189
137/316 [============>.................] - ETA: 41s - loss: 0.3719 - accuracy: 0.8180
138/316 [============>.................] - ETA: 40s - loss: 0.3725 - accuracy: 0.8175
139/316 [============>.................] - ETA: 40s - loss: 0.3717 - accuracy: 0.8183
140/316 [============>.................] - ETA: 40s - loss: 0.3713 - accuracy: 0.8188
141/316 [============>.................] - ETA: 39s - loss: 0.3701 - accuracy: 0.8196
142/316 [============>.................] - ETA: 39s - loss: 0.3692 - accuracy: 0.8204
143/316 [============>.................] - ETA: 39s - loss: 0.3697 - accuracy: 0.8199
144/316 [============>.................] - ETA: 39s - loss: 0.3684 - accuracy: 0.8207
145/316 [============>.................] - ETA: 38s - loss: 0.3688 - accuracy: 0.8198
146/316 [============>.................] - ETA: 39s - loss: 0.3677 - accuracy: 0.8211
147/316 [============>.................] - ETA: 39s - loss: 0.3662 - accuracy: 0.8219
148/316 [=============>................] - ETA: 38s - loss: 0.3672 - accuracy: 0.8209
149/316 [=============>................] - ETA: 38s - loss: 0.3667 - accuracy: 0.8217
150/316 [=============>................] - ETA: 38s - loss: 0.3663 - accuracy: 0.8221
151/316 [=============>................] - ETA: 38s - loss: 0.3660 - accuracy: 0.8224
152/316 [=============>................] - ETA: 37s - loss: 0.3670 - accuracy: 0.8224
153/316 [=============>................] - ETA: 37s - loss: 0.3666 - accuracy: 0.8227
154/316 [=============>................] - ETA: 37s - loss: 0.3690 - accuracy: 0.8218
155/316 [=============>................] - ETA: 36s - loss: 0.3687 - accuracy: 0.8222
156/316 [=============>................] - ETA: 36s - loss: 0.3708 - accuracy: 0.8205
157/316 [=============>................] - ETA: 36s - loss: 0.3702 - accuracy: 0.8209
158/316 [==============>...............] - ETA: 36s - loss: 0.3692 - accuracy: 0.8212
159/316 [==============>...............] - ETA: 35s - loss: 0.3702 - accuracy: 0.8200
160/316 [==============>...............] - ETA: 35s - loss: 0.3721 - accuracy: 0.8184
161/316 [==============>...............] - ETA: 35s - loss: 0.3719 - accuracy: 0.8183
162/316 [==============>...............] - ETA: 35s - loss: 0.3724 - accuracy: 0.8175
163/316 [==============>...............] - ETA: 35s - loss: 0.3721 - accuracy: 0.8171
164/316 [==============>...............] - ETA: 35s - loss: 0.3728 - accuracy: 0.8167
165/316 [==============>...............] - ETA: 34s - loss: 0.3732 - accuracy: 0.8163
166/316 [==============>...............] - ETA: 34s - loss: 0.3735 - accuracy: 0.8159
167/316 [==============>...............] - ETA: 34s - loss: 0.3730 - accuracy: 0.8162
168/316 [==============>...............] - ETA: 34s - loss: 0.3728 - accuracy: 0.8166
169/316 [===============>..............] - ETA: 33s - loss: 0.3731 - accuracy: 0.8162
170/316 [===============>..............] - ETA: 33s - loss: 0.3729 - accuracy: 0.8162
171/316 [===============>..............] - ETA: 33s - loss: 0.3725 - accuracy: 0.8162
172/316 [===============>..............] - ETA: 33s - loss: 0.3723 - accuracy: 0.8158
173/316 [===============>..............] - ETA: 32s - loss: 0.3729 - accuracy: 0.8158
174/316 [===============>..............] - ETA: 32s - loss: 0.3729 - accuracy: 0.8154
175/316 [===============>..............] - ETA: 32s - loss: 0.3723 - accuracy: 0.8161
176/316 [===============>..............] - ETA: 32s - loss: 0.3722 - accuracy: 0.8164
177/316 [===============>..............] - ETA: 31s - loss: 0.3729 - accuracy: 0.8157
178/316 [===============>..............] - ETA: 31s - loss: 0.3726 - accuracy: 0.8160
179/316 [===============>..............] - ETA: 31s - loss: 0.3723 - accuracy: 0.8163
180/316 [================>.............] - ETA: 31s - loss: 0.3724 - accuracy: 0.8167
181/316 [================>.............] - ETA: 31s - loss: 0.3716 - accuracy: 0.8170
182/316 [================>.............] - ETA: 31s - loss: 0.3708 - accuracy: 0.8177
183/316 [================>.............] - ETA: 30s - loss: 0.3708 - accuracy: 0.8169
184/316 [================>.............] - ETA: 30s - loss: 0.3707 - accuracy: 0.8173
185/316 [================>.............] - ETA: 30s - loss: 0.3706 - accuracy: 0.8176
186/316 [================>.............] - ETA: 30s - loss: 0.3706 - accuracy: 0.8175
187/316 [================>.............] - ETA: 29s - loss: 0.3711 - accuracy: 0.8172
188/316 [================>.............] - ETA: 29s - loss: 0.3702 - accuracy: 0.8175
189/316 [================>.............] - ETA: 29s - loss: 0.3697 - accuracy: 0.8185
190/316 [=================>............] - ETA: 29s - loss: 0.3696 - accuracy: 0.8188
191/316 [=================>............] - ETA: 28s - loss: 0.3697 - accuracy: 0.8190
192/316 [=================>............] - ETA: 28s - loss: 0.3693 - accuracy: 0.8190
193/316 [=================>............] - ETA: 28s - loss: 0.3694 - accuracy: 0.8190
194/316 [=================>............] - ETA: 27s - loss: 0.3698 - accuracy: 0.8186
195/316 [=================>............] - ETA: 27s - loss: 0.3694 - accuracy: 0.8189
196/316 [=================>............] - ETA: 27s - loss: 0.3700 - accuracy: 0.8189
197/316 [=================>............] - ETA: 27s - loss: 0.3707 - accuracy: 0.8182
198/316 [=================>............] - ETA: 27s - loss: 0.3715 - accuracy: 0.8172
199/316 [=================>............] - ETA: 27s - loss: 0.3713 - accuracy: 0.8172
200/316 [=================>............] - ETA: 26s - loss: 0.3715 - accuracy: 0.8166
201/316 [==================>...........] - ETA: 26s - loss: 0.3714 - accuracy: 0.8162
202/316 [==================>...........] - ETA: 26s - loss: 0.3734 - accuracy: 0.8147
203/316 [==================>...........] - ETA: 26s - loss: 0.3737 - accuracy: 0.8143
204/316 [==================>...........] - ETA: 25s - loss: 0.3735 - accuracy: 0.8143
205/316 [==================>...........] - ETA: 25s - loss: 0.3742 - accuracy: 0.8137
206/316 [==================>...........] - ETA: 25s - loss: 0.3746 - accuracy: 0.8134
207/316 [==================>...........] - ETA: 25s - loss: 0.3740 - accuracy: 0.8140
208/316 [==================>...........] - ETA: 24s - loss: 0.3738 - accuracy: 0.8143
209/316 [==================>...........] - ETA: 24s - loss: 0.3731 - accuracy: 0.8149
210/316 [==================>...........] - ETA: 24s - loss: 0.3727 - accuracy: 0.8149
211/316 [===================>..........] - ETA: 24s - loss: 0.3734 - accuracy: 0.8149
212/316 [===================>..........] - ETA: 23s - loss: 0.3747 - accuracy: 0.8137
213/316 [===================>..........] - ETA: 23s - loss: 0.3745 - accuracy: 0.8137
214/316 [===================>..........] - ETA: 23s - loss: 0.3749 - accuracy: 0.8134
215/316 [===================>..........] - ETA: 23s - loss: 0.3749 - accuracy: 0.8140
216/316 [===================>..........] - ETA: 22s - loss: 0.3743 - accuracy: 0.8142
217/316 [===================>..........] - ETA: 22s - loss: 0.3739 - accuracy: 0.8145
218/316 [===================>..........] - ETA: 22s - loss: 0.3729 - accuracy: 0.8151
219/316 [===================>..........] - ETA: 22s - loss: 0.3721 - accuracy: 0.8156
220/316 [===================>..........] - ETA: 21s - loss: 0.3718 - accuracy: 0.8159
221/316 [===================>..........] - ETA: 21s - loss: 0.3719 - accuracy: 0.8162
222/316 [====================>.........] - ETA: 21s - loss: 0.3712 - accuracy: 0.8170
223/316 [====================>.........] - ETA: 21s - loss: 0.3714 - accuracy: 0.8167
224/316 [====================>.........] - ETA: 20s - loss: 0.3705 - accuracy: 0.8175
225/316 [====================>.........] - ETA: 20s - loss: 0.3716 - accuracy: 0.8172
226/316 [====================>.........] - ETA: 20s - loss: 0.3714 - accuracy: 0.8175
227/316 [====================>.........] - ETA: 20s - loss: 0.3715 - accuracy: 0.8172
228/316 [====================>.........] - ETA: 20s - loss: 0.3723 - accuracy: 0.8163
229/316 [====================>.........] - ETA: 20s - loss: 0.3723 - accuracy: 0.8160
230/316 [====================>.........] - ETA: 19s - loss: 0.3730 - accuracy: 0.8158
231/316 [====================>.........] - ETA: 19s - loss: 0.3720 - accuracy: 0.8166
232/316 [=====================>........] - ETA: 19s - loss: 0.3735 - accuracy: 0.8160
233/316 [=====================>........] - ETA: 19s - loss: 0.3730 - accuracy: 0.8165
234/316 [=====================>........] - ETA: 18s - loss: 0.3737 - accuracy: 0.8162
235/316 [=====================>........] - ETA: 18s - loss: 0.3738 - accuracy: 0.8162
236/316 [=====================>........] - ETA: 18s - loss: 0.3731 - accuracy: 0.8170
237/316 [=====================>........] - ETA: 18s - loss: 0.3733 - accuracy: 0.8167
238/316 [=====================>........] - ETA: 17s - loss: 0.3736 - accuracy: 0.8159
239/316 [=====================>........] - ETA: 17s - loss: 0.3748 - accuracy: 0.8159
240/316 [=====================>........] - ETA: 17s - loss: 0.3749 - accuracy: 0.8154
241/316 [=====================>........] - ETA: 17s - loss: 0.3750 - accuracy: 0.8156
242/316 [=====================>........] - ETA: 16s - loss: 0.3747 - accuracy: 0.8156
243/316 [======================>.......] - ETA: 16s - loss: 0.3749 - accuracy: 0.8153
244/316 [======================>.......] - ETA: 16s - loss: 0.3756 - accuracy: 0.8151
245/316 [======================>.......] - ETA: 16s - loss: 0.3754 - accuracy: 0.8153
246/316 [======================>.......] - ETA: 16s - loss: 0.3749 - accuracy: 0.8158
247/316 [======================>.......] - ETA: 15s - loss: 0.3751 - accuracy: 0.8158
248/316 [======================>.......] - ETA: 15s - loss: 0.3763 - accuracy: 0.8153
249/316 [======================>.......] - ETA: 15s - loss: 0.3757 - accuracy: 0.8158
250/316 [======================>.......] - ETA: 15s - loss: 0.3759 - accuracy: 0.8152
251/316 [======================>.......] - ETA: 14s - loss: 0.3770 - accuracy: 0.8147
252/316 [======================>.......] - ETA: 14s - loss: 0.3771 - accuracy: 0.8150
253/316 [=======================>......] - ETA: 14s - loss: 0.3783 - accuracy: 0.8140
254/316 [=======================>......] - ETA: 14s - loss: 0.3788 - accuracy: 0.8137
255/316 [=======================>......] - ETA: 13s - loss: 0.3789 - accuracy: 0.8137
256/316 [=======================>......] - ETA: 13s - loss: 0.3787 - accuracy: 0.8137
257/316 [=======================>......] - ETA: 13s - loss: 0.3783 - accuracy: 0.8137
258/316 [=======================>......] - ETA: 13s - loss: 0.3790 - accuracy: 0.8127
259/316 [=======================>......] - ETA: 13s - loss: 0.3786 - accuracy: 0.8127
260/316 [=======================>......] - ETA: 12s - loss: 0.3787 - accuracy: 0.8127
261/316 [=======================>......] - ETA: 12s - loss: 0.3789 - accuracy: 0.8120
262/316 [=======================>......] - ETA: 12s - loss: 0.3807 - accuracy: 0.8113
263/316 [=======================>......] - ETA: 12s - loss: 0.3804 - accuracy: 0.8115
264/316 [========================>.....] - ETA: 11s - loss: 0.3806 - accuracy: 0.8116
265/316 [========================>.....] - ETA: 11s - loss: 0.3802 - accuracy: 0.8120
266/316 [========================>.....] - ETA: 11s - loss: 0.3801 - accuracy: 0.8118
267/316 [========================>.....] - ETA: 11s - loss: 0.3805 - accuracy: 0.8113
268/316 [========================>.....] - ETA: 10s - loss: 0.3808 - accuracy: 0.8113
269/316 [========================>.....] - ETA: 10s - loss: 0.3805 - accuracy: 0.8118
270/316 [========================>.....] - ETA: 10s - loss: 0.3803 - accuracy: 0.8118
271/316 [========================>.....] - ETA: 10s - loss: 0.3803 - accuracy: 0.8118
272/316 [========================>.....] - ETA: 9s - loss: 0.3802 - accuracy: 0.8116 
273/316 [========================>.....] - ETA: 9s - loss: 0.3809 - accuracy: 0.8114
274/316 [=========================>....] - ETA: 9s - loss: 0.3813 - accuracy: 0.8111
275/316 [=========================>....] - ETA: 9s - loss: 0.3819 - accuracy: 0.8109
276/316 [=========================>....] - ETA: 9s - loss: 0.3817 - accuracy: 0.8111
277/316 [=========================>....] - ETA: 8s - loss: 0.3823 - accuracy: 0.8105
278/316 [=========================>....] - ETA: 8s - loss: 0.3821 - accuracy: 0.8107
279/316 [=========================>....] - ETA: 8s - loss: 0.3819 - accuracy: 0.8109
280/316 [=========================>....] - ETA: 8s - loss: 0.3820 - accuracy: 0.8109
281/316 [=========================>....] - ETA: 7s - loss: 0.3818 - accuracy: 0.8112
282/316 [=========================>....] - ETA: 7s - loss: 0.3824 - accuracy: 0.8112
283/316 [=========================>....] - ETA: 7s - loss: 0.3824 - accuracy: 0.8110
284/316 [=========================>....] - ETA: 7s - loss: 0.3822 - accuracy: 0.8110
285/316 [==========================>...] - ETA: 7s - loss: 0.3821 - accuracy: 0.8110
286/316 [==========================>...] - ETA: 6s - loss: 0.3818 - accuracy: 0.8114
287/316 [==========================>...] - ETA: 6s - loss: 0.3819 - accuracy: 0.8116
288/316 [==========================>...] - ETA: 6s - loss: 0.3816 - accuracy: 0.8118
289/316 [==========================>...] - ETA: 6s - loss: 0.3818 - accuracy: 0.8116
290/316 [==========================>...] - ETA: 5s - loss: 0.3817 - accuracy: 0.8119
291/316 [==========================>...] - ETA: 5s - loss: 0.3826 - accuracy: 0.8112
292/316 [==========================>...] - ETA: 5s - loss: 0.3823 - accuracy: 0.8116
293/316 [==========================>...] - ETA: 5s - loss: 0.3826 - accuracy: 0.8114
294/316 [==========================>...] - ETA: 5s - loss: 0.3819 - accuracy: 0.8119
295/316 [===========================>..] - ETA: 4s - loss: 0.3815 - accuracy: 0.8121
296/316 [===========================>..] - ETA: 4s - loss: 0.3823 - accuracy: 0.8119
297/316 [===========================>..] - ETA: 4s - loss: 0.3829 - accuracy: 0.8117
298/316 [===========================>..] - ETA: 4s - loss: 0.3824 - accuracy: 0.8121
299/316 [===========================>..] - ETA: 3s - loss: 0.3821 - accuracy: 0.8123
300/316 [===========================>..] - ETA: 3s - loss: 0.3823 - accuracy: 0.8121
301/316 [===========================>..] - ETA: 3s - loss: 0.3817 - accuracy: 0.8125
302/316 [===========================>..] - ETA: 3s - loss: 0.3813 - accuracy: 0.8129
303/316 [===========================>..] - ETA: 2s - loss: 0.3813 - accuracy: 0.8131
304/316 [===========================>..] - ETA: 2s - loss: 0.3814 - accuracy: 0.8131
305/316 [===========================>..] - ETA: 2s - loss: 0.3809 - accuracy: 0.8133
306/316 [============================>.] - ETA: 2s - loss: 0.3816 - accuracy: 0.8129
307/316 [============================>.] - ETA: 2s - loss: 0.3808 - accuracy: 0.8135
308/316 [============================>.] - ETA: 1s - loss: 0.3813 - accuracy: 0.8129
309/316 [============================>.] - ETA: 1s - loss: 0.3819 - accuracy: 0.8131
310/316 [============================>.] - ETA: 1s - loss: 0.3818 - accuracy: 0.8135
311/316 [============================>.] - ETA: 1s - loss: 0.3821 - accuracy: 0.8135
312/316 [============================>.] - ETA: 0s - loss: 0.3827 - accuracy: 0.8129
313/316 [============================>.] - ETA: 0s - loss: 0.3831 - accuracy: 0.8125
314/316 [============================>.] - ETA: 0s - loss: 0.3825 - accuracy: 0.8129
315/316 [============================>.] - ETA: 0s - loss: 0.3822 - accuracy: 0.8131
316/316 [==============================] - 72s 229ms/step - loss: 0.3821 - accuracy: 0.8133

316/316 [==============================] - 76s 240ms/step - loss: 0.3821 - accuracy: 0.8133 - val_loss: 0.2619 - val_accuracy: 0.8946
Epoch 44/100

  1/316 [..............................] - ETA: 1:05 - loss: 0.3215 - accuracy: 0.8125
  2/316 [..............................] - ETA: 1:06 - loss: 0.3437 - accuracy: 0.7812
  3/316 [..............................] - ETA: 1:01 - loss: 0.3390 - accuracy: 0.8125
  4/316 [..............................] - ETA: 1:00 - loss: 0.3483 - accuracy: 0.8125
  5/316 [..............................] - ETA: 59s - loss: 0.3466 - accuracy: 0.8250 
  6/316 [..............................] - ETA: 58s - loss: 0.3888 - accuracy: 0.8125
  7/316 [..............................] - ETA: 58s - loss: 0.3755 - accuracy: 0.8214
  8/316 [..............................] - ETA: 58s - loss: 0.3687 - accuracy: 0.8281
  9/316 [..............................] - ETA: 59s - loss: 0.3799 - accuracy: 0.8264
 10/316 [..............................] - ETA: 58s - loss: 0.3828 - accuracy: 0.8250
 11/316 [>.............................] - ETA: 58s - loss: 0.3687 - accuracy: 0.8239
 12/316 [>.............................] - ETA: 1:01 - loss: 0.3649 - accuracy: 0.8281
 13/316 [>.............................] - ETA: 1:10 - loss: 0.3506 - accuracy: 0.8365
 14/316 [>.............................] - ETA: 1:13 - loss: 0.3451 - accuracy: 0.8438
 15/316 [>.............................] - ETA: 1:12 - loss: 0.3411 - accuracy: 0.8417
 16/316 [>.............................] - ETA: 1:11 - loss: 0.3478 - accuracy: 0.8398
 17/316 [>.............................] - ETA: 1:09 - loss: 0.3696 - accuracy: 0.8272
 18/316 [>.............................] - ETA: 1:08 - loss: 0.3712 - accuracy: 0.8264
 19/316 [>.............................] - ETA: 1:08 - loss: 0.3806 - accuracy: 0.8191
 20/316 [>.............................] - ETA: 1:07 - loss: 0.3800 - accuracy: 0.8188
 21/316 [>.............................] - ETA: 1:06 - loss: 0.3784 - accuracy: 0.8185
 22/316 [=>............................] - ETA: 1:05 - loss: 0.3953 - accuracy: 0.8097
 23/316 [=>............................] - ETA: 1:05 - loss: 0.3967 - accuracy: 0.8071
 24/316 [=>............................] - ETA: 1:04 - loss: 0.3861 - accuracy: 0.8151
 25/316 [=>............................] - ETA: 1:03 - loss: 0.3859 - accuracy: 0.8175
 26/316 [=>............................] - ETA: 1:03 - loss: 0.3864 - accuracy: 0.8173
 27/316 [=>............................] - ETA: 1:02 - loss: 0.3910 - accuracy: 0.8171
 28/316 [=>............................] - ETA: 1:02 - loss: 0.3973 - accuracy: 0.8103
 29/316 [=>............................] - ETA: 1:02 - loss: 0.3998 - accuracy: 0.8103
 30/316 [=>............................] - ETA: 1:05 - loss: 0.3946 - accuracy: 0.8146
 31/316 [=>............................] - ETA: 1:08 - loss: 0.4015 - accuracy: 0.8085
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.4044 - accuracy: 0.8066
 33/316 [==>...........................] - ETA: 1:06 - loss: 0.3993 - accuracy: 0.8106
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3967 - accuracy: 0.8107
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3958 - accuracy: 0.8107
 36/316 [==>...........................] - ETA: 1:04 - loss: 0.3958 - accuracy: 0.8108
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3947 - accuracy: 0.8125
 38/316 [==>...........................] - ETA: 1:03 - loss: 0.3979 - accuracy: 0.8092
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3950 - accuracy: 0.8109
 40/316 [==>...........................] - ETA: 1:02 - loss: 0.3977 - accuracy: 0.8062
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.4028 - accuracy: 0.8034
 42/316 [==>...........................] - ETA: 1:01 - loss: 0.4044 - accuracy: 0.8021
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.4007 - accuracy: 0.8052
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.3970 - accuracy: 0.8068
 45/316 [===>..........................] - ETA: 1:00 - loss: 0.3957 - accuracy: 0.8083
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.3994 - accuracy: 0.8016
 47/316 [===>..........................] - ETA: 1:02 - loss: 0.3995 - accuracy: 0.8032
 48/316 [===>..........................] - ETA: 1:03 - loss: 0.4007 - accuracy: 0.8021
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.4014 - accuracy: 0.8023
 50/316 [===>..........................] - ETA: 1:02 - loss: 0.3964 - accuracy: 0.8062
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3966 - accuracy: 0.8051
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.3960 - accuracy: 0.8053
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3927 - accuracy: 0.8090
 54/316 [====>.........................] - ETA: 1:00 - loss: 0.3906 - accuracy: 0.8102
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3909 - accuracy: 0.8091
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3882 - accuracy: 0.8125
 57/316 [====>.........................] - ETA: 59s - loss: 0.3863 - accuracy: 0.8125 
 58/316 [====>.........................] - ETA: 59s - loss: 0.3836 - accuracy: 0.8147
 59/316 [====>.........................] - ETA: 58s - loss: 0.3827 - accuracy: 0.8146
 60/316 [====>.........................] - ETA: 58s - loss: 0.3825 - accuracy: 0.8135
 61/316 [====>.........................] - ETA: 58s - loss: 0.3809 - accuracy: 0.8145
 62/316 [====>.........................] - ETA: 57s - loss: 0.3818 - accuracy: 0.8135
 63/316 [====>.........................] - ETA: 57s - loss: 0.3804 - accuracy: 0.8155
 64/316 [=====>........................] - ETA: 58s - loss: 0.3823 - accuracy: 0.8145
 65/316 [=====>........................] - ETA: 59s - loss: 0.3827 - accuracy: 0.8144
 66/316 [=====>........................] - ETA: 59s - loss: 0.3844 - accuracy: 0.8125
 67/316 [=====>........................] - ETA: 58s - loss: 0.3874 - accuracy: 0.8116
 68/316 [=====>........................] - ETA: 58s - loss: 0.3864 - accuracy: 0.8125
 69/316 [=====>........................] - ETA: 57s - loss: 0.3874 - accuracy: 0.8125
 70/316 [=====>........................] - ETA: 57s - loss: 0.3855 - accuracy: 0.8134
 71/316 [=====>........................] - ETA: 57s - loss: 0.3842 - accuracy: 0.8143
 72/316 [=====>........................] - ETA: 56s - loss: 0.3834 - accuracy: 0.8151
 73/316 [=====>........................] - ETA: 56s - loss: 0.3841 - accuracy: 0.8151
 74/316 [======>.......................] - ETA: 56s - loss: 0.3826 - accuracy: 0.8159
 75/316 [======>.......................] - ETA: 55s - loss: 0.3844 - accuracy: 0.8150
 76/316 [======>.......................] - ETA: 55s - loss: 0.3840 - accuracy: 0.8141
 77/316 [======>.......................] - ETA: 54s - loss: 0.3832 - accuracy: 0.8141
 78/316 [======>.......................] - ETA: 54s - loss: 0.3813 - accuracy: 0.8149
 79/316 [======>.......................] - ETA: 54s - loss: 0.3797 - accuracy: 0.8157
 80/316 [======>.......................] - ETA: 53s - loss: 0.3794 - accuracy: 0.8156
 81/316 [======>.......................] - ETA: 54s - loss: 0.3776 - accuracy: 0.8171
 82/316 [======>.......................] - ETA: 54s - loss: 0.3755 - accuracy: 0.8186
 83/316 [======>.......................] - ETA: 54s - loss: 0.3751 - accuracy: 0.8185
 84/316 [======>.......................] - ETA: 54s - loss: 0.3746 - accuracy: 0.8177
 85/316 [=======>......................] - ETA: 54s - loss: 0.3754 - accuracy: 0.8176
 86/316 [=======>......................] - ETA: 53s - loss: 0.3769 - accuracy: 0.8161
 87/316 [=======>......................] - ETA: 53s - loss: 0.3755 - accuracy: 0.8175
 88/316 [=======>......................] - ETA: 53s - loss: 0.3746 - accuracy: 0.8182
 89/316 [=======>......................] - ETA: 52s - loss: 0.3742 - accuracy: 0.8181
 90/316 [=======>......................] - ETA: 52s - loss: 0.3736 - accuracy: 0.8181
 91/316 [=======>......................] - ETA: 52s - loss: 0.3750 - accuracy: 0.8173
 92/316 [=======>......................] - ETA: 51s - loss: 0.3740 - accuracy: 0.8186
 93/316 [=======>......................] - ETA: 51s - loss: 0.3721 - accuracy: 0.8199
 94/316 [=======>......................] - ETA: 51s - loss: 0.3718 - accuracy: 0.8198
 95/316 [========>.....................] - ETA: 50s - loss: 0.3737 - accuracy: 0.8184
 96/316 [========>.....................] - ETA: 50s - loss: 0.3747 - accuracy: 0.8184
 97/316 [========>.....................] - ETA: 50s - loss: 0.3780 - accuracy: 0.8164
 98/316 [========>.....................] - ETA: 49s - loss: 0.3779 - accuracy: 0.8163
 99/316 [========>.....................] - ETA: 50s - loss: 0.3785 - accuracy: 0.8157
100/316 [========>.....................] - ETA: 50s - loss: 0.3778 - accuracy: 0.8163
101/316 [========>.....................] - ETA: 50s - loss: 0.3771 - accuracy: 0.8175
102/316 [========>.....................] - ETA: 50s - loss: 0.3760 - accuracy: 0.8180
103/316 [========>.....................] - ETA: 49s - loss: 0.3751 - accuracy: 0.8186
104/316 [========>.....................] - ETA: 49s - loss: 0.3753 - accuracy: 0.8185
105/316 [========>.....................] - ETA: 49s - loss: 0.3754 - accuracy: 0.8185
106/316 [=========>....................] - ETA: 48s - loss: 0.3736 - accuracy: 0.8196
107/316 [=========>....................] - ETA: 48s - loss: 0.3731 - accuracy: 0.8195
108/316 [=========>....................] - ETA: 48s - loss: 0.3736 - accuracy: 0.8183
109/316 [=========>....................] - ETA: 47s - loss: 0.3743 - accuracy: 0.8171
110/316 [=========>....................] - ETA: 47s - loss: 0.3757 - accuracy: 0.8153
111/316 [=========>....................] - ETA: 47s - loss: 0.3774 - accuracy: 0.8136
112/316 [=========>....................] - ETA: 47s - loss: 0.3766 - accuracy: 0.8142
113/316 [=========>....................] - ETA: 46s - loss: 0.3780 - accuracy: 0.8136
114/316 [=========>....................] - ETA: 46s - loss: 0.3782 - accuracy: 0.8136
115/316 [=========>....................] - ETA: 46s - loss: 0.3795 - accuracy: 0.8136
116/316 [==========>...................] - ETA: 46s - loss: 0.3813 - accuracy: 0.8120
117/316 [==========>...................] - ETA: 46s - loss: 0.3824 - accuracy: 0.8114
118/316 [==========>...................] - ETA: 46s - loss: 0.3814 - accuracy: 0.8114
119/316 [==========>...................] - ETA: 46s - loss: 0.3822 - accuracy: 0.8114
120/316 [==========>...................] - ETA: 45s - loss: 0.3813 - accuracy: 0.8115
121/316 [==========>...................] - ETA: 45s - loss: 0.3816 - accuracy: 0.8115
122/316 [==========>...................] - ETA: 45s - loss: 0.3832 - accuracy: 0.8105
123/316 [==========>...................] - ETA: 45s - loss: 0.3844 - accuracy: 0.8089
124/316 [==========>...................] - ETA: 44s - loss: 0.3847 - accuracy: 0.8085
125/316 [==========>...................] - ETA: 44s - loss: 0.3855 - accuracy: 0.8085
126/316 [==========>...................] - ETA: 44s - loss: 0.3860 - accuracy: 0.8080
127/316 [===========>..................] - ETA: 43s - loss: 0.3868 - accuracy: 0.8081
128/316 [===========>..................] - ETA: 43s - loss: 0.3861 - accuracy: 0.8086
129/316 [===========>..................] - ETA: 43s - loss: 0.3854 - accuracy: 0.8091
130/316 [===========>..................] - ETA: 42s - loss: 0.3847 - accuracy: 0.8096
131/316 [===========>..................] - ETA: 42s - loss: 0.3829 - accuracy: 0.8111
132/316 [===========>..................] - ETA: 42s - loss: 0.3826 - accuracy: 0.8111
133/316 [===========>..................] - ETA: 42s - loss: 0.3818 - accuracy: 0.8116
134/316 [===========>..................] - ETA: 42s - loss: 0.3819 - accuracy: 0.8120
135/316 [===========>..................] - ETA: 42s - loss: 0.3802 - accuracy: 0.8130
136/316 [===========>..................] - ETA: 42s - loss: 0.3809 - accuracy: 0.8134
137/316 [============>.................] - ETA: 41s - loss: 0.3801 - accuracy: 0.8139
138/316 [============>.................] - ETA: 41s - loss: 0.3796 - accuracy: 0.8139
139/316 [============>.................] - ETA: 41s - loss: 0.3795 - accuracy: 0.8134
140/316 [============>.................] - ETA: 41s - loss: 0.3794 - accuracy: 0.8138
141/316 [============>.................] - ETA: 40s - loss: 0.3825 - accuracy: 0.8134
142/316 [============>.................] - ETA: 40s - loss: 0.3825 - accuracy: 0.8134
143/316 [============>.................] - ETA: 40s - loss: 0.3844 - accuracy: 0.8129
144/316 [============>.................] - ETA: 39s - loss: 0.3849 - accuracy: 0.8125
145/316 [============>.................] - ETA: 39s - loss: 0.3844 - accuracy: 0.8134
146/316 [============>.................] - ETA: 39s - loss: 0.3833 - accuracy: 0.8138
147/316 [============>.................] - ETA: 39s - loss: 0.3839 - accuracy: 0.8129
148/316 [=============>................] - ETA: 38s - loss: 0.3839 - accuracy: 0.8121
149/316 [=============>................] - ETA: 38s - loss: 0.3847 - accuracy: 0.8112
150/316 [=============>................] - ETA: 38s - loss: 0.3849 - accuracy: 0.8112
151/316 [=============>................] - ETA: 37s - loss: 0.3847 - accuracy: 0.8117
152/316 [=============>................] - ETA: 37s - loss: 0.3852 - accuracy: 0.8113
153/316 [=============>................] - ETA: 37s - loss: 0.3849 - accuracy: 0.8121
154/316 [=============>................] - ETA: 37s - loss: 0.3843 - accuracy: 0.8129
155/316 [=============>................] - ETA: 36s - loss: 0.3841 - accuracy: 0.8129
156/316 [=============>................] - ETA: 37s - loss: 0.3845 - accuracy: 0.8121
157/316 [=============>................] - ETA: 37s - loss: 0.3852 - accuracy: 0.8121
158/316 [==============>...............] - ETA: 36s - loss: 0.3852 - accuracy: 0.8121
159/316 [==============>...............] - ETA: 36s - loss: 0.3842 - accuracy: 0.8129
160/316 [==============>...............] - ETA: 36s - loss: 0.3865 - accuracy: 0.8117
161/316 [==============>...............] - ETA: 36s - loss: 0.3870 - accuracy: 0.8113
162/316 [==============>...............] - ETA: 35s - loss: 0.3867 - accuracy: 0.8117
163/316 [==============>...............] - ETA: 35s - loss: 0.3865 - accuracy: 0.8117
164/316 [==============>...............] - ETA: 35s - loss: 0.3858 - accuracy: 0.8121
165/316 [==============>...............] - ETA: 34s - loss: 0.3860 - accuracy: 0.8114
166/316 [==============>...............] - ETA: 34s - loss: 0.3865 - accuracy: 0.8110
167/316 [==============>...............] - ETA: 34s - loss: 0.3861 - accuracy: 0.8106
168/316 [==============>...............] - ETA: 34s - loss: 0.3848 - accuracy: 0.8114
169/316 [===============>..............] - ETA: 33s - loss: 0.3840 - accuracy: 0.8121
170/316 [===============>..............] - ETA: 33s - loss: 0.3847 - accuracy: 0.8114
171/316 [===============>..............] - ETA: 33s - loss: 0.3848 - accuracy: 0.8107
172/316 [===============>..............] - ETA: 33s - loss: 0.3840 - accuracy: 0.8110
173/316 [===============>..............] - ETA: 33s - loss: 0.3839 - accuracy: 0.8111
174/316 [===============>..............] - ETA: 33s - loss: 0.3837 - accuracy: 0.8114
175/316 [===============>..............] - ETA: 32s - loss: 0.3836 - accuracy: 0.8114
176/316 [===============>..............] - ETA: 32s - loss: 0.3846 - accuracy: 0.8104
177/316 [===============>..............] - ETA: 32s - loss: 0.3849 - accuracy: 0.8104
178/316 [===============>..............] - ETA: 32s - loss: 0.3842 - accuracy: 0.8111
179/316 [===============>..............] - ETA: 31s - loss: 0.3853 - accuracy: 0.8101
180/316 [================>.............] - ETA: 31s - loss: 0.3848 - accuracy: 0.8104
181/316 [================>.............] - ETA: 31s - loss: 0.3854 - accuracy: 0.8104
182/316 [================>.............] - ETA: 31s - loss: 0.3857 - accuracy: 0.8104
183/316 [================>.............] - ETA: 30s - loss: 0.3847 - accuracy: 0.8111
184/316 [================>.............] - ETA: 30s - loss: 0.3848 - accuracy: 0.8111
185/316 [================>.............] - ETA: 30s - loss: 0.3854 - accuracy: 0.8105
186/316 [================>.............] - ETA: 30s - loss: 0.3851 - accuracy: 0.8105
187/316 [================>.............] - ETA: 29s - loss: 0.3852 - accuracy: 0.8102
188/316 [================>.............] - ETA: 29s - loss: 0.3853 - accuracy: 0.8105
189/316 [================>.............] - ETA: 29s - loss: 0.3855 - accuracy: 0.8102
190/316 [=================>............] - ETA: 29s - loss: 0.3846 - accuracy: 0.8109
191/316 [=================>............] - ETA: 29s - loss: 0.3846 - accuracy: 0.8102
192/316 [=================>............] - ETA: 28s - loss: 0.3847 - accuracy: 0.8102
193/316 [=================>............] - ETA: 28s - loss: 0.3839 - accuracy: 0.8109
194/316 [=================>............] - ETA: 28s - loss: 0.3834 - accuracy: 0.8112
195/316 [=================>............] - ETA: 28s - loss: 0.3848 - accuracy: 0.8103
196/316 [=================>............] - ETA: 27s - loss: 0.3851 - accuracy: 0.8099
197/316 [=================>............] - ETA: 27s - loss: 0.3858 - accuracy: 0.8096
198/316 [=================>............] - ETA: 27s - loss: 0.3863 - accuracy: 0.8097
199/316 [=================>............] - ETA: 27s - loss: 0.3856 - accuracy: 0.8103
200/316 [=================>............] - ETA: 26s - loss: 0.3856 - accuracy: 0.8097
201/316 [==================>...........] - ETA: 26s - loss: 0.3854 - accuracy: 0.8100
202/316 [==================>...........] - ETA: 26s - loss: 0.3867 - accuracy: 0.8091
203/316 [==================>...........] - ETA: 26s - loss: 0.3863 - accuracy: 0.8097
204/316 [==================>...........] - ETA: 25s - loss: 0.3855 - accuracy: 0.8104
205/316 [==================>...........] - ETA: 25s - loss: 0.3852 - accuracy: 0.8104
206/316 [==================>...........] - ETA: 25s - loss: 0.3844 - accuracy: 0.8110
207/316 [==================>...........] - ETA: 25s - loss: 0.3841 - accuracy: 0.8110
208/316 [==================>...........] - ETA: 25s - loss: 0.3834 - accuracy: 0.8113
209/316 [==================>...........] - ETA: 24s - loss: 0.3842 - accuracy: 0.8104
210/316 [==================>...........] - ETA: 24s - loss: 0.3843 - accuracy: 0.8107
211/316 [===================>..........] - ETA: 24s - loss: 0.3840 - accuracy: 0.8107
212/316 [===================>..........] - ETA: 24s - loss: 0.3835 - accuracy: 0.8110
213/316 [===================>..........] - ETA: 23s - loss: 0.3842 - accuracy: 0.8107
214/316 [===================>..........] - ETA: 23s - loss: 0.3849 - accuracy: 0.8102
215/316 [===================>..........] - ETA: 23s - loss: 0.3845 - accuracy: 0.8102
216/316 [===================>..........] - ETA: 23s - loss: 0.3853 - accuracy: 0.8105
217/316 [===================>..........] - ETA: 22s - loss: 0.3856 - accuracy: 0.8108
218/316 [===================>..........] - ETA: 22s - loss: 0.3849 - accuracy: 0.8114
219/316 [===================>..........] - ETA: 22s - loss: 0.3850 - accuracy: 0.8114
220/316 [===================>..........] - ETA: 22s - loss: 0.3841 - accuracy: 0.8122
221/316 [===================>..........] - ETA: 21s - loss: 0.3835 - accuracy: 0.8128
222/316 [====================>.........] - ETA: 21s - loss: 0.3848 - accuracy: 0.8122
223/316 [====================>.........] - ETA: 21s - loss: 0.3854 - accuracy: 0.8114
224/316 [====================>.........] - ETA: 21s - loss: 0.3844 - accuracy: 0.8122
225/316 [====================>.........] - ETA: 21s - loss: 0.3835 - accuracy: 0.8128
226/316 [====================>.........] - ETA: 21s - loss: 0.3831 - accuracy: 0.8133
227/316 [====================>.........] - ETA: 20s - loss: 0.3824 - accuracy: 0.8133
228/316 [====================>.........] - ETA: 20s - loss: 0.3832 - accuracy: 0.8130
229/316 [====================>.........] - ETA: 20s - loss: 0.3830 - accuracy: 0.8130
230/316 [====================>.........] - ETA: 20s - loss: 0.3825 - accuracy: 0.8133
231/316 [====================>.........] - ETA: 19s - loss: 0.3823 - accuracy: 0.8136
232/316 [=====================>........] - ETA: 19s - loss: 0.3823 - accuracy: 0.8130
233/316 [=====================>........] - ETA: 19s - loss: 0.3830 - accuracy: 0.8122
234/316 [=====================>........] - ETA: 19s - loss: 0.3831 - accuracy: 0.8122
235/316 [=====================>........] - ETA: 18s - loss: 0.3829 - accuracy: 0.8122
236/316 [=====================>........] - ETA: 18s - loss: 0.3828 - accuracy: 0.8122
237/316 [=====================>........] - ETA: 18s - loss: 0.3821 - accuracy: 0.8128
238/316 [=====================>........] - ETA: 18s - loss: 0.3815 - accuracy: 0.8133
239/316 [=====================>........] - ETA: 17s - loss: 0.3812 - accuracy: 0.8133
240/316 [=====================>........] - ETA: 17s - loss: 0.3818 - accuracy: 0.8130
241/316 [=====================>........] - ETA: 17s - loss: 0.3813 - accuracy: 0.8133
242/316 [=====================>........] - ETA: 17s - loss: 0.3811 - accuracy: 0.8135
243/316 [======================>.......] - ETA: 17s - loss: 0.3825 - accuracy: 0.8125
244/316 [======================>.......] - ETA: 16s - loss: 0.3822 - accuracy: 0.8128
245/316 [======================>.......] - ETA: 16s - loss: 0.3828 - accuracy: 0.8120
246/316 [======================>.......] - ETA: 16s - loss: 0.3821 - accuracy: 0.8125
247/316 [======================>.......] - ETA: 16s - loss: 0.3831 - accuracy: 0.8120
248/316 [======================>.......] - ETA: 15s - loss: 0.3829 - accuracy: 0.8120
249/316 [======================>.......] - ETA: 15s - loss: 0.3833 - accuracy: 0.8117
250/316 [======================>.......] - ETA: 15s - loss: 0.3833 - accuracy: 0.8120
251/316 [======================>.......] - ETA: 15s - loss: 0.3833 - accuracy: 0.8118
252/316 [======================>.......] - ETA: 14s - loss: 0.3845 - accuracy: 0.8115
253/316 [=======================>......] - ETA: 14s - loss: 0.3845 - accuracy: 0.8110
254/316 [=======================>......] - ETA: 14s - loss: 0.3853 - accuracy: 0.8103
255/316 [=======================>......] - ETA: 14s - loss: 0.3846 - accuracy: 0.8108
256/316 [=======================>......] - ETA: 13s - loss: 0.3839 - accuracy: 0.8113
257/316 [=======================>......] - ETA: 13s - loss: 0.3843 - accuracy: 0.8113
258/316 [=======================>......] - ETA: 13s - loss: 0.3843 - accuracy: 0.8110
259/316 [=======================>......] - ETA: 13s - loss: 0.3844 - accuracy: 0.8113
260/316 [=======================>......] - ETA: 13s - loss: 0.3885 - accuracy: 0.8111
261/316 [=======================>......] - ETA: 12s - loss: 0.3880 - accuracy: 0.8113
262/316 [=======================>......] - ETA: 12s - loss: 0.3878 - accuracy: 0.8113
263/316 [=======================>......] - ETA: 12s - loss: 0.3876 - accuracy: 0.8111
264/316 [========================>.....] - ETA: 12s - loss: 0.3878 - accuracy: 0.8111
265/316 [========================>.....] - ETA: 11s - loss: 0.3874 - accuracy: 0.8113
266/316 [========================>.....] - ETA: 11s - loss: 0.3876 - accuracy: 0.8113
267/316 [========================>.....] - ETA: 11s - loss: 0.3876 - accuracy: 0.8113
268/316 [========================>.....] - ETA: 11s - loss: 0.3872 - accuracy: 0.8118
269/316 [========================>.....] - ETA: 10s - loss: 0.3873 - accuracy: 0.8116
270/316 [========================>.....] - ETA: 10s - loss: 0.3878 - accuracy: 0.8111
271/316 [========================>.....] - ETA: 10s - loss: 0.3879 - accuracy: 0.8109
272/316 [========================>.....] - ETA: 10s - loss: 0.3876 - accuracy: 0.8114
273/316 [========================>.....] - ETA: 9s - loss: 0.3872 - accuracy: 0.8116 
274/316 [=========================>....] - ETA: 9s - loss: 0.3872 - accuracy: 0.8118
275/316 [=========================>....] - ETA: 9s - loss: 0.3870 - accuracy: 0.8120
276/316 [=========================>....] - ETA: 9s - loss: 0.3872 - accuracy: 0.8118
277/316 [=========================>....] - ETA: 9s - loss: 0.3884 - accuracy: 0.8107
278/316 [=========================>....] - ETA: 8s - loss: 0.3875 - accuracy: 0.8109
279/316 [=========================>....] - ETA: 8s - loss: 0.3875 - accuracy: 0.8109
280/316 [=========================>....] - ETA: 8s - loss: 0.3882 - accuracy: 0.8107
281/316 [=========================>....] - ETA: 8s - loss: 0.3888 - accuracy: 0.8101
282/316 [=========================>....] - ETA: 7s - loss: 0.3891 - accuracy: 0.8101
283/316 [=========================>....] - ETA: 7s - loss: 0.3891 - accuracy: 0.8101
284/316 [=========================>....] - ETA: 7s - loss: 0.3890 - accuracy: 0.8103
285/316 [==========================>...] - ETA: 7s - loss: 0.3895 - accuracy: 0.8096
286/316 [==========================>...] - ETA: 6s - loss: 0.3895 - accuracy: 0.8099
287/316 [==========================>...] - ETA: 6s - loss: 0.3892 - accuracy: 0.8103
288/316 [==========================>...] - ETA: 6s - loss: 0.3893 - accuracy: 0.8101
289/316 [==========================>...] - ETA: 6s - loss: 0.3892 - accuracy: 0.8103
290/316 [==========================>...] - ETA: 6s - loss: 0.3897 - accuracy: 0.8099
291/316 [==========================>...] - ETA: 5s - loss: 0.3897 - accuracy: 0.8101
292/316 [==========================>...] - ETA: 5s - loss: 0.3894 - accuracy: 0.8106
293/316 [==========================>...] - ETA: 5s - loss: 0.3889 - accuracy: 0.8110
294/316 [==========================>...] - ETA: 5s - loss: 0.3886 - accuracy: 0.8112
295/316 [===========================>..] - ETA: 4s - loss: 0.3887 - accuracy: 0.8112
296/316 [===========================>..] - ETA: 4s - loss: 0.3888 - accuracy: 0.8114
297/316 [===========================>..] - ETA: 4s - loss: 0.3885 - accuracy: 0.8114
298/316 [===========================>..] - ETA: 4s - loss: 0.3879 - accuracy: 0.8121
299/316 [===========================>..] - ETA: 3s - loss: 0.3883 - accuracy: 0.8119
300/316 [===========================>..] - ETA: 3s - loss: 0.3884 - accuracy: 0.8117
301/316 [===========================>..] - ETA: 3s - loss: 0.3886 - accuracy: 0.8117
302/316 [===========================>..] - ETA: 3s - loss: 0.3886 - accuracy: 0.8119
303/316 [===========================>..] - ETA: 3s - loss: 0.3890 - accuracy: 0.8115
304/316 [===========================>..] - ETA: 2s - loss: 0.3898 - accuracy: 0.8111
305/316 [===========================>..] - ETA: 2s - loss: 0.3898 - accuracy: 0.8109
306/316 [============================>.] - ETA: 2s - loss: 0.3894 - accuracy: 0.8109
307/316 [============================>.] - ETA: 2s - loss: 0.3895 - accuracy: 0.8109
308/316 [============================>.] - ETA: 1s - loss: 0.3890 - accuracy: 0.8113
309/316 [============================>.] - ETA: 1s - loss: 0.3891 - accuracy: 0.8113
310/316 [============================>.] - ETA: 1s - loss: 0.3893 - accuracy: 0.8111
311/316 [============================>.] - ETA: 1s - loss: 0.3902 - accuracy: 0.8105
312/316 [============================>.] - ETA: 0s - loss: 0.3907 - accuracy: 0.8103
313/316 [============================>.] - ETA: 0s - loss: 0.3909 - accuracy: 0.8101
314/316 [============================>.] - ETA: 0s - loss: 0.3913 - accuracy: 0.8097
315/316 [============================>.] - ETA: 0s - loss: 0.3913 - accuracy: 0.8093
316/316 [==============================] - 73s 232ms/step - loss: 0.3911 - accuracy: 0.8096

316/316 [==============================] - 77s 244ms/step - loss: 0.3911 - accuracy: 0.8096 - val_loss: 0.3181 - val_accuracy: 0.8447
Epoch 45/100

  1/316 [..............................] - ETA: 1:08 - loss: 0.2524 - accuracy: 0.8750
  2/316 [..............................] - ETA: 59s - loss: 0.3744 - accuracy: 0.7812 
  3/316 [..............................] - ETA: 58s - loss: 0.3252 - accuracy: 0.8125
  4/316 [..............................] - ETA: 58s - loss: 0.3611 - accuracy: 0.7812
  5/316 [..............................] - ETA: 57s - loss: 0.4063 - accuracy: 0.7500
  6/316 [..............................] - ETA: 58s - loss: 0.4148 - accuracy: 0.7604
  7/316 [..............................] - ETA: 59s - loss: 0.4058 - accuracy: 0.7589
  8/316 [..............................] - ETA: 59s - loss: 0.3907 - accuracy: 0.7734
  9/316 [..............................] - ETA: 58s - loss: 0.3902 - accuracy: 0.7778
 10/316 [..............................] - ETA: 58s - loss: 0.3876 - accuracy: 0.7750
 11/316 [>.............................] - ETA: 58s - loss: 0.3744 - accuracy: 0.7898
 12/316 [>.............................] - ETA: 57s - loss: 0.3725 - accuracy: 0.7812
 13/316 [>.............................] - ETA: 57s - loss: 0.3735 - accuracy: 0.7837
 14/316 [>.............................] - ETA: 57s - loss: 0.3724 - accuracy: 0.7902
 15/316 [>.............................] - ETA: 57s - loss: 0.3659 - accuracy: 0.7917
 16/316 [>.............................] - ETA: 57s - loss: 0.3844 - accuracy: 0.7852
 17/316 [>.............................] - ETA: 57s - loss: 0.3911 - accuracy: 0.7868
 18/316 [>.............................] - ETA: 56s - loss: 0.3946 - accuracy: 0.7812
 19/316 [>.............................] - ETA: 57s - loss: 0.3883 - accuracy: 0.7862
 20/316 [>.............................] - ETA: 1:02 - loss: 0.3811 - accuracy: 0.7906
 21/316 [>.............................] - ETA: 1:07 - loss: 0.3724 - accuracy: 0.7976
 22/316 [=>............................] - ETA: 1:06 - loss: 0.3706 - accuracy: 0.8040
 23/316 [=>............................] - ETA: 1:05 - loss: 0.3824 - accuracy: 0.8016
 24/316 [=>............................] - ETA: 1:04 - loss: 0.4014 - accuracy: 0.7917
 25/316 [=>............................] - ETA: 1:04 - loss: 0.3938 - accuracy: 0.7950
 26/316 [=>............................] - ETA: 1:03 - loss: 0.4060 - accuracy: 0.7909
 27/316 [=>............................] - ETA: 1:03 - loss: 0.4078 - accuracy: 0.7917
 28/316 [=>............................] - ETA: 1:02 - loss: 0.4141 - accuracy: 0.7879
 29/316 [=>............................] - ETA: 1:02 - loss: 0.4129 - accuracy: 0.7909
 30/316 [=>............................] - ETA: 1:01 - loss: 0.4129 - accuracy: 0.7896
 31/316 [=>............................] - ETA: 1:01 - loss: 0.4116 - accuracy: 0.7903
 32/316 [==>...........................] - ETA: 1:00 - loss: 0.4133 - accuracy: 0.7891
 33/316 [==>...........................] - ETA: 1:00 - loss: 0.4089 - accuracy: 0.7936
 34/316 [==>...........................] - ETA: 1:00 - loss: 0.4104 - accuracy: 0.7904
 35/316 [==>...........................] - ETA: 59s - loss: 0.4102 - accuracy: 0.7911 
 36/316 [==>...........................] - ETA: 59s - loss: 0.4054 - accuracy: 0.7934
 37/316 [==>...........................] - ETA: 1:01 - loss: 0.4063 - accuracy: 0.7939
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.4104 - accuracy: 0.7895
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.4068 - accuracy: 0.7901
 40/316 [==>...........................] - ETA: 1:03 - loss: 0.4032 - accuracy: 0.7922
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.4064 - accuracy: 0.7927
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.4048 - accuracy: 0.7946
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.4032 - accuracy: 0.7951
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.4005 - accuracy: 0.7969
 45/316 [===>..........................] - ETA: 1:00 - loss: 0.4010 - accuracy: 0.7958
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.4049 - accuracy: 0.7948
 47/316 [===>..........................] - ETA: 1:00 - loss: 0.4037 - accuracy: 0.7952
 48/316 [===>..........................] - ETA: 59s - loss: 0.4068 - accuracy: 0.7930 
 49/316 [===>..........................] - ETA: 59s - loss: 0.4046 - accuracy: 0.7946
 50/316 [===>..........................] - ETA: 58s - loss: 0.4045 - accuracy: 0.7962
 51/316 [===>..........................] - ETA: 58s - loss: 0.4023 - accuracy: 0.7990
 52/316 [===>..........................] - ETA: 58s - loss: 0.4066 - accuracy: 0.7969
 53/316 [====>.........................] - ETA: 57s - loss: 0.4042 - accuracy: 0.7995
 54/316 [====>.........................] - ETA: 59s - loss: 0.4063 - accuracy: 0.7986
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.4072 - accuracy: 0.7966
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.4057 - accuracy: 0.7969
 57/316 [====>.........................] - ETA: 59s - loss: 0.4050 - accuracy: 0.7982 
 58/316 [====>.........................] - ETA: 59s - loss: 0.4094 - accuracy: 0.7963
 59/316 [====>.........................] - ETA: 58s - loss: 0.4096 - accuracy: 0.7966
 60/316 [====>.........................] - ETA: 58s - loss: 0.4135 - accuracy: 0.7937
 61/316 [====>.........................] - ETA: 58s - loss: 0.4131 - accuracy: 0.7930
 62/316 [====>.........................] - ETA: 57s - loss: 0.4110 - accuracy: 0.7954
 63/316 [====>.........................] - ETA: 57s - loss: 0.4118 - accuracy: 0.7937
 64/316 [=====>........................] - ETA: 57s - loss: 0.4130 - accuracy: 0.7930
 65/316 [=====>........................] - ETA: 56s - loss: 0.4125 - accuracy: 0.7952
 66/316 [=====>........................] - ETA: 56s - loss: 0.4108 - accuracy: 0.7955
 67/316 [=====>........................] - ETA: 55s - loss: 0.4116 - accuracy: 0.7938
 68/316 [=====>........................] - ETA: 55s - loss: 0.4088 - accuracy: 0.7960
 69/316 [=====>........................] - ETA: 55s - loss: 0.4123 - accuracy: 0.7926
 70/316 [=====>........................] - ETA: 54s - loss: 0.4142 - accuracy: 0.7920
 71/316 [=====>........................] - ETA: 55s - loss: 0.4136 - accuracy: 0.7914
 72/316 [=====>........................] - ETA: 56s - loss: 0.4131 - accuracy: 0.7908
 73/316 [=====>........................] - ETA: 56s - loss: 0.4135 - accuracy: 0.7911
 74/316 [======>.......................] - ETA: 56s - loss: 0.4130 - accuracy: 0.7897
 75/316 [======>.......................] - ETA: 55s - loss: 0.4155 - accuracy: 0.7875
 76/316 [======>.......................] - ETA: 55s - loss: 0.4156 - accuracy: 0.7878
 77/316 [======>.......................] - ETA: 54s - loss: 0.4152 - accuracy: 0.7890
 78/316 [======>.......................] - ETA: 54s - loss: 0.4128 - accuracy: 0.7901
 79/316 [======>.......................] - ETA: 54s - loss: 0.4101 - accuracy: 0.7911
 80/316 [======>.......................] - ETA: 53s - loss: 0.4105 - accuracy: 0.7906
 81/316 [======>.......................] - ETA: 53s - loss: 0.4097 - accuracy: 0.7901
 82/316 [======>.......................] - ETA: 53s - loss: 0.4092 - accuracy: 0.7904
 83/316 [======>.......................] - ETA: 52s - loss: 0.4073 - accuracy: 0.7922
 84/316 [======>.......................] - ETA: 52s - loss: 0.4063 - accuracy: 0.7932
 85/316 [=======>......................] - ETA: 52s - loss: 0.4061 - accuracy: 0.7926
 86/316 [=======>......................] - ETA: 51s - loss: 0.4066 - accuracy: 0.7936
 87/316 [=======>......................] - ETA: 51s - loss: 0.4078 - accuracy: 0.7924
 88/316 [=======>......................] - ETA: 51s - loss: 0.4074 - accuracy: 0.7926
 89/316 [=======>......................] - ETA: 51s - loss: 0.4052 - accuracy: 0.7935
 90/316 [=======>......................] - ETA: 52s - loss: 0.4051 - accuracy: 0.7931
 91/316 [=======>......................] - ETA: 52s - loss: 0.4073 - accuracy: 0.7919
 92/316 [=======>......................] - ETA: 51s - loss: 0.4108 - accuracy: 0.7914
 93/316 [=======>......................] - ETA: 51s - loss: 0.4101 - accuracy: 0.7917
 94/316 [=======>......................] - ETA: 51s - loss: 0.4101 - accuracy: 0.7912
 95/316 [========>.....................] - ETA: 50s - loss: 0.4101 - accuracy: 0.7908
 96/316 [========>.....................] - ETA: 50s - loss: 0.4091 - accuracy: 0.7923
 97/316 [========>.....................] - ETA: 50s - loss: 0.4110 - accuracy: 0.7906
 98/316 [========>.....................] - ETA: 49s - loss: 0.4092 - accuracy: 0.7915
 99/316 [========>.....................] - ETA: 49s - loss: 0.4117 - accuracy: 0.7898
100/316 [========>.....................] - ETA: 49s - loss: 0.4108 - accuracy: 0.7912
101/316 [========>.....................] - ETA: 48s - loss: 0.4090 - accuracy: 0.7933
102/316 [========>.....................] - ETA: 48s - loss: 0.4076 - accuracy: 0.7941
103/316 [========>.....................] - ETA: 48s - loss: 0.4071 - accuracy: 0.7949
104/316 [========>.....................] - ETA: 48s - loss: 0.4068 - accuracy: 0.7945
105/316 [========>.....................] - ETA: 47s - loss: 0.4074 - accuracy: 0.7946
106/316 [=========>....................] - ETA: 48s - loss: 0.4082 - accuracy: 0.7930
107/316 [=========>....................] - ETA: 48s - loss: 0.4069 - accuracy: 0.7932
108/316 [=========>....................] - ETA: 48s - loss: 0.4051 - accuracy: 0.7951
109/316 [=========>....................] - ETA: 48s - loss: 0.4055 - accuracy: 0.7947
110/316 [=========>....................] - ETA: 47s - loss: 0.4055 - accuracy: 0.7937
111/316 [=========>....................] - ETA: 47s - loss: 0.4042 - accuracy: 0.7956
112/316 [=========>....................] - ETA: 47s - loss: 0.4046 - accuracy: 0.7958
113/316 [=========>....................] - ETA: 46s - loss: 0.4027 - accuracy: 0.7976
114/316 [=========>....................] - ETA: 46s - loss: 0.4014 - accuracy: 0.7988
115/316 [=========>....................] - ETA: 46s - loss: 0.4023 - accuracy: 0.7984
116/316 [==========>...................] - ETA: 45s - loss: 0.4017 - accuracy: 0.7996
117/316 [==========>...................] - ETA: 45s - loss: 0.4006 - accuracy: 0.8007
118/316 [==========>...................] - ETA: 45s - loss: 0.3997 - accuracy: 0.8014
119/316 [==========>...................] - ETA: 45s - loss: 0.4015 - accuracy: 0.8004
120/316 [==========>...................] - ETA: 44s - loss: 0.4005 - accuracy: 0.8010
121/316 [==========>...................] - ETA: 44s - loss: 0.4005 - accuracy: 0.8006
122/316 [==========>...................] - ETA: 44s - loss: 0.3993 - accuracy: 0.8017
123/316 [==========>...................] - ETA: 44s - loss: 0.3994 - accuracy: 0.8013
124/316 [==========>...................] - ETA: 44s - loss: 0.3991 - accuracy: 0.8014
125/316 [==========>...................] - ETA: 44s - loss: 0.3995 - accuracy: 0.8010
126/316 [==========>...................] - ETA: 44s - loss: 0.3991 - accuracy: 0.8011
127/316 [===========>..................] - ETA: 43s - loss: 0.3991 - accuracy: 0.8012
128/316 [===========>..................] - ETA: 43s - loss: 0.3977 - accuracy: 0.8022
129/316 [===========>..................] - ETA: 43s - loss: 0.3974 - accuracy: 0.8023
130/316 [===========>..................] - ETA: 43s - loss: 0.3974 - accuracy: 0.8024
131/316 [===========>..................] - ETA: 42s - loss: 0.3957 - accuracy: 0.8030
132/316 [===========>..................] - ETA: 42s - loss: 0.3939 - accuracy: 0.8045
133/316 [===========>..................] - ETA: 42s - loss: 0.3927 - accuracy: 0.8050
134/316 [===========>..................] - ETA: 41s - loss: 0.3923 - accuracy: 0.8055
135/316 [===========>..................] - ETA: 41s - loss: 0.3934 - accuracy: 0.8046
136/316 [===========>..................] - ETA: 41s - loss: 0.3927 - accuracy: 0.8056
137/316 [============>.................] - ETA: 41s - loss: 0.3925 - accuracy: 0.8057
138/316 [============>.................] - ETA: 40s - loss: 0.3924 - accuracy: 0.8053
139/316 [============>.................] - ETA: 40s - loss: 0.3914 - accuracy: 0.8058
140/316 [============>.................] - ETA: 40s - loss: 0.3928 - accuracy: 0.8054
141/316 [============>.................] - ETA: 40s - loss: 0.3920 - accuracy: 0.8059
142/316 [============>.................] - ETA: 40s - loss: 0.3908 - accuracy: 0.8068
143/316 [============>.................] - ETA: 40s - loss: 0.3922 - accuracy: 0.8051
144/316 [============>.................] - ETA: 39s - loss: 0.3925 - accuracy: 0.8056
145/316 [============>.................] - ETA: 39s - loss: 0.3913 - accuracy: 0.8065
146/316 [============>.................] - ETA: 39s - loss: 0.3927 - accuracy: 0.8057
147/316 [============>.................] - ETA: 39s - loss: 0.3915 - accuracy: 0.8061
148/316 [=============>................] - ETA: 38s - loss: 0.3934 - accuracy: 0.8049
149/316 [=============>................] - ETA: 38s - loss: 0.3953 - accuracy: 0.8041
150/316 [=============>................] - ETA: 38s - loss: 0.3952 - accuracy: 0.8042
151/316 [=============>................] - ETA: 37s - loss: 0.3950 - accuracy: 0.8042
152/316 [=============>................] - ETA: 37s - loss: 0.3940 - accuracy: 0.8043
153/316 [=============>................] - ETA: 37s - loss: 0.3947 - accuracy: 0.8035
154/316 [=============>................] - ETA: 37s - loss: 0.3943 - accuracy: 0.8040
155/316 [=============>................] - ETA: 36s - loss: 0.3940 - accuracy: 0.8036
156/316 [=============>................] - ETA: 36s - loss: 0.3943 - accuracy: 0.8037
157/316 [=============>................] - ETA: 36s - loss: 0.3928 - accuracy: 0.8049
158/316 [==============>...............] - ETA: 36s - loss: 0.3918 - accuracy: 0.8054
159/316 [==============>...............] - ETA: 36s - loss: 0.3933 - accuracy: 0.8046
160/316 [==============>...............] - ETA: 36s - loss: 0.3929 - accuracy: 0.8051
161/316 [==============>...............] - ETA: 36s - loss: 0.3926 - accuracy: 0.8055
162/316 [==============>...............] - ETA: 35s - loss: 0.3924 - accuracy: 0.8059
163/316 [==============>...............] - ETA: 35s - loss: 0.3908 - accuracy: 0.8067
164/316 [==============>...............] - ETA: 35s - loss: 0.3896 - accuracy: 0.8079
165/316 [==============>...............] - ETA: 34s - loss: 0.3888 - accuracy: 0.8087
166/316 [==============>...............] - ETA: 34s - loss: 0.3883 - accuracy: 0.8087
167/316 [==============>...............] - ETA: 34s - loss: 0.3890 - accuracy: 0.8088
168/316 [==============>...............] - ETA: 34s - loss: 0.3890 - accuracy: 0.8084
169/316 [===============>..............] - ETA: 33s - loss: 0.3891 - accuracy: 0.8084
170/316 [===============>..............] - ETA: 33s - loss: 0.3886 - accuracy: 0.8081
171/316 [===============>..............] - ETA: 33s - loss: 0.3888 - accuracy: 0.8081
172/316 [===============>..............] - ETA: 33s - loss: 0.3877 - accuracy: 0.8092
173/316 [===============>..............] - ETA: 32s - loss: 0.3870 - accuracy: 0.8092
174/316 [===============>..............] - ETA: 32s - loss: 0.3858 - accuracy: 0.8100
175/316 [===============>..............] - ETA: 32s - loss: 0.3859 - accuracy: 0.8104
176/316 [===============>..............] - ETA: 32s - loss: 0.3853 - accuracy: 0.8114
177/316 [===============>..............] - ETA: 32s - loss: 0.3844 - accuracy: 0.8121
178/316 [===============>..............] - ETA: 32s - loss: 0.3850 - accuracy: 0.8111
179/316 [===============>..............] - ETA: 31s - loss: 0.3846 - accuracy: 0.8111
180/316 [================>.............] - ETA: 31s - loss: 0.3849 - accuracy: 0.8108
181/316 [================>.............] - ETA: 31s - loss: 0.3844 - accuracy: 0.8108
182/316 [================>.............] - ETA: 31s - loss: 0.3838 - accuracy: 0.8111
183/316 [================>.............] - ETA: 30s - loss: 0.3847 - accuracy: 0.8108
184/316 [================>.............] - ETA: 30s - loss: 0.3842 - accuracy: 0.8111
185/316 [================>.............] - ETA: 30s - loss: 0.3828 - accuracy: 0.8122
186/316 [================>.............] - ETA: 30s - loss: 0.3827 - accuracy: 0.8125
187/316 [================>.............] - ETA: 29s - loss: 0.3824 - accuracy: 0.8122
188/316 [================>.............] - ETA: 29s - loss: 0.3827 - accuracy: 0.8118
189/316 [================>.............] - ETA: 29s - loss: 0.3822 - accuracy: 0.8118
190/316 [=================>............] - ETA: 28s - loss: 0.3823 - accuracy: 0.8122
191/316 [=================>............] - ETA: 28s - loss: 0.3813 - accuracy: 0.8128
192/316 [=================>............] - ETA: 28s - loss: 0.3813 - accuracy: 0.8128
193/316 [=================>............] - ETA: 28s - loss: 0.3808 - accuracy: 0.8128
194/316 [=================>............] - ETA: 28s - loss: 0.3816 - accuracy: 0.8122
195/316 [=================>............] - ETA: 28s - loss: 0.3826 - accuracy: 0.8119
196/316 [=================>............] - ETA: 27s - loss: 0.3823 - accuracy: 0.8119
197/316 [=================>............] - ETA: 27s - loss: 0.3836 - accuracy: 0.8112
198/316 [=================>............] - ETA: 27s - loss: 0.3844 - accuracy: 0.8103
199/316 [=================>............] - ETA: 27s - loss: 0.3855 - accuracy: 0.8097
200/316 [=================>............] - ETA: 26s - loss: 0.3853 - accuracy: 0.8100
201/316 [==================>...........] - ETA: 26s - loss: 0.3843 - accuracy: 0.8106
202/316 [==================>...........] - ETA: 26s - loss: 0.3843 - accuracy: 0.8103
203/316 [==================>...........] - ETA: 26s - loss: 0.3842 - accuracy: 0.8107
204/316 [==================>...........] - ETA: 25s - loss: 0.3836 - accuracy: 0.8110
205/316 [==================>...........] - ETA: 25s - loss: 0.3833 - accuracy: 0.8110
206/316 [==================>...........] - ETA: 25s - loss: 0.3822 - accuracy: 0.8116
207/316 [==================>...........] - ETA: 25s - loss: 0.3825 - accuracy: 0.8113
208/316 [==================>...........] - ETA: 24s - loss: 0.3827 - accuracy: 0.8110
209/316 [==================>...........] - ETA: 24s - loss: 0.3829 - accuracy: 0.8110
210/316 [==================>...........] - ETA: 24s - loss: 0.3824 - accuracy: 0.8113
211/316 [===================>..........] - ETA: 24s - loss: 0.3819 - accuracy: 0.8119
212/316 [===================>..........] - ETA: 24s - loss: 0.3818 - accuracy: 0.8119
213/316 [===================>..........] - ETA: 23s - loss: 0.3839 - accuracy: 0.8116
214/316 [===================>..........] - ETA: 23s - loss: 0.3838 - accuracy: 0.8110
215/316 [===================>..........] - ETA: 23s - loss: 0.3853 - accuracy: 0.8099
216/316 [===================>..........] - ETA: 23s - loss: 0.3847 - accuracy: 0.8102
217/316 [===================>..........] - ETA: 22s - loss: 0.3850 - accuracy: 0.8099
218/316 [===================>..........] - ETA: 22s - loss: 0.3850 - accuracy: 0.8096
219/316 [===================>..........] - ETA: 22s - loss: 0.3844 - accuracy: 0.8099
220/316 [===================>..........] - ETA: 22s - loss: 0.3838 - accuracy: 0.8105
221/316 [===================>..........] - ETA: 21s - loss: 0.3839 - accuracy: 0.8102
222/316 [====================>.........] - ETA: 21s - loss: 0.3840 - accuracy: 0.8102
223/316 [====================>.........] - ETA: 21s - loss: 0.3834 - accuracy: 0.8108
224/316 [====================>.........] - ETA: 21s - loss: 0.3834 - accuracy: 0.8114
225/316 [====================>.........] - ETA: 20s - loss: 0.3833 - accuracy: 0.8114
226/316 [====================>.........] - ETA: 20s - loss: 0.3843 - accuracy: 0.8108
227/316 [====================>.........] - ETA: 20s - loss: 0.3851 - accuracy: 0.8106
228/316 [====================>.........] - ETA: 20s - loss: 0.3846 - accuracy: 0.8111
229/316 [====================>.........] - ETA: 20s - loss: 0.3845 - accuracy: 0.8114
230/316 [====================>.........] - ETA: 20s - loss: 0.3852 - accuracy: 0.8109
231/316 [====================>.........] - ETA: 19s - loss: 0.3857 - accuracy: 0.8106
232/316 [=====================>........] - ETA: 19s - loss: 0.3853 - accuracy: 0.8106
233/316 [=====================>........] - ETA: 19s - loss: 0.3853 - accuracy: 0.8101
234/316 [=====================>........] - ETA: 19s - loss: 0.3846 - accuracy: 0.8109
235/316 [=====================>........] - ETA: 18s - loss: 0.3837 - accuracy: 0.8114
236/316 [=====================>........] - ETA: 18s - loss: 0.3832 - accuracy: 0.8120
237/316 [=====================>........] - ETA: 18s - loss: 0.3828 - accuracy: 0.8125
238/316 [=====================>........] - ETA: 18s - loss: 0.3840 - accuracy: 0.8120
239/316 [=====================>........] - ETA: 17s - loss: 0.3839 - accuracy: 0.8115
240/316 [=====================>........] - ETA: 17s - loss: 0.3835 - accuracy: 0.8115
241/316 [=====================>........] - ETA: 17s - loss: 0.3840 - accuracy: 0.8112
242/316 [=====================>........] - ETA: 17s - loss: 0.3841 - accuracy: 0.8112
243/316 [======================>.......] - ETA: 16s - loss: 0.3839 - accuracy: 0.8115
244/316 [======================>.......] - ETA: 16s - loss: 0.3851 - accuracy: 0.8112
245/316 [======================>.......] - ETA: 16s - loss: 0.3855 - accuracy: 0.8107
246/316 [======================>.......] - ETA: 16s - loss: 0.3848 - accuracy: 0.8112
247/316 [======================>.......] - ETA: 16s - loss: 0.3849 - accuracy: 0.8112
248/316 [======================>.......] - ETA: 15s - loss: 0.3846 - accuracy: 0.8115
249/316 [======================>.......] - ETA: 15s - loss: 0.3844 - accuracy: 0.8112
250/316 [======================>.......] - ETA: 15s - loss: 0.3842 - accuracy: 0.8112
251/316 [======================>.......] - ETA: 15s - loss: 0.3844 - accuracy: 0.8108
252/316 [======================>.......] - ETA: 14s - loss: 0.3854 - accuracy: 0.8098
253/316 [=======================>......] - ETA: 14s - loss: 0.3851 - accuracy: 0.8098
254/316 [=======================>......] - ETA: 14s - loss: 0.3855 - accuracy: 0.8098
255/316 [=======================>......] - ETA: 14s - loss: 0.3860 - accuracy: 0.8093
256/316 [=======================>......] - ETA: 13s - loss: 0.3857 - accuracy: 0.8098
257/316 [=======================>......] - ETA: 13s - loss: 0.3856 - accuracy: 0.8101
258/316 [=======================>......] - ETA: 13s - loss: 0.3861 - accuracy: 0.8103
259/316 [=======================>......] - ETA: 13s - loss: 0.3857 - accuracy: 0.8108
260/316 [=======================>......] - ETA: 12s - loss: 0.3856 - accuracy: 0.8113
261/316 [=======================>......] - ETA: 12s - loss: 0.3854 - accuracy: 0.8113
262/316 [=======================>......] - ETA: 12s - loss: 0.3849 - accuracy: 0.8120
263/316 [=======================>......] - ETA: 12s - loss: 0.3847 - accuracy: 0.8120
264/316 [========================>.....] - ETA: 12s - loss: 0.3844 - accuracy: 0.8120
265/316 [========================>.....] - ETA: 11s - loss: 0.3841 - accuracy: 0.8120
266/316 [========================>.....] - ETA: 11s - loss: 0.3836 - accuracy: 0.8123
267/316 [========================>.....] - ETA: 11s - loss: 0.3829 - accuracy: 0.8127
268/316 [========================>.....] - ETA: 11s - loss: 0.3833 - accuracy: 0.8123
269/316 [========================>.....] - ETA: 10s - loss: 0.3829 - accuracy: 0.8125
270/316 [========================>.....] - ETA: 10s - loss: 0.3830 - accuracy: 0.8125
271/316 [========================>.....] - ETA: 10s - loss: 0.3831 - accuracy: 0.8127
272/316 [========================>.....] - ETA: 10s - loss: 0.3826 - accuracy: 0.8130
273/316 [========================>.....] - ETA: 9s - loss: 0.3834 - accuracy: 0.8125 
274/316 [=========================>....] - ETA: 9s - loss: 0.3831 - accuracy: 0.8127
275/316 [=========================>....] - ETA: 9s - loss: 0.3832 - accuracy: 0.8130
276/316 [=========================>....] - ETA: 9s - loss: 0.3836 - accuracy: 0.8127
277/316 [=========================>....] - ETA: 9s - loss: 0.3837 - accuracy: 0.8125
278/316 [=========================>....] - ETA: 8s - loss: 0.3836 - accuracy: 0.8127
279/316 [=========================>....] - ETA: 8s - loss: 0.3827 - accuracy: 0.8134
280/316 [=========================>....] - ETA: 8s - loss: 0.3831 - accuracy: 0.8129
281/316 [=========================>....] - ETA: 8s - loss: 0.3836 - accuracy: 0.8121
282/316 [=========================>....] - ETA: 7s - loss: 0.3831 - accuracy: 0.8127
283/316 [=========================>....] - ETA: 7s - loss: 0.3832 - accuracy: 0.8125
284/316 [=========================>....] - ETA: 7s - loss: 0.3830 - accuracy: 0.8127
285/316 [==========================>...] - ETA: 7s - loss: 0.3823 - accuracy: 0.8129
286/316 [==========================>...] - ETA: 6s - loss: 0.3818 - accuracy: 0.8136
287/316 [==========================>...] - ETA: 6s - loss: 0.3819 - accuracy: 0.8138
288/316 [==========================>...] - ETA: 6s - loss: 0.3819 - accuracy: 0.8136
289/316 [==========================>...] - ETA: 6s - loss: 0.3818 - accuracy: 0.8138
290/316 [==========================>...] - ETA: 6s - loss: 0.3816 - accuracy: 0.8140
291/316 [==========================>...] - ETA: 5s - loss: 0.3820 - accuracy: 0.8140
292/316 [==========================>...] - ETA: 5s - loss: 0.3816 - accuracy: 0.8144
293/316 [==========================>...] - ETA: 5s - loss: 0.3811 - accuracy: 0.8146
294/316 [==========================>...] - ETA: 5s - loss: 0.3811 - accuracy: 0.8148
295/316 [===========================>..] - ETA: 4s - loss: 0.3819 - accuracy: 0.8144
296/316 [===========================>..] - ETA: 4s - loss: 0.3817 - accuracy: 0.8144
297/316 [===========================>..] - ETA: 4s - loss: 0.3816 - accuracy: 0.8144
298/316 [===========================>..] - ETA: 4s - loss: 0.3812 - accuracy: 0.8146
299/316 [===========================>..] - ETA: 3s - loss: 0.3814 - accuracy: 0.8148
300/316 [===========================>..] - ETA: 3s - loss: 0.3817 - accuracy: 0.8146
301/316 [===========================>..] - ETA: 3s - loss: 0.3813 - accuracy: 0.8148
302/316 [===========================>..] - ETA: 3s - loss: 0.3810 - accuracy: 0.8150
303/316 [===========================>..] - ETA: 3s - loss: 0.3811 - accuracy: 0.8148
304/316 [===========================>..] - ETA: 2s - loss: 0.3809 - accuracy: 0.8150
305/316 [===========================>..] - ETA: 2s - loss: 0.3815 - accuracy: 0.8150
306/316 [============================>.] - ETA: 2s - loss: 0.3819 - accuracy: 0.8150
307/316 [============================>.] - ETA: 2s - loss: 0.3815 - accuracy: 0.8151
308/316 [============================>.] - ETA: 1s - loss: 0.3813 - accuracy: 0.8153
309/316 [============================>.] - ETA: 1s - loss: 0.3809 - accuracy: 0.8157
310/316 [============================>.] - ETA: 1s - loss: 0.3809 - accuracy: 0.8157
311/316 [============================>.] - ETA: 1s - loss: 0.3812 - accuracy: 0.8153
312/316 [============================>.] - ETA: 0s - loss: 0.3811 - accuracy: 0.8153
313/316 [============================>.] - ETA: 0s - loss: 0.3812 - accuracy: 0.8153
314/316 [============================>.] - ETA: 0s - loss: 0.3808 - accuracy: 0.8157
315/316 [============================>.] - ETA: 0s - loss: 0.3808 - accuracy: 0.8157
316/316 [==============================] - 74s 234ms/step - loss: 0.3809 - accuracy: 0.8157

316/316 [==============================] - 78s 247ms/step - loss: 0.3809 - accuracy: 0.8157 - val_loss: 0.2905 - val_accuracy: 0.8796
Epoch 46/100

  1/316 [..............................] - ETA: 57s - loss: 0.7243 - accuracy: 0.6250
  2/316 [..............................] - ETA: 1:04 - loss: 0.5294 - accuracy: 0.7188
  3/316 [..............................] - ETA: 1:03 - loss: 0.5353 - accuracy: 0.7083
  4/316 [..............................] - ETA: 1:01 - loss: 0.5029 - accuracy: 0.7344
  5/316 [..............................] - ETA: 1:00 - loss: 0.4379 - accuracy: 0.7875
  6/316 [..............................] - ETA: 59s - loss: 0.4030 - accuracy: 0.8125 
  7/316 [..............................] - ETA: 59s - loss: 0.4047 - accuracy: 0.8036
  8/316 [..............................] - ETA: 58s - loss: 0.3983 - accuracy: 0.8125
  9/316 [..............................] - ETA: 59s - loss: 0.3975 - accuracy: 0.8125
 10/316 [..............................] - ETA: 58s - loss: 0.3951 - accuracy: 0.8062
 11/316 [>.............................] - ETA: 58s - loss: 0.3865 - accuracy: 0.8068
 12/316 [>.............................] - ETA: 58s - loss: 0.3784 - accuracy: 0.8125
 13/316 [>.............................] - ETA: 58s - loss: 0.3771 - accuracy: 0.8125
 14/316 [>.............................] - ETA: 57s - loss: 0.3928 - accuracy: 0.8125
 15/316 [>.............................] - ETA: 57s - loss: 0.3970 - accuracy: 0.8125
 16/316 [>.............................] - ETA: 57s - loss: 0.3924 - accuracy: 0.8164
 17/316 [>.............................] - ETA: 57s - loss: 0.3976 - accuracy: 0.8125
 18/316 [>.............................] - ETA: 1:04 - loss: 0.3956 - accuracy: 0.8160
 19/316 [>.............................] - ETA: 1:09 - loss: 0.4228 - accuracy: 0.8059
 20/316 [>.............................] - ETA: 1:08 - loss: 0.4128 - accuracy: 0.8094
 21/316 [>.............................] - ETA: 1:07 - loss: 0.4120 - accuracy: 0.8095
 22/316 [=>............................] - ETA: 1:06 - loss: 0.4057 - accuracy: 0.8153
 23/316 [=>............................] - ETA: 1:06 - loss: 0.4015 - accuracy: 0.8207
 24/316 [=>............................] - ETA: 1:05 - loss: 0.3920 - accuracy: 0.8255
 25/316 [=>............................] - ETA: 1:04 - loss: 0.3872 - accuracy: 0.8250
 26/316 [=>............................] - ETA: 1:04 - loss: 0.3868 - accuracy: 0.8221
 27/316 [=>............................] - ETA: 1:03 - loss: 0.3902 - accuracy: 0.8171
 28/316 [=>............................] - ETA: 1:03 - loss: 0.3896 - accuracy: 0.8170
 29/316 [=>............................] - ETA: 1:02 - loss: 0.3849 - accuracy: 0.8211
 30/316 [=>............................] - ETA: 1:02 - loss: 0.3787 - accuracy: 0.8250
 31/316 [=>............................] - ETA: 1:01 - loss: 0.3836 - accuracy: 0.8246
 32/316 [==>...........................] - ETA: 1:01 - loss: 0.3805 - accuracy: 0.8242
 33/316 [==>...........................] - ETA: 1:00 - loss: 0.3791 - accuracy: 0.8220
 34/316 [==>...........................] - ETA: 1:00 - loss: 0.3740 - accuracy: 0.8254
 35/316 [==>...........................] - ETA: 1:02 - loss: 0.3707 - accuracy: 0.8286
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.3697 - accuracy: 0.8299
 37/316 [==>...........................] - ETA: 1:05 - loss: 0.3692 - accuracy: 0.8311
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.3703 - accuracy: 0.8306
 39/316 [==>...........................] - ETA: 1:04 - loss: 0.3747 - accuracy: 0.8269
 40/316 [==>...........................] - ETA: 1:03 - loss: 0.3702 - accuracy: 0.8297
 41/316 [==>...........................] - ETA: 1:03 - loss: 0.3694 - accuracy: 0.8323
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.3706 - accuracy: 0.8304
 43/316 [===>..........................] - ETA: 1:02 - loss: 0.3690 - accuracy: 0.8314
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.3757 - accuracy: 0.8295
 45/316 [===>..........................] - ETA: 1:01 - loss: 0.3753 - accuracy: 0.8292
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.3722 - accuracy: 0.8302
 47/316 [===>..........................] - ETA: 1:00 - loss: 0.3712 - accuracy: 0.8311
 48/316 [===>..........................] - ETA: 59s - loss: 0.3706 - accuracy: 0.8320 
 49/316 [===>..........................] - ETA: 59s - loss: 0.3683 - accuracy: 0.8329
 50/316 [===>..........................] - ETA: 59s - loss: 0.3661 - accuracy: 0.8325
 51/316 [===>..........................] - ETA: 58s - loss: 0.3657 - accuracy: 0.8321
 52/316 [===>..........................] - ETA: 1:00 - loss: 0.3665 - accuracy: 0.8305
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3654 - accuracy: 0.8325
 54/316 [====>.........................] - ETA: 1:01 - loss: 0.3645 - accuracy: 0.8322
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3677 - accuracy: 0.8295
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3673 - accuracy: 0.8281
 57/316 [====>.........................] - ETA: 1:00 - loss: 0.3697 - accuracy: 0.8268
 58/316 [====>.........................] - ETA: 59s - loss: 0.3694 - accuracy: 0.8265 
 59/316 [====>.........................] - ETA: 59s - loss: 0.3722 - accuracy: 0.8242
 60/316 [====>.........................] - ETA: 58s - loss: 0.3693 - accuracy: 0.8260
 61/316 [====>.........................] - ETA: 58s - loss: 0.3707 - accuracy: 0.8248
 62/316 [====>.........................] - ETA: 58s - loss: 0.3711 - accuracy: 0.8236
 63/316 [====>.........................] - ETA: 57s - loss: 0.3694 - accuracy: 0.8244
 64/316 [=====>........................] - ETA: 57s - loss: 0.3680 - accuracy: 0.8252
 65/316 [=====>........................] - ETA: 57s - loss: 0.3665 - accuracy: 0.8269
 66/316 [=====>........................] - ETA: 56s - loss: 0.3633 - accuracy: 0.8295
 67/316 [=====>........................] - ETA: 56s - loss: 0.3623 - accuracy: 0.8293
 68/316 [=====>........................] - ETA: 55s - loss: 0.3632 - accuracy: 0.8290
 69/316 [=====>........................] - ETA: 56s - loss: 0.3622 - accuracy: 0.8297
 70/316 [=====>........................] - ETA: 57s - loss: 0.3623 - accuracy: 0.8286
 71/316 [=====>........................] - ETA: 57s - loss: 0.3633 - accuracy: 0.8266
 72/316 [=====>........................] - ETA: 57s - loss: 0.3616 - accuracy: 0.8273
 73/316 [=====>........................] - ETA: 56s - loss: 0.3613 - accuracy: 0.8279
 74/316 [======>.......................] - ETA: 56s - loss: 0.3590 - accuracy: 0.8285
 75/316 [======>.......................] - ETA: 56s - loss: 0.3592 - accuracy: 0.8283
 76/316 [======>.......................] - ETA: 55s - loss: 0.3588 - accuracy: 0.8281
 77/316 [======>.......................] - ETA: 55s - loss: 0.3571 - accuracy: 0.8295
 78/316 [======>.......................] - ETA: 54s - loss: 0.3606 - accuracy: 0.8261
 79/316 [======>.......................] - ETA: 54s - loss: 0.3589 - accuracy: 0.8259
 80/316 [======>.......................] - ETA: 54s - loss: 0.3583 - accuracy: 0.8266
 81/316 [======>.......................] - ETA: 53s - loss: 0.3577 - accuracy: 0.8279
 82/316 [======>.......................] - ETA: 53s - loss: 0.3562 - accuracy: 0.8293
 83/316 [======>.......................] - ETA: 53s - loss: 0.3582 - accuracy: 0.8283
 84/316 [======>.......................] - ETA: 52s - loss: 0.3579 - accuracy: 0.8281
 85/316 [=======>......................] - ETA: 52s - loss: 0.3572 - accuracy: 0.8279
 86/316 [=======>......................] - ETA: 52s - loss: 0.3569 - accuracy: 0.8270
 87/316 [=======>......................] - ETA: 53s - loss: 0.3612 - accuracy: 0.8247
 88/316 [=======>......................] - ETA: 53s - loss: 0.3620 - accuracy: 0.8253
 89/316 [=======>......................] - ETA: 53s - loss: 0.3609 - accuracy: 0.8258
 90/316 [=======>......................] - ETA: 52s - loss: 0.3612 - accuracy: 0.8257
 91/316 [=======>......................] - ETA: 52s - loss: 0.3619 - accuracy: 0.8249
 92/316 [=======>......................] - ETA: 52s - loss: 0.3621 - accuracy: 0.8247
 93/316 [=======>......................] - ETA: 51s - loss: 0.3613 - accuracy: 0.8253
 94/316 [=======>......................] - ETA: 51s - loss: 0.3617 - accuracy: 0.8251
 95/316 [========>.....................] - ETA: 51s - loss: 0.3615 - accuracy: 0.8257
 96/316 [========>.....................] - ETA: 50s - loss: 0.3608 - accuracy: 0.8275
 97/316 [========>.....................] - ETA: 50s - loss: 0.3618 - accuracy: 0.8267
 98/316 [========>.....................] - ETA: 50s - loss: 0.3622 - accuracy: 0.8259
 99/316 [========>.....................] - ETA: 49s - loss: 0.3619 - accuracy: 0.8264
100/316 [========>.....................] - ETA: 49s - loss: 0.3595 - accuracy: 0.8281
101/316 [========>.....................] - ETA: 49s - loss: 0.3601 - accuracy: 0.8274
102/316 [========>.....................] - ETA: 48s - loss: 0.3608 - accuracy: 0.8272
103/316 [========>.....................] - ETA: 48s - loss: 0.3617 - accuracy: 0.8252
104/316 [========>.....................] - ETA: 49s - loss: 0.3613 - accuracy: 0.8257
105/316 [========>.....................] - ETA: 49s - loss: 0.3636 - accuracy: 0.8244
106/316 [=========>....................] - ETA: 49s - loss: 0.3627 - accuracy: 0.8249
107/316 [=========>....................] - ETA: 48s - loss: 0.3639 - accuracy: 0.8236
108/316 [=========>....................] - ETA: 48s - loss: 0.3653 - accuracy: 0.8223
109/316 [=========>....................] - ETA: 48s - loss: 0.3672 - accuracy: 0.8205
110/316 [=========>....................] - ETA: 47s - loss: 0.3671 - accuracy: 0.8210
111/316 [=========>....................] - ETA: 47s - loss: 0.3680 - accuracy: 0.8198
112/316 [=========>....................] - ETA: 47s - loss: 0.3674 - accuracy: 0.8203
113/316 [=========>....................] - ETA: 46s - loss: 0.3672 - accuracy: 0.8208
114/316 [=========>....................] - ETA: 46s - loss: 0.3660 - accuracy: 0.8213
115/316 [=========>....................] - ETA: 46s - loss: 0.3661 - accuracy: 0.8207
116/316 [==========>...................] - ETA: 45s - loss: 0.3668 - accuracy: 0.8195
117/316 [==========>...................] - ETA: 45s - loss: 0.3655 - accuracy: 0.8205
118/316 [==========>...................] - ETA: 45s - loss: 0.3659 - accuracy: 0.8199
119/316 [==========>...................] - ETA: 45s - loss: 0.3659 - accuracy: 0.8199
120/316 [==========>...................] - ETA: 44s - loss: 0.3650 - accuracy: 0.8203
121/316 [==========>...................] - ETA: 45s - loss: 0.3658 - accuracy: 0.8197
122/316 [==========>...................] - ETA: 45s - loss: 0.3674 - accuracy: 0.8192
123/316 [==========>...................] - ETA: 45s - loss: 0.3668 - accuracy: 0.8201
124/316 [==========>...................] - ETA: 44s - loss: 0.3694 - accuracy: 0.8191
125/316 [==========>...................] - ETA: 44s - loss: 0.3712 - accuracy: 0.8175
126/316 [==========>...................] - ETA: 44s - loss: 0.3725 - accuracy: 0.8155
127/316 [===========>..................] - ETA: 43s - loss: 0.3732 - accuracy: 0.8150
128/316 [===========>..................] - ETA: 43s - loss: 0.3733 - accuracy: 0.8154
129/316 [===========>..................] - ETA: 43s - loss: 0.3730 - accuracy: 0.8159
130/316 [===========>..................] - ETA: 43s - loss: 0.3740 - accuracy: 0.8144
131/316 [===========>..................] - ETA: 42s - loss: 0.3741 - accuracy: 0.8154
132/316 [===========>..................] - ETA: 42s - loss: 0.3740 - accuracy: 0.8153
133/316 [===========>..................] - ETA: 42s - loss: 0.3744 - accuracy: 0.8148
134/316 [===========>..................] - ETA: 41s - loss: 0.3727 - accuracy: 0.8162
135/316 [===========>..................] - ETA: 41s - loss: 0.3725 - accuracy: 0.8157
136/316 [===========>..................] - ETA: 41s - loss: 0.3733 - accuracy: 0.8153
137/316 [============>.................] - ETA: 41s - loss: 0.3727 - accuracy: 0.8157
138/316 [============>.................] - ETA: 41s - loss: 0.3739 - accuracy: 0.8152
139/316 [============>.................] - ETA: 41s - loss: 0.3750 - accuracy: 0.8143
140/316 [============>.................] - ETA: 41s - loss: 0.3751 - accuracy: 0.8143
141/316 [============>.................] - ETA: 40s - loss: 0.3752 - accuracy: 0.8143
142/316 [============>.................] - ETA: 40s - loss: 0.3760 - accuracy: 0.8129
143/316 [============>.................] - ETA: 40s - loss: 0.3756 - accuracy: 0.8129
144/316 [============>.................] - ETA: 40s - loss: 0.3764 - accuracy: 0.8125
145/316 [============>.................] - ETA: 39s - loss: 0.3764 - accuracy: 0.8125
146/316 [============>.................] - ETA: 39s - loss: 0.3762 - accuracy: 0.8125
147/316 [============>.................] - ETA: 39s - loss: 0.3767 - accuracy: 0.8129
148/316 [=============>................] - ETA: 38s - loss: 0.3781 - accuracy: 0.8129
149/316 [=============>................] - ETA: 38s - loss: 0.3803 - accuracy: 0.8125
150/316 [=============>................] - ETA: 38s - loss: 0.3811 - accuracy: 0.8129
151/316 [=============>................] - ETA: 38s - loss: 0.3804 - accuracy: 0.8133
152/316 [=============>................] - ETA: 37s - loss: 0.3799 - accuracy: 0.8137
153/316 [=============>................] - ETA: 37s - loss: 0.3804 - accuracy: 0.8133
154/316 [=============>................] - ETA: 37s - loss: 0.3790 - accuracy: 0.8141
155/316 [=============>................] - ETA: 37s - loss: 0.3791 - accuracy: 0.8141
156/316 [=============>................] - ETA: 37s - loss: 0.3789 - accuracy: 0.8141
157/316 [=============>................] - ETA: 37s - loss: 0.3788 - accuracy: 0.8141
158/316 [==============>...............] - ETA: 36s - loss: 0.3782 - accuracy: 0.8141
159/316 [==============>...............] - ETA: 36s - loss: 0.3767 - accuracy: 0.8153
160/316 [==============>...............] - ETA: 36s - loss: 0.3756 - accuracy: 0.8156
161/316 [==============>...............] - ETA: 36s - loss: 0.3761 - accuracy: 0.8152
162/316 [==============>...............] - ETA: 35s - loss: 0.3763 - accuracy: 0.8156
163/316 [==============>...............] - ETA: 35s - loss: 0.3754 - accuracy: 0.8160
164/316 [==============>...............] - ETA: 35s - loss: 0.3756 - accuracy: 0.8159
165/316 [==============>...............] - ETA: 35s - loss: 0.3751 - accuracy: 0.8163
166/316 [==============>...............] - ETA: 34s - loss: 0.3746 - accuracy: 0.8166
167/316 [==============>...............] - ETA: 34s - loss: 0.3741 - accuracy: 0.8170
168/316 [==============>...............] - ETA: 34s - loss: 0.3739 - accuracy: 0.8173
169/316 [===============>..............] - ETA: 33s - loss: 0.3740 - accuracy: 0.8173
170/316 [===============>..............] - ETA: 33s - loss: 0.3734 - accuracy: 0.8180
171/316 [===============>..............] - ETA: 33s - loss: 0.3735 - accuracy: 0.8180
172/316 [===============>..............] - ETA: 33s - loss: 0.3725 - accuracy: 0.8190
173/316 [===============>..............] - ETA: 33s - loss: 0.3724 - accuracy: 0.8186
174/316 [===============>..............] - ETA: 33s - loss: 0.3734 - accuracy: 0.8179
175/316 [===============>..............] - ETA: 32s - loss: 0.3723 - accuracy: 0.8186
176/316 [===============>..............] - ETA: 32s - loss: 0.3719 - accuracy: 0.8185
177/316 [===============>..............] - ETA: 32s - loss: 0.3729 - accuracy: 0.8185
178/316 [===============>..............] - ETA: 32s - loss: 0.3736 - accuracy: 0.8181
179/316 [===============>..............] - ETA: 31s - loss: 0.3750 - accuracy: 0.8177
180/316 [================>.............] - ETA: 31s - loss: 0.3746 - accuracy: 0.8181
181/316 [================>.............] - ETA: 31s - loss: 0.3755 - accuracy: 0.8177
182/316 [================>.............] - ETA: 31s - loss: 0.3757 - accuracy: 0.8173
183/316 [================>.............] - ETA: 30s - loss: 0.3761 - accuracy: 0.8166
184/316 [================>.............] - ETA: 30s - loss: 0.3752 - accuracy: 0.8169
185/316 [================>.............] - ETA: 30s - loss: 0.3756 - accuracy: 0.8162
186/316 [================>.............] - ETA: 30s - loss: 0.3752 - accuracy: 0.8169
187/316 [================>.............] - ETA: 29s - loss: 0.3750 - accuracy: 0.8168
188/316 [================>.............] - ETA: 29s - loss: 0.3752 - accuracy: 0.8165
189/316 [================>.............] - ETA: 29s - loss: 0.3749 - accuracy: 0.8168
190/316 [=================>............] - ETA: 29s - loss: 0.3755 - accuracy: 0.8164
191/316 [=================>............] - ETA: 29s - loss: 0.3759 - accuracy: 0.8164
192/316 [=================>............] - ETA: 29s - loss: 0.3753 - accuracy: 0.8171
193/316 [=================>............] - ETA: 28s - loss: 0.3746 - accuracy: 0.8177
194/316 [=================>............] - ETA: 28s - loss: 0.3750 - accuracy: 0.8177
195/316 [=================>............] - ETA: 28s - loss: 0.3748 - accuracy: 0.8179
196/316 [=================>............] - ETA: 27s - loss: 0.3758 - accuracy: 0.8170
197/316 [=================>............] - ETA: 27s - loss: 0.3761 - accuracy: 0.8163
198/316 [=================>............] - ETA: 27s - loss: 0.3762 - accuracy: 0.8160
199/316 [=================>............] - ETA: 27s - loss: 0.3774 - accuracy: 0.8153
200/316 [=================>............] - ETA: 26s - loss: 0.3774 - accuracy: 0.8147
201/316 [==================>...........] - ETA: 26s - loss: 0.3772 - accuracy: 0.8147
202/316 [==================>...........] - ETA: 26s - loss: 0.3769 - accuracy: 0.8147
203/316 [==================>...........] - ETA: 26s - loss: 0.3775 - accuracy: 0.8137
204/316 [==================>...........] - ETA: 25s - loss: 0.3762 - accuracy: 0.8146
205/316 [==================>...........] - ETA: 25s - loss: 0.3767 - accuracy: 0.8140
206/316 [==================>...........] - ETA: 25s - loss: 0.3759 - accuracy: 0.8146
207/316 [==================>...........] - ETA: 25s - loss: 0.3760 - accuracy: 0.8149
208/316 [==================>...........] - ETA: 25s - loss: 0.3760 - accuracy: 0.8152
209/316 [==================>...........] - ETA: 25s - loss: 0.3752 - accuracy: 0.8158
210/316 [==================>...........] - ETA: 24s - loss: 0.3759 - accuracy: 0.8152
211/316 [===================>..........] - ETA: 24s - loss: 0.3753 - accuracy: 0.8158
212/316 [===================>..........] - ETA: 24s - loss: 0.3749 - accuracy: 0.8157
213/316 [===================>..........] - ETA: 24s - loss: 0.3755 - accuracy: 0.8157
214/316 [===================>..........] - ETA: 23s - loss: 0.3763 - accuracy: 0.8154
215/316 [===================>..........] - ETA: 23s - loss: 0.3759 - accuracy: 0.8160
216/316 [===================>..........] - ETA: 23s - loss: 0.3751 - accuracy: 0.8168
217/316 [===================>..........] - ETA: 23s - loss: 0.3750 - accuracy: 0.8174
218/316 [===================>..........] - ETA: 22s - loss: 0.3750 - accuracy: 0.8174
219/316 [===================>..........] - ETA: 22s - loss: 0.3753 - accuracy: 0.8171
220/316 [===================>..........] - ETA: 22s - loss: 0.3745 - accuracy: 0.8176
221/316 [===================>..........] - ETA: 22s - loss: 0.3750 - accuracy: 0.8179
222/316 [====================>.........] - ETA: 21s - loss: 0.3752 - accuracy: 0.8170
223/316 [====================>.........] - ETA: 21s - loss: 0.3750 - accuracy: 0.8170
224/316 [====================>.........] - ETA: 21s - loss: 0.3747 - accuracy: 0.8172
225/316 [====================>.........] - ETA: 21s - loss: 0.3750 - accuracy: 0.8175
226/316 [====================>.........] - ETA: 21s - loss: 0.3745 - accuracy: 0.8180
227/316 [====================>.........] - ETA: 20s - loss: 0.3735 - accuracy: 0.8188
228/316 [====================>.........] - ETA: 20s - loss: 0.3728 - accuracy: 0.8194
229/316 [====================>.........] - ETA: 20s - loss: 0.3723 - accuracy: 0.8193
230/316 [====================>.........] - ETA: 20s - loss: 0.3728 - accuracy: 0.8190
231/316 [====================>.........] - ETA: 19s - loss: 0.3728 - accuracy: 0.8190
232/316 [=====================>........] - ETA: 19s - loss: 0.3716 - accuracy: 0.8198
233/316 [=====================>........] - ETA: 19s - loss: 0.3712 - accuracy: 0.8203
234/316 [=====================>........] - ETA: 19s - loss: 0.3708 - accuracy: 0.8205
235/316 [=====================>........] - ETA: 18s - loss: 0.3708 - accuracy: 0.8207
236/316 [=====================>........] - ETA: 18s - loss: 0.3700 - accuracy: 0.8212
237/316 [=====================>........] - ETA: 18s - loss: 0.3713 - accuracy: 0.8207
238/316 [=====================>........] - ETA: 18s - loss: 0.3704 - accuracy: 0.8214
239/316 [=====================>........] - ETA: 17s - loss: 0.3700 - accuracy: 0.8214
240/316 [=====================>........] - ETA: 17s - loss: 0.3699 - accuracy: 0.8214
241/316 [=====================>........] - ETA: 17s - loss: 0.3719 - accuracy: 0.8200
242/316 [=====================>........] - ETA: 17s - loss: 0.3724 - accuracy: 0.8200
243/316 [======================>.......] - ETA: 17s - loss: 0.3739 - accuracy: 0.8187
244/316 [======================>.......] - ETA: 16s - loss: 0.3745 - accuracy: 0.8181
245/316 [======================>.......] - ETA: 16s - loss: 0.3749 - accuracy: 0.8176
246/316 [======================>.......] - ETA: 16s - loss: 0.3746 - accuracy: 0.8178
247/316 [======================>.......] - ETA: 16s - loss: 0.3743 - accuracy: 0.8181
248/316 [======================>.......] - ETA: 15s - loss: 0.3736 - accuracy: 0.8188
249/316 [======================>.......] - ETA: 15s - loss: 0.3730 - accuracy: 0.8190
250/316 [======================>.......] - ETA: 15s - loss: 0.3727 - accuracy: 0.8192
251/316 [======================>.......] - ETA: 15s - loss: 0.3722 - accuracy: 0.8192
252/316 [======================>.......] - ETA: 14s - loss: 0.3733 - accuracy: 0.8189
253/316 [=======================>......] - ETA: 14s - loss: 0.3728 - accuracy: 0.8192
254/316 [=======================>......] - ETA: 14s - loss: 0.3735 - accuracy: 0.8189
255/316 [=======================>......] - ETA: 14s - loss: 0.3730 - accuracy: 0.8194
256/316 [=======================>......] - ETA: 13s - loss: 0.3726 - accuracy: 0.8196
257/316 [=======================>......] - ETA: 13s - loss: 0.3732 - accuracy: 0.8198
258/316 [=======================>......] - ETA: 13s - loss: 0.3731 - accuracy: 0.8198
259/316 [=======================>......] - ETA: 13s - loss: 0.3729 - accuracy: 0.8200
260/316 [=======================>......] - ETA: 13s - loss: 0.3728 - accuracy: 0.8197
261/316 [=======================>......] - ETA: 12s - loss: 0.3740 - accuracy: 0.8187
262/316 [=======================>......] - ETA: 12s - loss: 0.3734 - accuracy: 0.8192
263/316 [=======================>......] - ETA: 12s - loss: 0.3740 - accuracy: 0.8184
264/316 [========================>.....] - ETA: 12s - loss: 0.3732 - accuracy: 0.8189
265/316 [========================>.....] - ETA: 11s - loss: 0.3730 - accuracy: 0.8193
266/316 [========================>.....] - ETA: 11s - loss: 0.3720 - accuracy: 0.8198
267/316 [========================>.....] - ETA: 11s - loss: 0.3723 - accuracy: 0.8198
268/316 [========================>.....] - ETA: 11s - loss: 0.3724 - accuracy: 0.8195
269/316 [========================>.....] - ETA: 10s - loss: 0.3718 - accuracy: 0.8199
270/316 [========================>.....] - ETA: 10s - loss: 0.3715 - accuracy: 0.8204
271/316 [========================>.....] - ETA: 10s - loss: 0.3720 - accuracy: 0.8196
272/316 [========================>.....] - ETA: 10s - loss: 0.3716 - accuracy: 0.8199
273/316 [========================>.....] - ETA: 9s - loss: 0.3719 - accuracy: 0.8201 
274/316 [=========================>....] - ETA: 9s - loss: 0.3725 - accuracy: 0.8196
275/316 [=========================>....] - ETA: 9s - loss: 0.3728 - accuracy: 0.8193
276/316 [=========================>....] - ETA: 9s - loss: 0.3732 - accuracy: 0.8188
277/316 [=========================>....] - ETA: 9s - loss: 0.3730 - accuracy: 0.8190
278/316 [=========================>....] - ETA: 8s - loss: 0.3730 - accuracy: 0.8190
279/316 [=========================>....] - ETA: 8s - loss: 0.3730 - accuracy: 0.8190
280/316 [=========================>....] - ETA: 8s - loss: 0.3724 - accuracy: 0.8194
281/316 [=========================>....] - ETA: 8s - loss: 0.3731 - accuracy: 0.8190
282/316 [=========================>....] - ETA: 7s - loss: 0.3727 - accuracy: 0.8189
283/316 [=========================>....] - ETA: 7s - loss: 0.3724 - accuracy: 0.8191
284/316 [=========================>....] - ETA: 7s - loss: 0.3724 - accuracy: 0.8191
285/316 [==========================>...] - ETA: 7s - loss: 0.3729 - accuracy: 0.8186
286/316 [==========================>...] - ETA: 6s - loss: 0.3727 - accuracy: 0.8188
287/316 [==========================>...] - ETA: 6s - loss: 0.3721 - accuracy: 0.8190
288/316 [==========================>...] - ETA: 6s - loss: 0.3727 - accuracy: 0.8188
289/316 [==========================>...] - ETA: 6s - loss: 0.3739 - accuracy: 0.8175
290/316 [==========================>...] - ETA: 6s - loss: 0.3738 - accuracy: 0.8175
291/316 [==========================>...] - ETA: 5s - loss: 0.3738 - accuracy: 0.8177
292/316 [==========================>...] - ETA: 5s - loss: 0.3735 - accuracy: 0.8176
293/316 [==========================>...] - ETA: 5s - loss: 0.3735 - accuracy: 0.8174
294/316 [==========================>...] - ETA: 5s - loss: 0.3736 - accuracy: 0.8174
295/316 [===========================>..] - ETA: 4s - loss: 0.3736 - accuracy: 0.8169
296/316 [===========================>..] - ETA: 4s - loss: 0.3733 - accuracy: 0.8171
297/316 [===========================>..] - ETA: 4s - loss: 0.3736 - accuracy: 0.8171
298/316 [===========================>..] - ETA: 4s - loss: 0.3735 - accuracy: 0.8175
299/316 [===========================>..] - ETA: 3s - loss: 0.3735 - accuracy: 0.8177
300/316 [===========================>..] - ETA: 3s - loss: 0.3735 - accuracy: 0.8177
301/316 [===========================>..] - ETA: 3s - loss: 0.3729 - accuracy: 0.8179
302/316 [===========================>..] - ETA: 3s - loss: 0.3726 - accuracy: 0.8179
303/316 [===========================>..] - ETA: 3s - loss: 0.3723 - accuracy: 0.8183
304/316 [===========================>..] - ETA: 2s - loss: 0.3719 - accuracy: 0.8185
305/316 [===========================>..] - ETA: 2s - loss: 0.3717 - accuracy: 0.8186
306/316 [============================>.] - ETA: 2s - loss: 0.3722 - accuracy: 0.8184
307/316 [============================>.] - ETA: 2s - loss: 0.3723 - accuracy: 0.8188
308/316 [============================>.] - ETA: 1s - loss: 0.3717 - accuracy: 0.8194
309/316 [============================>.] - ETA: 1s - loss: 0.3718 - accuracy: 0.8192
310/316 [============================>.] - ETA: 1s - loss: 0.3714 - accuracy: 0.8196
311/316 [============================>.] - ETA: 1s - loss: 0.3719 - accuracy: 0.8195
312/316 [============================>.] - ETA: 0s - loss: 0.3715 - accuracy: 0.8195
313/316 [============================>.] - ETA: 0s - loss: 0.3709 - accuracy: 0.8199
314/316 [============================>.] - ETA: 0s - loss: 0.3714 - accuracy: 0.8197
315/316 [============================>.] - ETA: 0s - loss: 0.3718 - accuracy: 0.8194
316/316 [==============================] - 74s 233ms/step - loss: 0.3727 - accuracy: 0.8191

316/316 [==============================] - 78s 247ms/step - loss: 0.3727 - accuracy: 0.8191 - val_loss: 0.2751 - val_accuracy: 0.8843
Epoch 47/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.3674 - accuracy: 0.8125
  2/316 [..............................] - ETA: 1:00 - loss: 0.4333 - accuracy: 0.7812
  3/316 [..............................] - ETA: 58s - loss: 0.3736 - accuracy: 0.8333 
  4/316 [..............................] - ETA: 58s - loss: 0.3591 - accuracy: 0.8438
  5/316 [..............................] - ETA: 59s - loss: 0.3614 - accuracy: 0.8500
  6/316 [..............................] - ETA: 59s - loss: 0.3383 - accuracy: 0.8646
  7/316 [..............................] - ETA: 59s - loss: 0.3340 - accuracy: 0.8661
  8/316 [..............................] - ETA: 58s - loss: 0.3375 - accuracy: 0.8672
  9/316 [..............................] - ETA: 58s - loss: 0.3265 - accuracy: 0.8750
 10/316 [..............................] - ETA: 58s - loss: 0.3320 - accuracy: 0.8625
 11/316 [>.............................] - ETA: 1:05 - loss: 0.3206 - accuracy: 0.8693
 12/316 [>.............................] - ETA: 1:15 - loss: 0.3139 - accuracy: 0.8750
 13/316 [>.............................] - ETA: 1:15 - loss: 0.3057 - accuracy: 0.8798
 14/316 [>.............................] - ETA: 1:13 - loss: 0.3018 - accuracy: 0.8839
 15/316 [>.............................] - ETA: 1:12 - loss: 0.2985 - accuracy: 0.8833
 16/316 [>.............................] - ETA: 1:11 - loss: 0.3065 - accuracy: 0.8789
 17/316 [>.............................] - ETA: 1:10 - loss: 0.2929 - accuracy: 0.8860
 18/316 [>.............................] - ETA: 1:09 - loss: 0.2963 - accuracy: 0.8854
 19/316 [>.............................] - ETA: 1:08 - loss: 0.3061 - accuracy: 0.8750
 20/316 [>.............................] - ETA: 1:07 - loss: 0.3170 - accuracy: 0.8656
 21/316 [>.............................] - ETA: 1:06 - loss: 0.3149 - accuracy: 0.8661
 22/316 [=>............................] - ETA: 1:05 - loss: 0.3116 - accuracy: 0.8665
 23/316 [=>............................] - ETA: 1:05 - loss: 0.3182 - accuracy: 0.8641
 24/316 [=>............................] - ETA: 1:04 - loss: 0.3249 - accuracy: 0.8620
 25/316 [=>............................] - ETA: 1:04 - loss: 0.3322 - accuracy: 0.8550
 26/316 [=>............................] - ETA: 1:03 - loss: 0.3328 - accuracy: 0.8558
 27/316 [=>............................] - ETA: 1:02 - loss: 0.3264 - accuracy: 0.8611
 28/316 [=>............................] - ETA: 1:02 - loss: 0.3326 - accuracy: 0.8594
 29/316 [=>............................] - ETA: 1:05 - loss: 0.3323 - accuracy: 0.8621
 30/316 [=>............................] - ETA: 1:08 - loss: 0.3350 - accuracy: 0.8604
 31/316 [=>............................] - ETA: 1:07 - loss: 0.3329 - accuracy: 0.8609
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.3436 - accuracy: 0.8555
 33/316 [==>...........................] - ETA: 1:06 - loss: 0.3423 - accuracy: 0.8542
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3439 - accuracy: 0.8529
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3430 - accuracy: 0.8518
 36/316 [==>...........................] - ETA: 1:04 - loss: 0.3395 - accuracy: 0.8524
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3359 - accuracy: 0.8547
 38/316 [==>...........................] - ETA: 1:03 - loss: 0.3333 - accuracy: 0.8553
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3335 - accuracy: 0.8542
 40/316 [==>...........................] - ETA: 1:02 - loss: 0.3337 - accuracy: 0.8547
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.3376 - accuracy: 0.8521
 42/316 [==>...........................] - ETA: 1:01 - loss: 0.3315 - accuracy: 0.8557
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.3362 - accuracy: 0.8532
 44/316 [===>..........................] - ETA: 1:00 - loss: 0.3363 - accuracy: 0.8523
 45/316 [===>..........................] - ETA: 1:00 - loss: 0.3377 - accuracy: 0.8514
 46/316 [===>..........................] - ETA: 1:02 - loss: 0.3401 - accuracy: 0.8478
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.3432 - accuracy: 0.8471
 48/316 [===>..........................] - ETA: 1:03 - loss: 0.3484 - accuracy: 0.8438
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.3467 - accuracy: 0.8444
 50/316 [===>..........................] - ETA: 1:02 - loss: 0.3516 - accuracy: 0.8413
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3519 - accuracy: 0.8419
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.3559 - accuracy: 0.8401
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3546 - accuracy: 0.8408
 54/316 [====>.........................] - ETA: 1:00 - loss: 0.3567 - accuracy: 0.8391
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3563 - accuracy: 0.8398
 56/316 [====>.........................] - ETA: 59s - loss: 0.3532 - accuracy: 0.8415 
 57/316 [====>.........................] - ETA: 59s - loss: 0.3529 - accuracy: 0.8421
 58/316 [====>.........................] - ETA: 59s - loss: 0.3517 - accuracy: 0.8438
 59/316 [====>.........................] - ETA: 58s - loss: 0.3588 - accuracy: 0.8390
 60/316 [====>.........................] - ETA: 58s - loss: 0.3553 - accuracy: 0.8417
 61/316 [====>.........................] - ETA: 58s - loss: 0.3556 - accuracy: 0.8412
 62/316 [====>.........................] - ETA: 57s - loss: 0.3587 - accuracy: 0.8387
 63/316 [====>.........................] - ETA: 58s - loss: 0.3576 - accuracy: 0.8373
 64/316 [=====>........................] - ETA: 59s - loss: 0.3588 - accuracy: 0.8369
 65/316 [=====>........................] - ETA: 59s - loss: 0.3625 - accuracy: 0.8337
 66/316 [=====>........................] - ETA: 58s - loss: 0.3602 - accuracy: 0.8343
 67/316 [=====>........................] - ETA: 58s - loss: 0.3594 - accuracy: 0.8349
 68/316 [=====>........................] - ETA: 58s - loss: 0.3586 - accuracy: 0.8346
 69/316 [=====>........................] - ETA: 57s - loss: 0.3666 - accuracy: 0.8288
 70/316 [=====>........................] - ETA: 57s - loss: 0.3643 - accuracy: 0.8295
 71/316 [=====>........................] - ETA: 56s - loss: 0.3641 - accuracy: 0.8283
 72/316 [=====>........................] - ETA: 56s - loss: 0.3637 - accuracy: 0.8281
 73/316 [=====>........................] - ETA: 56s - loss: 0.3644 - accuracy: 0.8279
 74/316 [======>.......................] - ETA: 55s - loss: 0.3641 - accuracy: 0.8294
 75/316 [======>.......................] - ETA: 55s - loss: 0.3642 - accuracy: 0.8283
 76/316 [======>.......................] - ETA: 55s - loss: 0.3643 - accuracy: 0.8273
 77/316 [======>.......................] - ETA: 54s - loss: 0.3638 - accuracy: 0.8279
 78/316 [======>.......................] - ETA: 54s - loss: 0.3623 - accuracy: 0.8285
 79/316 [======>.......................] - ETA: 54s - loss: 0.3626 - accuracy: 0.8291
 80/316 [======>.......................] - ETA: 54s - loss: 0.3633 - accuracy: 0.8281
 81/316 [======>.......................] - ETA: 54s - loss: 0.3619 - accuracy: 0.8287
 82/316 [======>.......................] - ETA: 55s - loss: 0.3643 - accuracy: 0.8277
 83/316 [======>.......................] - ETA: 54s - loss: 0.3660 - accuracy: 0.8253
 84/316 [======>.......................] - ETA: 54s - loss: 0.3672 - accuracy: 0.8237
 85/316 [=======>......................] - ETA: 54s - loss: 0.3670 - accuracy: 0.8228
 86/316 [=======>......................] - ETA: 53s - loss: 0.3696 - accuracy: 0.8205
 87/316 [=======>......................] - ETA: 53s - loss: 0.3706 - accuracy: 0.8204
 88/316 [=======>......................] - ETA: 53s - loss: 0.3706 - accuracy: 0.8217
 89/316 [=======>......................] - ETA: 52s - loss: 0.3707 - accuracy: 0.8223
 90/316 [=======>......................] - ETA: 52s - loss: 0.3712 - accuracy: 0.8208
 91/316 [=======>......................] - ETA: 51s - loss: 0.3708 - accuracy: 0.8201
 92/316 [=======>......................] - ETA: 51s - loss: 0.3707 - accuracy: 0.8207
 93/316 [=======>......................] - ETA: 51s - loss: 0.3690 - accuracy: 0.8219
 94/316 [=======>......................] - ETA: 50s - loss: 0.3687 - accuracy: 0.8218
 95/316 [========>.....................] - ETA: 50s - loss: 0.3691 - accuracy: 0.8204
 96/316 [========>.....................] - ETA: 50s - loss: 0.3692 - accuracy: 0.8197
 97/316 [========>.....................] - ETA: 50s - loss: 0.3696 - accuracy: 0.8189
 98/316 [========>.....................] - ETA: 50s - loss: 0.3699 - accuracy: 0.8176
 99/316 [========>.....................] - ETA: 51s - loss: 0.3728 - accuracy: 0.8157
100/316 [========>.....................] - ETA: 50s - loss: 0.3730 - accuracy: 0.8150
101/316 [========>.....................] - ETA: 50s - loss: 0.3719 - accuracy: 0.8162
102/316 [========>.....................] - ETA: 50s - loss: 0.3716 - accuracy: 0.8174
103/316 [========>.....................] - ETA: 49s - loss: 0.3717 - accuracy: 0.8174
104/316 [========>.....................] - ETA: 49s - loss: 0.3719 - accuracy: 0.8173
105/316 [========>.....................] - ETA: 49s - loss: 0.3711 - accuracy: 0.8185
106/316 [=========>....................] - ETA: 48s - loss: 0.3702 - accuracy: 0.8190
107/316 [=========>....................] - ETA: 48s - loss: 0.3696 - accuracy: 0.8195
108/316 [=========>....................] - ETA: 48s - loss: 0.3693 - accuracy: 0.8200
109/316 [=========>....................] - ETA: 47s - loss: 0.3685 - accuracy: 0.8200
110/316 [=========>....................] - ETA: 47s - loss: 0.3690 - accuracy: 0.8193
111/316 [=========>....................] - ETA: 47s - loss: 0.3681 - accuracy: 0.8198
112/316 [=========>....................] - ETA: 46s - loss: 0.3694 - accuracy: 0.8186
113/316 [=========>....................] - ETA: 46s - loss: 0.3682 - accuracy: 0.8197
114/316 [=========>....................] - ETA: 46s - loss: 0.3696 - accuracy: 0.8196
115/316 [=========>....................] - ETA: 46s - loss: 0.3686 - accuracy: 0.8207
116/316 [==========>...................] - ETA: 47s - loss: 0.3698 - accuracy: 0.8206
117/316 [==========>...................] - ETA: 46s - loss: 0.3693 - accuracy: 0.8205
118/316 [==========>...................] - ETA: 46s - loss: 0.3681 - accuracy: 0.8215
119/316 [==========>...................] - ETA: 46s - loss: 0.3671 - accuracy: 0.8220
120/316 [==========>...................] - ETA: 45s - loss: 0.3671 - accuracy: 0.8219
121/316 [==========>...................] - ETA: 45s - loss: 0.3676 - accuracy: 0.8208
122/316 [==========>...................] - ETA: 45s - loss: 0.3679 - accuracy: 0.8197
123/316 [==========>...................] - ETA: 45s - loss: 0.3699 - accuracy: 0.8181
124/316 [==========>...................] - ETA: 44s - loss: 0.3693 - accuracy: 0.8180
125/316 [==========>...................] - ETA: 44s - loss: 0.3686 - accuracy: 0.8185
126/316 [==========>...................] - ETA: 44s - loss: 0.3689 - accuracy: 0.8185
127/316 [===========>..................] - ETA: 43s - loss: 0.3707 - accuracy: 0.8164
128/316 [===========>..................] - ETA: 43s - loss: 0.3694 - accuracy: 0.8174
129/316 [===========>..................] - ETA: 43s - loss: 0.3705 - accuracy: 0.8159
130/316 [===========>..................] - ETA: 42s - loss: 0.3705 - accuracy: 0.8159
131/316 [===========>..................] - ETA: 42s - loss: 0.3696 - accuracy: 0.8168
132/316 [===========>..................] - ETA: 42s - loss: 0.3703 - accuracy: 0.8158
133/316 [===========>..................] - ETA: 43s - loss: 0.3700 - accuracy: 0.8158
134/316 [===========>..................] - ETA: 42s - loss: 0.3692 - accuracy: 0.8172
135/316 [===========>..................] - ETA: 42s - loss: 0.3693 - accuracy: 0.8181
136/316 [===========>..................] - ETA: 42s - loss: 0.3697 - accuracy: 0.8180
137/316 [============>.................] - ETA: 42s - loss: 0.3689 - accuracy: 0.8180
138/316 [============>.................] - ETA: 41s - loss: 0.3699 - accuracy: 0.8170
139/316 [============>.................] - ETA: 41s - loss: 0.3712 - accuracy: 0.8161
140/316 [============>.................] - ETA: 41s - loss: 0.3711 - accuracy: 0.8170
141/316 [============>.................] - ETA: 40s - loss: 0.3715 - accuracy: 0.8165
142/316 [============>.................] - ETA: 40s - loss: 0.3726 - accuracy: 0.8156
143/316 [============>.................] - ETA: 40s - loss: 0.3724 - accuracy: 0.8160
144/316 [============>.................] - ETA: 40s - loss: 0.3725 - accuracy: 0.8160
145/316 [============>.................] - ETA: 39s - loss: 0.3714 - accuracy: 0.8168
146/316 [============>.................] - ETA: 39s - loss: 0.3715 - accuracy: 0.8176
147/316 [============>.................] - ETA: 39s - loss: 0.3714 - accuracy: 0.8180
148/316 [=============>................] - ETA: 38s - loss: 0.3698 - accuracy: 0.8193
149/316 [=============>................] - ETA: 39s - loss: 0.3698 - accuracy: 0.8192
150/316 [=============>................] - ETA: 39s - loss: 0.3683 - accuracy: 0.8200
151/316 [=============>................] - ETA: 38s - loss: 0.3698 - accuracy: 0.8200
152/316 [=============>................] - ETA: 38s - loss: 0.3691 - accuracy: 0.8203
153/316 [=============>................] - ETA: 38s - loss: 0.3684 - accuracy: 0.8207
154/316 [=============>................] - ETA: 38s - loss: 0.3680 - accuracy: 0.8210
155/316 [=============>................] - ETA: 37s - loss: 0.3679 - accuracy: 0.8210
156/316 [=============>................] - ETA: 37s - loss: 0.3679 - accuracy: 0.8201
157/316 [=============>................] - ETA: 37s - loss: 0.3661 - accuracy: 0.8213
158/316 [==============>...............] - ETA: 36s - loss: 0.3666 - accuracy: 0.8212
159/316 [==============>...............] - ETA: 36s - loss: 0.3667 - accuracy: 0.8211
160/316 [==============>...............] - ETA: 36s - loss: 0.3686 - accuracy: 0.8195
161/316 [==============>...............] - ETA: 36s - loss: 0.3687 - accuracy: 0.8195
162/316 [==============>...............] - ETA: 35s - loss: 0.3678 - accuracy: 0.8206
163/316 [==============>...............] - ETA: 35s - loss: 0.3693 - accuracy: 0.8202
164/316 [==============>...............] - ETA: 35s - loss: 0.3690 - accuracy: 0.8197
165/316 [==============>...............] - ETA: 35s - loss: 0.3693 - accuracy: 0.8193
166/316 [==============>...............] - ETA: 35s - loss: 0.3701 - accuracy: 0.8193
167/316 [==============>...............] - ETA: 35s - loss: 0.3697 - accuracy: 0.8196
168/316 [==============>...............] - ETA: 34s - loss: 0.3688 - accuracy: 0.8203
169/316 [===============>..............] - ETA: 34s - loss: 0.3674 - accuracy: 0.8214
170/316 [===============>..............] - ETA: 34s - loss: 0.3677 - accuracy: 0.8206
171/316 [===============>..............] - ETA: 34s - loss: 0.3674 - accuracy: 0.8213
172/316 [===============>..............] - ETA: 33s - loss: 0.3669 - accuracy: 0.8216
173/316 [===============>..............] - ETA: 33s - loss: 0.3672 - accuracy: 0.8204
174/316 [===============>..............] - ETA: 33s - loss: 0.3660 - accuracy: 0.8215
175/316 [===============>..............] - ETA: 32s - loss: 0.3667 - accuracy: 0.8207
176/316 [===============>..............] - ETA: 32s - loss: 0.3671 - accuracy: 0.8196
177/316 [===============>..............] - ETA: 32s - loss: 0.3671 - accuracy: 0.8192
178/316 [===============>..............] - ETA: 32s - loss: 0.3678 - accuracy: 0.8188
179/316 [===============>..............] - ETA: 31s - loss: 0.3669 - accuracy: 0.8195
180/316 [================>.............] - ETA: 31s - loss: 0.3675 - accuracy: 0.8191
181/316 [================>.............] - ETA: 31s - loss: 0.3682 - accuracy: 0.8180
182/316 [================>.............] - ETA: 31s - loss: 0.3673 - accuracy: 0.8187
183/316 [================>.............] - ETA: 30s - loss: 0.3675 - accuracy: 0.8186
184/316 [================>.............] - ETA: 30s - loss: 0.3673 - accuracy: 0.8190
185/316 [================>.............] - ETA: 30s - loss: 0.3669 - accuracy: 0.8189
186/316 [================>.............] - ETA: 30s - loss: 0.3667 - accuracy: 0.8196
187/316 [================>.............] - ETA: 30s - loss: 0.3656 - accuracy: 0.8205
188/316 [================>.............] - ETA: 30s - loss: 0.3665 - accuracy: 0.8195
189/316 [================>.............] - ETA: 29s - loss: 0.3659 - accuracy: 0.8201
190/316 [=================>............] - ETA: 29s - loss: 0.3664 - accuracy: 0.8201
191/316 [=================>............] - ETA: 29s - loss: 0.3660 - accuracy: 0.8207
192/316 [=================>............] - ETA: 28s - loss: 0.3658 - accuracy: 0.8210
193/316 [=================>............] - ETA: 28s - loss: 0.3665 - accuracy: 0.8209
194/316 [=================>............] - ETA: 28s - loss: 0.3662 - accuracy: 0.8212
195/316 [=================>............] - ETA: 28s - loss: 0.3663 - accuracy: 0.8212
196/316 [=================>............] - ETA: 27s - loss: 0.3675 - accuracy: 0.8208
197/316 [=================>............] - ETA: 27s - loss: 0.3668 - accuracy: 0.8211
198/316 [=================>............] - ETA: 27s - loss: 0.3663 - accuracy: 0.8213
199/316 [=================>............] - ETA: 27s - loss: 0.3657 - accuracy: 0.8219
200/316 [=================>............] - ETA: 26s - loss: 0.3651 - accuracy: 0.8225
201/316 [==================>...........] - ETA: 26s - loss: 0.3653 - accuracy: 0.8221
202/316 [==================>...........] - ETA: 26s - loss: 0.3659 - accuracy: 0.8218
203/316 [==================>...........] - ETA: 26s - loss: 0.3674 - accuracy: 0.8208
204/316 [==================>...........] - ETA: 26s - loss: 0.3684 - accuracy: 0.8205
205/316 [==================>...........] - ETA: 26s - loss: 0.3686 - accuracy: 0.8195
206/316 [==================>...........] - ETA: 25s - loss: 0.3690 - accuracy: 0.8189
207/316 [==================>...........] - ETA: 25s - loss: 0.3691 - accuracy: 0.8188
208/316 [==================>...........] - ETA: 25s - loss: 0.3690 - accuracy: 0.8188
209/316 [==================>...........] - ETA: 25s - loss: 0.3694 - accuracy: 0.8191
210/316 [==================>...........] - ETA: 24s - loss: 0.3692 - accuracy: 0.8188
211/316 [===================>..........] - ETA: 24s - loss: 0.3698 - accuracy: 0.8184
212/316 [===================>..........] - ETA: 24s - loss: 0.3688 - accuracy: 0.8190
213/316 [===================>..........] - ETA: 23s - loss: 0.3681 - accuracy: 0.8195
214/316 [===================>..........] - ETA: 23s - loss: 0.3681 - accuracy: 0.8192
215/316 [===================>..........] - ETA: 23s - loss: 0.3681 - accuracy: 0.8195
216/316 [===================>..........] - ETA: 23s - loss: 0.3674 - accuracy: 0.8200
217/316 [===================>..........] - ETA: 22s - loss: 0.3670 - accuracy: 0.8203
218/316 [===================>..........] - ETA: 22s - loss: 0.3661 - accuracy: 0.8208
219/316 [===================>..........] - ETA: 22s - loss: 0.3662 - accuracy: 0.8205
220/316 [===================>..........] - ETA: 22s - loss: 0.3663 - accuracy: 0.8205
221/316 [===================>..........] - ETA: 22s - loss: 0.3658 - accuracy: 0.8210
222/316 [====================>.........] - ETA: 22s - loss: 0.3648 - accuracy: 0.8215
223/316 [====================>.........] - ETA: 21s - loss: 0.3644 - accuracy: 0.8217
224/316 [====================>.........] - ETA: 21s - loss: 0.3635 - accuracy: 0.8225
225/316 [====================>.........] - ETA: 21s - loss: 0.3633 - accuracy: 0.8225
226/316 [====================>.........] - ETA: 21s - loss: 0.3627 - accuracy: 0.8230
227/316 [====================>.........] - ETA: 20s - loss: 0.3635 - accuracy: 0.8224
228/316 [====================>.........] - ETA: 20s - loss: 0.3635 - accuracy: 0.8224
229/316 [====================>.........] - ETA: 20s - loss: 0.3632 - accuracy: 0.8223
230/316 [====================>.........] - ETA: 20s - loss: 0.3629 - accuracy: 0.8226
231/316 [====================>.........] - ETA: 19s - loss: 0.3631 - accuracy: 0.8225
232/316 [=====================>........] - ETA: 19s - loss: 0.3631 - accuracy: 0.8225
233/316 [=====================>........] - ETA: 19s - loss: 0.3631 - accuracy: 0.8224
234/316 [=====================>........] - ETA: 19s - loss: 0.3633 - accuracy: 0.8221
235/316 [=====================>........] - ETA: 18s - loss: 0.3652 - accuracy: 0.8213
236/316 [=====================>........] - ETA: 18s - loss: 0.3654 - accuracy: 0.8210
237/316 [=====================>........] - ETA: 18s - loss: 0.3653 - accuracy: 0.8212
238/316 [=====================>........] - ETA: 18s - loss: 0.3651 - accuracy: 0.8214
239/316 [=====================>........] - ETA: 18s - loss: 0.3647 - accuracy: 0.8214
240/316 [=====================>........] - ETA: 17s - loss: 0.3642 - accuracy: 0.8219
241/316 [=====================>........] - ETA: 17s - loss: 0.3635 - accuracy: 0.8224
242/316 [=====================>........] - ETA: 17s - loss: 0.3641 - accuracy: 0.8221
243/316 [======================>.......] - ETA: 17s - loss: 0.3643 - accuracy: 0.8220
244/316 [======================>.......] - ETA: 16s - loss: 0.3638 - accuracy: 0.8222
245/316 [======================>.......] - ETA: 16s - loss: 0.3626 - accuracy: 0.8230
246/316 [======================>.......] - ETA: 16s - loss: 0.3619 - accuracy: 0.8234
247/316 [======================>.......] - ETA: 16s - loss: 0.3622 - accuracy: 0.8229
248/316 [======================>.......] - ETA: 15s - loss: 0.3622 - accuracy: 0.8228
249/316 [======================>.......] - ETA: 15s - loss: 0.3626 - accuracy: 0.8225
250/316 [======================>.......] - ETA: 15s - loss: 0.3633 - accuracy: 0.8225
251/316 [======================>.......] - ETA: 15s - loss: 0.3634 - accuracy: 0.8225
252/316 [======================>.......] - ETA: 14s - loss: 0.3643 - accuracy: 0.8222
253/316 [=======================>......] - ETA: 14s - loss: 0.3647 - accuracy: 0.8219
254/316 [=======================>......] - ETA: 14s - loss: 0.3644 - accuracy: 0.8221
255/316 [=======================>......] - ETA: 14s - loss: 0.3648 - accuracy: 0.8216
256/316 [=======================>......] - ETA: 14s - loss: 0.3653 - accuracy: 0.8210
257/316 [=======================>......] - ETA: 13s - loss: 0.3654 - accuracy: 0.8210
258/316 [=======================>......] - ETA: 13s - loss: 0.3657 - accuracy: 0.8210
259/316 [=======================>......] - ETA: 13s - loss: 0.3655 - accuracy: 0.8214
260/316 [=======================>......] - ETA: 13s - loss: 0.3652 - accuracy: 0.8219
261/316 [=======================>......] - ETA: 12s - loss: 0.3649 - accuracy: 0.8221
262/316 [=======================>......] - ETA: 12s - loss: 0.3652 - accuracy: 0.8216
263/316 [=======================>......] - ETA: 12s - loss: 0.3649 - accuracy: 0.8220
264/316 [========================>.....] - ETA: 12s - loss: 0.3647 - accuracy: 0.8220
265/316 [========================>.....] - ETA: 11s - loss: 0.3642 - accuracy: 0.8224
266/316 [========================>.....] - ETA: 11s - loss: 0.3639 - accuracy: 0.8224
267/316 [========================>.....] - ETA: 11s - loss: 0.3636 - accuracy: 0.8226
268/316 [========================>.....] - ETA: 11s - loss: 0.3639 - accuracy: 0.8225
269/316 [========================>.....] - ETA: 10s - loss: 0.3638 - accuracy: 0.8225
270/316 [========================>.....] - ETA: 10s - loss: 0.3640 - accuracy: 0.8220
271/316 [========================>.....] - ETA: 10s - loss: 0.3642 - accuracy: 0.8217
272/316 [========================>.....] - ETA: 10s - loss: 0.3639 - accuracy: 0.8219
273/316 [========================>.....] - ETA: 10s - loss: 0.3646 - accuracy: 0.8214
274/316 [=========================>....] - ETA: 9s - loss: 0.3642 - accuracy: 0.8214 
275/316 [=========================>....] - ETA: 9s - loss: 0.3641 - accuracy: 0.8216
276/316 [=========================>....] - ETA: 9s - loss: 0.3643 - accuracy: 0.8213
277/316 [=========================>....] - ETA: 9s - loss: 0.3643 - accuracy: 0.8208
278/316 [=========================>....] - ETA: 8s - loss: 0.3645 - accuracy: 0.8210
279/316 [=========================>....] - ETA: 8s - loss: 0.3647 - accuracy: 0.8206
280/316 [=========================>....] - ETA: 8s - loss: 0.3647 - accuracy: 0.8208
281/316 [=========================>....] - ETA: 8s - loss: 0.3646 - accuracy: 0.8210
282/316 [=========================>....] - ETA: 7s - loss: 0.3642 - accuracy: 0.8216
283/316 [=========================>....] - ETA: 7s - loss: 0.3641 - accuracy: 0.8213
284/316 [=========================>....] - ETA: 7s - loss: 0.3643 - accuracy: 0.8213
285/316 [==========================>...] - ETA: 7s - loss: 0.3639 - accuracy: 0.8211
286/316 [==========================>...] - ETA: 6s - loss: 0.3636 - accuracy: 0.8215
287/316 [==========================>...] - ETA: 6s - loss: 0.3630 - accuracy: 0.8219
288/316 [==========================>...] - ETA: 6s - loss: 0.3623 - accuracy: 0.8225
289/316 [==========================>...] - ETA: 6s - loss: 0.3620 - accuracy: 0.8224
290/316 [==========================>...] - ETA: 6s - loss: 0.3627 - accuracy: 0.8222
291/316 [==========================>...] - ETA: 5s - loss: 0.3631 - accuracy: 0.8222
292/316 [==========================>...] - ETA: 5s - loss: 0.3634 - accuracy: 0.8217
293/316 [==========================>...] - ETA: 5s - loss: 0.3654 - accuracy: 0.8219
294/316 [==========================>...] - ETA: 5s - loss: 0.3665 - accuracy: 0.8214
295/316 [===========================>..] - ETA: 4s - loss: 0.3663 - accuracy: 0.8216
296/316 [===========================>..] - ETA: 4s - loss: 0.3669 - accuracy: 0.8218
297/316 [===========================>..] - ETA: 4s - loss: 0.3668 - accuracy: 0.8220
298/316 [===========================>..] - ETA: 4s - loss: 0.3669 - accuracy: 0.8219
299/316 [===========================>..] - ETA: 3s - loss: 0.3672 - accuracy: 0.8217
300/316 [===========================>..] - ETA: 3s - loss: 0.3674 - accuracy: 0.8210
301/316 [===========================>..] - ETA: 3s - loss: 0.3674 - accuracy: 0.8210
302/316 [===========================>..] - ETA: 3s - loss: 0.3680 - accuracy: 0.8204
303/316 [===========================>..] - ETA: 3s - loss: 0.3685 - accuracy: 0.8201
304/316 [===========================>..] - ETA: 2s - loss: 0.3683 - accuracy: 0.8207
305/316 [===========================>..] - ETA: 2s - loss: 0.3683 - accuracy: 0.8211
306/316 [============================>.] - ETA: 2s - loss: 0.3683 - accuracy: 0.8211
307/316 [============================>.] - ETA: 2s - loss: 0.3686 - accuracy: 0.8213
308/316 [============================>.] - ETA: 1s - loss: 0.3688 - accuracy: 0.8210
309/316 [============================>.] - ETA: 1s - loss: 0.3692 - accuracy: 0.8208
310/316 [============================>.] - ETA: 1s - loss: 0.3694 - accuracy: 0.8206
311/316 [============================>.] - ETA: 1s - loss: 0.3699 - accuracy: 0.8203
312/316 [============================>.] - ETA: 0s - loss: 0.3697 - accuracy: 0.8205
313/316 [============================>.] - ETA: 0s - loss: 0.3701 - accuracy: 0.8205
314/316 [============================>.] - ETA: 0s - loss: 0.3702 - accuracy: 0.8207
315/316 [============================>.] - ETA: 0s - loss: 0.3709 - accuracy: 0.8204
316/316 [==============================] - 74s 233ms/step - loss: 0.3711 - accuracy: 0.8205

316/316 [==============================] - 78s 247ms/step - loss: 0.3711 - accuracy: 0.8205 - val_loss: 0.3713 - val_accuracy: 0.8487
Epoch 48/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.5586 - accuracy: 0.7500
  2/316 [..............................] - ETA: 1:04 - loss: 0.5023 - accuracy: 0.7500
  3/316 [..............................] - ETA: 1:01 - loss: 0.5076 - accuracy: 0.7292
  4/316 [..............................] - ETA: 1:05 - loss: 0.4577 - accuracy: 0.7969
  5/316 [..............................] - ETA: 1:32 - loss: 0.4586 - accuracy: 0.7750
  6/316 [..............................] - ETA: 1:44 - loss: 0.4521 - accuracy: 0.7604
  7/316 [..............................] - ETA: 1:36 - loss: 0.4789 - accuracy: 0.7500
  8/316 [..............................] - ETA: 1:30 - loss: 0.5143 - accuracy: 0.7500
  9/316 [..............................] - ETA: 1:26 - loss: 0.4797 - accuracy: 0.7778
 10/316 [..............................] - ETA: 1:22 - loss: 0.4694 - accuracy: 0.7750
 11/316 [>.............................] - ETA: 1:20 - loss: 0.4559 - accuracy: 0.7784
 12/316 [>.............................] - ETA: 1:17 - loss: 0.4352 - accuracy: 0.7865
 13/316 [>.............................] - ETA: 1:16 - loss: 0.4241 - accuracy: 0.7933
 14/316 [>.............................] - ETA: 1:14 - loss: 0.4127 - accuracy: 0.7946
 15/316 [>.............................] - ETA: 1:12 - loss: 0.4146 - accuracy: 0.8000
 16/316 [>.............................] - ETA: 1:11 - loss: 0.4280 - accuracy: 0.7930
 17/316 [>.............................] - ETA: 1:10 - loss: 0.4100 - accuracy: 0.8015
 18/316 [>.............................] - ETA: 1:09 - loss: 0.4032 - accuracy: 0.8090
 19/316 [>.............................] - ETA: 1:08 - loss: 0.3972 - accuracy: 0.8125
 20/316 [>.............................] - ETA: 1:07 - loss: 0.3963 - accuracy: 0.8125
 21/316 [>.............................] - ETA: 1:07 - loss: 0.4006 - accuracy: 0.8125
 22/316 [=>............................] - ETA: 1:11 - loss: 0.3989 - accuracy: 0.8153
 23/316 [=>............................] - ETA: 1:15 - loss: 0.3940 - accuracy: 0.8152
 24/316 [=>............................] - ETA: 1:14 - loss: 0.3874 - accuracy: 0.8177
 25/316 [=>............................] - ETA: 1:13 - loss: 0.3806 - accuracy: 0.8200
 26/316 [=>............................] - ETA: 1:12 - loss: 0.3779 - accuracy: 0.8197
 27/316 [=>............................] - ETA: 1:11 - loss: 0.3817 - accuracy: 0.8194
 28/316 [=>............................] - ETA: 1:10 - loss: 0.3920 - accuracy: 0.8147
 29/316 [=>............................] - ETA: 1:10 - loss: 0.3954 - accuracy: 0.8103
 30/316 [=>............................] - ETA: 1:09 - loss: 0.4005 - accuracy: 0.8083
 31/316 [=>............................] - ETA: 1:08 - loss: 0.3953 - accuracy: 0.8145
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.3901 - accuracy: 0.8184
 33/316 [==>...........................] - ETA: 1:07 - loss: 0.3863 - accuracy: 0.8201
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3802 - accuracy: 0.8235
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3730 - accuracy: 0.8286
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.3728 - accuracy: 0.8299
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3693 - accuracy: 0.8328
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.3668 - accuracy: 0.8355
 39/316 [==>...........................] - ETA: 1:06 - loss: 0.3681 - accuracy: 0.8349
 40/316 [==>...........................] - ETA: 1:08 - loss: 0.3695 - accuracy: 0.8328
 41/316 [==>...........................] - ETA: 1:08 - loss: 0.3762 - accuracy: 0.8308
 42/316 [==>...........................] - ETA: 1:07 - loss: 0.3786 - accuracy: 0.8274
 43/316 [===>..........................] - ETA: 1:06 - loss: 0.3755 - accuracy: 0.8285
 44/316 [===>..........................] - ETA: 1:06 - loss: 0.3872 - accuracy: 0.8253
 45/316 [===>..........................] - ETA: 1:05 - loss: 0.3827 - accuracy: 0.8278
 46/316 [===>..........................] - ETA: 1:05 - loss: 0.3804 - accuracy: 0.8274
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.3786 - accuracy: 0.8271
 48/316 [===>..........................] - ETA: 1:04 - loss: 0.3756 - accuracy: 0.8281
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.3709 - accuracy: 0.8304
 50/316 [===>..........................] - ETA: 1:03 - loss: 0.3736 - accuracy: 0.8275
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3729 - accuracy: 0.8284
 52/316 [===>..........................] - ETA: 1:02 - loss: 0.3729 - accuracy: 0.8281
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3738 - accuracy: 0.8278
 54/316 [====>.........................] - ETA: 1:01 - loss: 0.3749 - accuracy: 0.8287
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3728 - accuracy: 0.8295
 56/316 [====>.........................] - ETA: 1:01 - loss: 0.3713 - accuracy: 0.8304
 57/316 [====>.........................] - ETA: 1:03 - loss: 0.3707 - accuracy: 0.8300
 58/316 [====>.........................] - ETA: 1:02 - loss: 0.3701 - accuracy: 0.8297
 59/316 [====>.........................] - ETA: 1:02 - loss: 0.3687 - accuracy: 0.8294
 60/316 [====>.........................] - ETA: 1:01 - loss: 0.3702 - accuracy: 0.8281
 61/316 [====>.........................] - ETA: 1:01 - loss: 0.3679 - accuracy: 0.8299
 62/316 [====>.........................] - ETA: 1:00 - loss: 0.3673 - accuracy: 0.8296
 63/316 [====>.........................] - ETA: 1:00 - loss: 0.3664 - accuracy: 0.8313
 64/316 [=====>........................] - ETA: 1:00 - loss: 0.3637 - accuracy: 0.8320
 65/316 [=====>........................] - ETA: 59s - loss: 0.3633 - accuracy: 0.8327 
 66/316 [=====>........................] - ETA: 59s - loss: 0.3631 - accuracy: 0.8324
 67/316 [=====>........................] - ETA: 58s - loss: 0.3631 - accuracy: 0.8330
 68/316 [=====>........................] - ETA: 58s - loss: 0.3623 - accuracy: 0.8336
 69/316 [=====>........................] - ETA: 58s - loss: 0.3636 - accuracy: 0.8324
 70/316 [=====>........................] - ETA: 57s - loss: 0.3640 - accuracy: 0.8330
 71/316 [=====>........................] - ETA: 57s - loss: 0.3629 - accuracy: 0.8336
 72/316 [=====>........................] - ETA: 56s - loss: 0.3620 - accuracy: 0.8351
 73/316 [=====>........................] - ETA: 57s - loss: 0.3609 - accuracy: 0.8356
 74/316 [======>.......................] - ETA: 58s - loss: 0.3660 - accuracy: 0.8353
 75/316 [======>.......................] - ETA: 58s - loss: 0.3672 - accuracy: 0.8342
 76/316 [======>.......................] - ETA: 57s - loss: 0.3704 - accuracy: 0.8331
 77/316 [======>.......................] - ETA: 57s - loss: 0.3707 - accuracy: 0.8336
 78/316 [======>.......................] - ETA: 56s - loss: 0.3699 - accuracy: 0.8341
 79/316 [======>.......................] - ETA: 56s - loss: 0.3707 - accuracy: 0.8331
 80/316 [======>.......................] - ETA: 56s - loss: 0.3690 - accuracy: 0.8336
 81/316 [======>.......................] - ETA: 55s - loss: 0.3690 - accuracy: 0.8341
 82/316 [======>.......................] - ETA: 55s - loss: 0.3695 - accuracy: 0.8323
 83/316 [======>.......................] - ETA: 55s - loss: 0.3693 - accuracy: 0.8321
 84/316 [======>.......................] - ETA: 54s - loss: 0.3694 - accuracy: 0.8333
 85/316 [=======>......................] - ETA: 54s - loss: 0.3699 - accuracy: 0.8346
 86/316 [=======>......................] - ETA: 53s - loss: 0.3703 - accuracy: 0.8350
 87/316 [=======>......................] - ETA: 53s - loss: 0.3699 - accuracy: 0.8355
 88/316 [=======>......................] - ETA: 53s - loss: 0.3700 - accuracy: 0.8359
 89/316 [=======>......................] - ETA: 52s - loss: 0.3702 - accuracy: 0.8350
 90/316 [=======>......................] - ETA: 52s - loss: 0.3695 - accuracy: 0.8354
 91/316 [=======>......................] - ETA: 53s - loss: 0.3693 - accuracy: 0.8359
 92/316 [=======>......................] - ETA: 53s - loss: 0.3702 - accuracy: 0.8349
 93/316 [=======>......................] - ETA: 53s - loss: 0.3707 - accuracy: 0.8347
 94/316 [=======>......................] - ETA: 53s - loss: 0.3707 - accuracy: 0.8344
 95/316 [========>.....................] - ETA: 52s - loss: 0.3706 - accuracy: 0.8336
 96/316 [========>.....................] - ETA: 52s - loss: 0.3749 - accuracy: 0.8327
 97/316 [========>.....................] - ETA: 51s - loss: 0.3754 - accuracy: 0.8318
 98/316 [========>.....................] - ETA: 51s - loss: 0.3759 - accuracy: 0.8316
 99/316 [========>.....................] - ETA: 51s - loss: 0.3762 - accuracy: 0.8314
100/316 [========>.....................] - ETA: 50s - loss: 0.3769 - accuracy: 0.8313
101/316 [========>.....................] - ETA: 50s - loss: 0.3765 - accuracy: 0.8317
102/316 [========>.....................] - ETA: 50s - loss: 0.3756 - accuracy: 0.8315
103/316 [========>.....................] - ETA: 49s - loss: 0.3755 - accuracy: 0.8313
104/316 [========>.....................] - ETA: 49s - loss: 0.3744 - accuracy: 0.8317
105/316 [========>.....................] - ETA: 49s - loss: 0.3739 - accuracy: 0.8315
106/316 [=========>....................] - ETA: 48s - loss: 0.3738 - accuracy: 0.8314
107/316 [=========>....................] - ETA: 48s - loss: 0.3737 - accuracy: 0.8312
108/316 [=========>....................] - ETA: 49s - loss: 0.3719 - accuracy: 0.8316
109/316 [=========>....................] - ETA: 49s - loss: 0.3717 - accuracy: 0.8320
110/316 [=========>....................] - ETA: 49s - loss: 0.3739 - accuracy: 0.8318
111/316 [=========>....................] - ETA: 48s - loss: 0.3731 - accuracy: 0.8316
112/316 [=========>....................] - ETA: 48s - loss: 0.3721 - accuracy: 0.8326
113/316 [=========>....................] - ETA: 48s - loss: 0.3719 - accuracy: 0.8330
114/316 [=========>....................] - ETA: 47s - loss: 0.3725 - accuracy: 0.8322
115/316 [=========>....................] - ETA: 47s - loss: 0.3722 - accuracy: 0.8326
116/316 [==========>...................] - ETA: 47s - loss: 0.3735 - accuracy: 0.8314
117/316 [==========>...................] - ETA: 46s - loss: 0.3733 - accuracy: 0.8317
118/316 [==========>...................] - ETA: 46s - loss: 0.3738 - accuracy: 0.8310
119/316 [==========>...................] - ETA: 46s - loss: 0.3725 - accuracy: 0.8319
120/316 [==========>...................] - ETA: 46s - loss: 0.3735 - accuracy: 0.8307
121/316 [==========>...................] - ETA: 45s - loss: 0.3733 - accuracy: 0.8311
122/316 [==========>...................] - ETA: 45s - loss: 0.3724 - accuracy: 0.8320
123/316 [==========>...................] - ETA: 45s - loss: 0.3724 - accuracy: 0.8313
124/316 [==========>...................] - ETA: 44s - loss: 0.3758 - accuracy: 0.8281
125/316 [==========>...................] - ETA: 45s - loss: 0.3749 - accuracy: 0.8285
126/316 [==========>...................] - ETA: 45s - loss: 0.3741 - accuracy: 0.8294
127/316 [===========>..................] - ETA: 45s - loss: 0.3745 - accuracy: 0.8282
128/316 [===========>..................] - ETA: 44s - loss: 0.3745 - accuracy: 0.8281
129/316 [===========>..................] - ETA: 44s - loss: 0.3748 - accuracy: 0.8270
130/316 [===========>..................] - ETA: 44s - loss: 0.3742 - accuracy: 0.8274
131/316 [===========>..................] - ETA: 43s - loss: 0.3743 - accuracy: 0.8273
132/316 [===========>..................] - ETA: 43s - loss: 0.3743 - accuracy: 0.8272
133/316 [===========>..................] - ETA: 43s - loss: 0.3735 - accuracy: 0.8275
134/316 [===========>..................] - ETA: 42s - loss: 0.3743 - accuracy: 0.8270
135/316 [===========>..................] - ETA: 42s - loss: 0.3757 - accuracy: 0.8264
136/316 [===========>..................] - ETA: 42s - loss: 0.3765 - accuracy: 0.8249
137/316 [============>.................] - ETA: 42s - loss: 0.3770 - accuracy: 0.8248
138/316 [============>.................] - ETA: 41s - loss: 0.3780 - accuracy: 0.8243
139/316 [============>.................] - ETA: 41s - loss: 0.3773 - accuracy: 0.8246
140/316 [============>.................] - ETA: 41s - loss: 0.3772 - accuracy: 0.8241
141/316 [============>.................] - ETA: 40s - loss: 0.3775 - accuracy: 0.8231
142/316 [============>.................] - ETA: 41s - loss: 0.3770 - accuracy: 0.8235
143/316 [============>.................] - ETA: 41s - loss: 0.3779 - accuracy: 0.8221
144/316 [============>.................] - ETA: 40s - loss: 0.3770 - accuracy: 0.8220
145/316 [============>.................] - ETA: 40s - loss: 0.3761 - accuracy: 0.8233
146/316 [============>.................] - ETA: 40s - loss: 0.3751 - accuracy: 0.8245
147/316 [============>.................] - ETA: 40s - loss: 0.3754 - accuracy: 0.8248
148/316 [=============>................] - ETA: 39s - loss: 0.3741 - accuracy: 0.8260
149/316 [=============>................] - ETA: 39s - loss: 0.3737 - accuracy: 0.8259
150/316 [=============>................] - ETA: 39s - loss: 0.3730 - accuracy: 0.8258
151/316 [=============>................] - ETA: 38s - loss: 0.3760 - accuracy: 0.8241
152/316 [=============>................] - ETA: 38s - loss: 0.3774 - accuracy: 0.8228
153/316 [=============>................] - ETA: 38s - loss: 0.3773 - accuracy: 0.8231
154/316 [=============>................] - ETA: 38s - loss: 0.3777 - accuracy: 0.8226
155/316 [=============>................] - ETA: 37s - loss: 0.3767 - accuracy: 0.8234
156/316 [=============>................] - ETA: 37s - loss: 0.3766 - accuracy: 0.8237
157/316 [=============>................] - ETA: 37s - loss: 0.3768 - accuracy: 0.8236
158/316 [==============>...............] - ETA: 37s - loss: 0.3774 - accuracy: 0.8236
159/316 [==============>...............] - ETA: 37s - loss: 0.3773 - accuracy: 0.8239
160/316 [==============>...............] - ETA: 37s - loss: 0.3767 - accuracy: 0.8242
161/316 [==============>...............] - ETA: 36s - loss: 0.3763 - accuracy: 0.8245
162/316 [==============>...............] - ETA: 36s - loss: 0.3764 - accuracy: 0.8245
163/316 [==============>...............] - ETA: 36s - loss: 0.3753 - accuracy: 0.8252
164/316 [==============>...............] - ETA: 36s - loss: 0.3759 - accuracy: 0.8247
165/316 [==============>...............] - ETA: 35s - loss: 0.3761 - accuracy: 0.8246
166/316 [==============>...............] - ETA: 35s - loss: 0.3762 - accuracy: 0.8253
167/316 [==============>...............] - ETA: 35s - loss: 0.3757 - accuracy: 0.8256
168/316 [==============>...............] - ETA: 34s - loss: 0.3743 - accuracy: 0.8266
169/316 [===============>..............] - ETA: 34s - loss: 0.3738 - accuracy: 0.8273
170/316 [===============>..............] - ETA: 34s - loss: 0.3750 - accuracy: 0.8261
171/316 [===============>..............] - ETA: 34s - loss: 0.3741 - accuracy: 0.8268
172/316 [===============>..............] - ETA: 33s - loss: 0.3737 - accuracy: 0.8270
173/316 [===============>..............] - ETA: 33s - loss: 0.3724 - accuracy: 0.8277
174/316 [===============>..............] - ETA: 33s - loss: 0.3717 - accuracy: 0.8283
175/316 [===============>..............] - ETA: 33s - loss: 0.3705 - accuracy: 0.8293
176/316 [===============>..............] - ETA: 33s - loss: 0.3716 - accuracy: 0.8281
177/316 [===============>..............] - ETA: 33s - loss: 0.3720 - accuracy: 0.8284
178/316 [===============>..............] - ETA: 32s - loss: 0.3724 - accuracy: 0.8279
179/316 [===============>..............] - ETA: 32s - loss: 0.3733 - accuracy: 0.8275
180/316 [================>.............] - ETA: 32s - loss: 0.3739 - accuracy: 0.8271
181/316 [================>.............] - ETA: 31s - loss: 0.3747 - accuracy: 0.8263
182/316 [================>.............] - ETA: 31s - loss: 0.3739 - accuracy: 0.8269
183/316 [================>.............] - ETA: 31s - loss: 0.3736 - accuracy: 0.8268
184/316 [================>.............] - ETA: 31s - loss: 0.3729 - accuracy: 0.8271
185/316 [================>.............] - ETA: 30s - loss: 0.3732 - accuracy: 0.8267
186/316 [================>.............] - ETA: 30s - loss: 0.3727 - accuracy: 0.8266
187/316 [================>.............] - ETA: 30s - loss: 0.3731 - accuracy: 0.8262
188/316 [================>.............] - ETA: 30s - loss: 0.3745 - accuracy: 0.8258
189/316 [================>.............] - ETA: 29s - loss: 0.3735 - accuracy: 0.8264
190/316 [=================>............] - ETA: 29s - loss: 0.3728 - accuracy: 0.8273
191/316 [=================>............] - ETA: 29s - loss: 0.3730 - accuracy: 0.8269
192/316 [=================>............] - ETA: 29s - loss: 0.3739 - accuracy: 0.8262
193/316 [=================>............] - ETA: 28s - loss: 0.3748 - accuracy: 0.8251
194/316 [=================>............] - ETA: 28s - loss: 0.3754 - accuracy: 0.8244
195/316 [=================>............] - ETA: 28s - loss: 0.3750 - accuracy: 0.8244
196/316 [=================>............] - ETA: 28s - loss: 0.3749 - accuracy: 0.8243
197/316 [=================>............] - ETA: 28s - loss: 0.3744 - accuracy: 0.8246
198/316 [=================>............] - ETA: 27s - loss: 0.3742 - accuracy: 0.8248
199/316 [=================>............] - ETA: 27s - loss: 0.3732 - accuracy: 0.8257
200/316 [=================>............] - ETA: 27s - loss: 0.3721 - accuracy: 0.8263
201/316 [==================>...........] - ETA: 27s - loss: 0.3726 - accuracy: 0.8252
202/316 [==================>...........] - ETA: 26s - loss: 0.3755 - accuracy: 0.8246
203/316 [==================>...........] - ETA: 26s - loss: 0.3757 - accuracy: 0.8245
204/316 [==================>...........] - ETA: 26s - loss: 0.3761 - accuracy: 0.8238
205/316 [==================>...........] - ETA: 26s - loss: 0.3757 - accuracy: 0.8238
206/316 [==================>...........] - ETA: 25s - loss: 0.3749 - accuracy: 0.8243
207/316 [==================>...........] - ETA: 25s - loss: 0.3739 - accuracy: 0.8252
208/316 [==================>...........] - ETA: 25s - loss: 0.3736 - accuracy: 0.8257
209/316 [==================>...........] - ETA: 25s - loss: 0.3738 - accuracy: 0.8257
210/316 [==================>...........] - ETA: 24s - loss: 0.3745 - accuracy: 0.8253
211/316 [===================>..........] - ETA: 24s - loss: 0.3742 - accuracy: 0.8255
212/316 [===================>..........] - ETA: 24s - loss: 0.3738 - accuracy: 0.8258
213/316 [===================>..........] - ETA: 24s - loss: 0.3736 - accuracy: 0.8260
214/316 [===================>..........] - ETA: 24s - loss: 0.3739 - accuracy: 0.8256
215/316 [===================>..........] - ETA: 23s - loss: 0.3755 - accuracy: 0.8247
216/316 [===================>..........] - ETA: 23s - loss: 0.3754 - accuracy: 0.8252
217/316 [===================>..........] - ETA: 23s - loss: 0.3753 - accuracy: 0.8255
218/316 [===================>..........] - ETA: 23s - loss: 0.3750 - accuracy: 0.8254
219/316 [===================>..........] - ETA: 22s - loss: 0.3753 - accuracy: 0.8248
220/316 [===================>..........] - ETA: 22s - loss: 0.3758 - accuracy: 0.8247
221/316 [===================>..........] - ETA: 22s - loss: 0.3767 - accuracy: 0.8238
222/316 [====================>.........] - ETA: 22s - loss: 0.3770 - accuracy: 0.8232
223/316 [====================>.........] - ETA: 21s - loss: 0.3774 - accuracy: 0.8229
224/316 [====================>.........] - ETA: 21s - loss: 0.3772 - accuracy: 0.8231
225/316 [====================>.........] - ETA: 21s - loss: 0.3770 - accuracy: 0.8231
226/316 [====================>.........] - ETA: 21s - loss: 0.3762 - accuracy: 0.8238
227/316 [====================>.........] - ETA: 20s - loss: 0.3763 - accuracy: 0.8235
228/316 [====================>.........] - ETA: 20s - loss: 0.3766 - accuracy: 0.8232
229/316 [====================>.........] - ETA: 20s - loss: 0.3767 - accuracy: 0.8231
230/316 [====================>.........] - ETA: 20s - loss: 0.3765 - accuracy: 0.8234
231/316 [====================>.........] - ETA: 20s - loss: 0.3762 - accuracy: 0.8236
232/316 [=====================>........] - ETA: 19s - loss: 0.3755 - accuracy: 0.8241
233/316 [=====================>........] - ETA: 19s - loss: 0.3757 - accuracy: 0.8238
234/316 [=====================>........] - ETA: 19s - loss: 0.3755 - accuracy: 0.8232
235/316 [=====================>........] - ETA: 19s - loss: 0.3749 - accuracy: 0.8234
236/316 [=====================>........] - ETA: 18s - loss: 0.3755 - accuracy: 0.8226
237/316 [=====================>........] - ETA: 18s - loss: 0.3751 - accuracy: 0.8228
238/316 [=====================>........] - ETA: 18s - loss: 0.3757 - accuracy: 0.8230
239/316 [=====================>........] - ETA: 18s - loss: 0.3758 - accuracy: 0.8230
240/316 [=====================>........] - ETA: 17s - loss: 0.3753 - accuracy: 0.8232
241/316 [=====================>........] - ETA: 17s - loss: 0.3749 - accuracy: 0.8237
242/316 [=====================>........] - ETA: 17s - loss: 0.3755 - accuracy: 0.8231
243/316 [======================>.......] - ETA: 17s - loss: 0.3749 - accuracy: 0.8238
244/316 [======================>.......] - ETA: 16s - loss: 0.3749 - accuracy: 0.8233
245/316 [======================>.......] - ETA: 16s - loss: 0.3741 - accuracy: 0.8240
246/316 [======================>.......] - ETA: 16s - loss: 0.3740 - accuracy: 0.8239
247/316 [======================>.......] - ETA: 16s - loss: 0.3736 - accuracy: 0.8244
248/316 [======================>.......] - ETA: 16s - loss: 0.3740 - accuracy: 0.8243
249/316 [======================>.......] - ETA: 15s - loss: 0.3735 - accuracy: 0.8245
250/316 [======================>.......] - ETA: 15s - loss: 0.3737 - accuracy: 0.8245
251/316 [======================>.......] - ETA: 15s - loss: 0.3732 - accuracy: 0.8250
252/316 [======================>.......] - ETA: 15s - loss: 0.3732 - accuracy: 0.8244
253/316 [=======================>......] - ETA: 14s - loss: 0.3730 - accuracy: 0.8246
254/316 [=======================>......] - ETA: 14s - loss: 0.3736 - accuracy: 0.8248
255/316 [=======================>......] - ETA: 14s - loss: 0.3732 - accuracy: 0.8250
256/316 [=======================>......] - ETA: 14s - loss: 0.3732 - accuracy: 0.8250
257/316 [=======================>......] - ETA: 13s - loss: 0.3728 - accuracy: 0.8251
258/316 [=======================>......] - ETA: 13s - loss: 0.3724 - accuracy: 0.8256
259/316 [=======================>......] - ETA: 13s - loss: 0.3722 - accuracy: 0.8255
260/316 [=======================>......] - ETA: 13s - loss: 0.3716 - accuracy: 0.8257
261/316 [=======================>......] - ETA: 12s - loss: 0.3719 - accuracy: 0.8259
262/316 [=======================>......] - ETA: 12s - loss: 0.3718 - accuracy: 0.8261
263/316 [=======================>......] - ETA: 12s - loss: 0.3718 - accuracy: 0.8260
264/316 [========================>.....] - ETA: 12s - loss: 0.3715 - accuracy: 0.8265
265/316 [========================>.....] - ETA: 12s - loss: 0.3725 - accuracy: 0.8262
266/316 [========================>.....] - ETA: 11s - loss: 0.3719 - accuracy: 0.8266
267/316 [========================>.....] - ETA: 11s - loss: 0.3721 - accuracy: 0.8263
268/316 [========================>.....] - ETA: 11s - loss: 0.3720 - accuracy: 0.8260
269/316 [========================>.....] - ETA: 11s - loss: 0.3723 - accuracy: 0.8257
270/316 [========================>.....] - ETA: 10s - loss: 0.3726 - accuracy: 0.8257
271/316 [========================>.....] - ETA: 10s - loss: 0.3729 - accuracy: 0.8254
272/316 [========================>.....] - ETA: 10s - loss: 0.3737 - accuracy: 0.8251
273/316 [========================>.....] - ETA: 10s - loss: 0.3734 - accuracy: 0.8251
274/316 [=========================>....] - ETA: 9s - loss: 0.3730 - accuracy: 0.8255 
275/316 [=========================>....] - ETA: 9s - loss: 0.3744 - accuracy: 0.8250
276/316 [=========================>....] - ETA: 9s - loss: 0.3746 - accuracy: 0.8245
277/316 [=========================>....] - ETA: 9s - loss: 0.3740 - accuracy: 0.8251
278/316 [=========================>....] - ETA: 8s - loss: 0.3739 - accuracy: 0.8251
279/316 [=========================>....] - ETA: 8s - loss: 0.3749 - accuracy: 0.8241
280/316 [=========================>....] - ETA: 8s - loss: 0.3743 - accuracy: 0.8246
281/316 [=========================>....] - ETA: 8s - loss: 0.3741 - accuracy: 0.8250
282/316 [=========================>....] - ETA: 8s - loss: 0.3741 - accuracy: 0.8249
283/316 [=========================>....] - ETA: 7s - loss: 0.3743 - accuracy: 0.8249
284/316 [=========================>....] - ETA: 7s - loss: 0.3748 - accuracy: 0.8248
285/316 [==========================>...] - ETA: 7s - loss: 0.3759 - accuracy: 0.8243
286/316 [==========================>...] - ETA: 7s - loss: 0.3760 - accuracy: 0.8245
287/316 [==========================>...] - ETA: 6s - loss: 0.3761 - accuracy: 0.8243
288/316 [==========================>...] - ETA: 6s - loss: 0.3761 - accuracy: 0.8240
289/316 [==========================>...] - ETA: 6s - loss: 0.3764 - accuracy: 0.8235
290/316 [==========================>...] - ETA: 6s - loss: 0.3762 - accuracy: 0.8239
291/316 [==========================>...] - ETA: 5s - loss: 0.3760 - accuracy: 0.8239
292/316 [==========================>...] - ETA: 5s - loss: 0.3765 - accuracy: 0.8230
293/316 [==========================>...] - ETA: 5s - loss: 0.3764 - accuracy: 0.8227
294/316 [==========================>...] - ETA: 5s - loss: 0.3765 - accuracy: 0.8227
295/316 [===========================>..] - ETA: 4s - loss: 0.3758 - accuracy: 0.8231
296/316 [===========================>..] - ETA: 4s - loss: 0.3765 - accuracy: 0.8224
297/316 [===========================>..] - ETA: 4s - loss: 0.3769 - accuracy: 0.8222
298/316 [===========================>..] - ETA: 4s - loss: 0.3771 - accuracy: 0.8221
299/316 [===========================>..] - ETA: 4s - loss: 0.3775 - accuracy: 0.8221
300/316 [===========================>..] - ETA: 3s - loss: 0.3775 - accuracy: 0.8221
301/316 [===========================>..] - ETA: 3s - loss: 0.3778 - accuracy: 0.8216
302/316 [===========================>..] - ETA: 3s - loss: 0.3771 - accuracy: 0.8220
303/316 [===========================>..] - ETA: 3s - loss: 0.3769 - accuracy: 0.8220
304/316 [===========================>..] - ETA: 2s - loss: 0.3766 - accuracy: 0.8224
305/316 [===========================>..] - ETA: 2s - loss: 0.3764 - accuracy: 0.8221
306/316 [============================>.] - ETA: 2s - loss: 0.3770 - accuracy: 0.8217
307/316 [============================>.] - ETA: 2s - loss: 0.3767 - accuracy: 0.8217
308/316 [============================>.] - ETA: 1s - loss: 0.3768 - accuracy: 0.8214
309/316 [============================>.] - ETA: 1s - loss: 0.3770 - accuracy: 0.8214
310/316 [============================>.] - ETA: 1s - loss: 0.3772 - accuracy: 0.8210
311/316 [============================>.] - ETA: 1s - loss: 0.3775 - accuracy: 0.8207
312/316 [============================>.] - ETA: 0s - loss: 0.3774 - accuracy: 0.8209
313/316 [============================>.] - ETA: 0s - loss: 0.3774 - accuracy: 0.8209
314/316 [============================>.] - ETA: 0s - loss: 0.3768 - accuracy: 0.8215
315/316 [============================>.] - ETA: 0s - loss: 0.3765 - accuracy: 0.8218
316/316 [==============================] - 75s 236ms/step - loss: 0.3766 - accuracy: 0.8216

316/316 [==============================] - 79s 249ms/step - loss: 0.3766 - accuracy: 0.8216 - val_loss: 0.3788 - val_accuracy: 0.7884
Epoch 49/100

  1/316 [..............................] - ETA: 53s - loss: 0.3177 - accuracy: 0.9375
  2/316 [..............................] - ETA: 59s - loss: 0.2871 - accuracy: 0.9062
  3/316 [..............................] - ETA: 58s - loss: 0.2714 - accuracy: 0.8958
  4/316 [..............................] - ETA: 57s - loss: 0.2575 - accuracy: 0.9062
  5/316 [..............................] - ETA: 57s - loss: 0.2636 - accuracy: 0.8875
  6/316 [..............................] - ETA: 58s - loss: 0.2691 - accuracy: 0.8854
  7/316 [..............................] - ETA: 59s - loss: 0.2614 - accuracy: 0.8839
  8/316 [..............................] - ETA: 58s - loss: 0.2476 - accuracy: 0.8984
  9/316 [..............................] - ETA: 58s - loss: 0.2714 - accuracy: 0.8819
 10/316 [..............................] - ETA: 58s - loss: 0.2741 - accuracy: 0.8813
 11/316 [>.............................] - ETA: 57s - loss: 0.2811 - accuracy: 0.8750
 12/316 [>.............................] - ETA: 57s - loss: 0.2987 - accuracy: 0.8646
 13/316 [>.............................] - ETA: 57s - loss: 0.2906 - accuracy: 0.8702
 14/316 [>.............................] - ETA: 57s - loss: 0.2889 - accuracy: 0.8705
 15/316 [>.............................] - ETA: 1:05 - loss: 0.3085 - accuracy: 0.8625
 16/316 [>.............................] - ETA: 1:11 - loss: 0.3065 - accuracy: 0.8633
 17/316 [>.............................] - ETA: 1:11 - loss: 0.3116 - accuracy: 0.8603
 18/316 [>.............................] - ETA: 1:10 - loss: 0.3066 - accuracy: 0.8646
 19/316 [>.............................] - ETA: 1:09 - loss: 0.3068 - accuracy: 0.8586
 20/316 [>.............................] - ETA: 1:08 - loss: 0.3166 - accuracy: 0.8531
 21/316 [>.............................] - ETA: 1:07 - loss: 0.3151 - accuracy: 0.8512
 22/316 [=>............................] - ETA: 1:06 - loss: 0.3271 - accuracy: 0.8466
 23/316 [=>............................] - ETA: 1:05 - loss: 0.3259 - accuracy: 0.8505
 24/316 [=>............................] - ETA: 1:05 - loss: 0.3303 - accuracy: 0.8438
 25/316 [=>............................] - ETA: 1:04 - loss: 0.3294 - accuracy: 0.8450
 26/316 [=>............................] - ETA: 1:04 - loss: 0.3409 - accuracy: 0.8341
 27/316 [=>............................] - ETA: 1:03 - loss: 0.3486 - accuracy: 0.8241
 28/316 [=>............................] - ETA: 1:02 - loss: 0.3476 - accuracy: 0.8237
 29/316 [=>............................] - ETA: 1:02 - loss: 0.3500 - accuracy: 0.8190
 30/316 [=>............................] - ETA: 1:01 - loss: 0.3483 - accuracy: 0.8208
 31/316 [=>............................] - ETA: 1:01 - loss: 0.3537 - accuracy: 0.8185
 32/316 [==>...........................] - ETA: 1:04 - loss: 0.3486 - accuracy: 0.8223
 33/316 [==>...........................] - ETA: 1:07 - loss: 0.3530 - accuracy: 0.8201
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3547 - accuracy: 0.8180
 35/316 [==>...........................] - ETA: 1:06 - loss: 0.3495 - accuracy: 0.8214
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.3531 - accuracy: 0.8177
 37/316 [==>...........................] - ETA: 1:05 - loss: 0.3538 - accuracy: 0.8159
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.3505 - accuracy: 0.8158
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3480 - accuracy: 0.8189
 40/316 [==>...........................] - ETA: 1:03 - loss: 0.3490 - accuracy: 0.8172
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.3478 - accuracy: 0.8186
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.3447 - accuracy: 0.8214
 43/316 [===>..........................] - ETA: 1:02 - loss: 0.3432 - accuracy: 0.8227
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.3453 - accuracy: 0.8239
 45/316 [===>..........................] - ETA: 1:01 - loss: 0.3412 - accuracy: 0.8250
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.3464 - accuracy: 0.8193
 47/316 [===>..........................] - ETA: 1:00 - loss: 0.3484 - accuracy: 0.8165
 48/316 [===>..........................] - ETA: 59s - loss: 0.3475 - accuracy: 0.8164 
 49/316 [===>..........................] - ETA: 1:01 - loss: 0.3484 - accuracy: 0.8163
 50/316 [===>..........................] - ETA: 1:03 - loss: 0.3495 - accuracy: 0.8150
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3482 - accuracy: 0.8162
 52/316 [===>..........................] - ETA: 1:02 - loss: 0.3451 - accuracy: 0.8185
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3478 - accuracy: 0.8160
 54/316 [====>.........................] - ETA: 1:01 - loss: 0.3451 - accuracy: 0.8183
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3483 - accuracy: 0.8193
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3477 - accuracy: 0.8203
 57/316 [====>.........................] - ETA: 59s - loss: 0.3503 - accuracy: 0.8169 
 58/316 [====>.........................] - ETA: 59s - loss: 0.3492 - accuracy: 0.8168
 59/316 [====>.........................] - ETA: 59s - loss: 0.3522 - accuracy: 0.8146
 60/316 [====>.........................] - ETA: 58s - loss: 0.3519 - accuracy: 0.8146
 61/316 [====>.........................] - ETA: 58s - loss: 0.3543 - accuracy: 0.8166
 62/316 [====>.........................] - ETA: 58s - loss: 0.3512 - accuracy: 0.8185
 63/316 [====>.........................] - ETA: 57s - loss: 0.3505 - accuracy: 0.8194
 64/316 [=====>........................] - ETA: 57s - loss: 0.3582 - accuracy: 0.8135
 65/316 [=====>........................] - ETA: 56s - loss: 0.3576 - accuracy: 0.8125
 66/316 [=====>........................] - ETA: 57s - loss: 0.3551 - accuracy: 0.8144
 67/316 [=====>........................] - ETA: 58s - loss: 0.3565 - accuracy: 0.8144
 68/316 [=====>........................] - ETA: 58s - loss: 0.3590 - accuracy: 0.8134
 69/316 [=====>........................] - ETA: 58s - loss: 0.3595 - accuracy: 0.8125
 70/316 [=====>........................] - ETA: 57s - loss: 0.3619 - accuracy: 0.8125
 71/316 [=====>........................] - ETA: 57s - loss: 0.3622 - accuracy: 0.8125
 72/316 [=====>........................] - ETA: 57s - loss: 0.3621 - accuracy: 0.8125
 73/316 [=====>........................] - ETA: 56s - loss: 0.3630 - accuracy: 0.8125
 74/316 [======>.......................] - ETA: 56s - loss: 0.3605 - accuracy: 0.8142
 75/316 [======>.......................] - ETA: 55s - loss: 0.3602 - accuracy: 0.8150
 76/316 [======>.......................] - ETA: 55s - loss: 0.3600 - accuracy: 0.8166
 77/316 [======>.......................] - ETA: 55s - loss: 0.3618 - accuracy: 0.8141
 78/316 [======>.......................] - ETA: 54s - loss: 0.3617 - accuracy: 0.8141
 79/316 [======>.......................] - ETA: 54s - loss: 0.3591 - accuracy: 0.8157
 80/316 [======>.......................] - ETA: 54s - loss: 0.3597 - accuracy: 0.8164
 81/316 [======>.......................] - ETA: 53s - loss: 0.3623 - accuracy: 0.8148
 82/316 [======>.......................] - ETA: 53s - loss: 0.3632 - accuracy: 0.8148
 83/316 [======>.......................] - ETA: 53s - loss: 0.3642 - accuracy: 0.8140
 84/316 [======>.......................] - ETA: 54s - loss: 0.3660 - accuracy: 0.8132
 85/316 [=======>......................] - ETA: 54s - loss: 0.3672 - accuracy: 0.8132
 86/316 [=======>......................] - ETA: 54s - loss: 0.3683 - accuracy: 0.8125
 87/316 [=======>......................] - ETA: 53s - loss: 0.3670 - accuracy: 0.8132
 88/316 [=======>......................] - ETA: 53s - loss: 0.3663 - accuracy: 0.8139
 89/316 [=======>......................] - ETA: 53s - loss: 0.3653 - accuracy: 0.8153
 90/316 [=======>......................] - ETA: 52s - loss: 0.3654 - accuracy: 0.8153
 91/316 [=======>......................] - ETA: 52s - loss: 0.3695 - accuracy: 0.8132
 92/316 [=======>......................] - ETA: 52s - loss: 0.3725 - accuracy: 0.8125
 93/316 [=======>......................] - ETA: 51s - loss: 0.3731 - accuracy: 0.8125
 94/316 [=======>......................] - ETA: 51s - loss: 0.3733 - accuracy: 0.8132
 95/316 [========>.....................] - ETA: 51s - loss: 0.3723 - accuracy: 0.8145
 96/316 [========>.....................] - ETA: 50s - loss: 0.3717 - accuracy: 0.8145
 97/316 [========>.....................] - ETA: 50s - loss: 0.3714 - accuracy: 0.8151
 98/316 [========>.....................] - ETA: 50s - loss: 0.3704 - accuracy: 0.8170
 99/316 [========>.....................] - ETA: 49s - loss: 0.3736 - accuracy: 0.8157
100/316 [========>.....................] - ETA: 49s - loss: 0.3722 - accuracy: 0.8169
101/316 [========>.....................] - ETA: 50s - loss: 0.3718 - accuracy: 0.8168
102/316 [========>.....................] - ETA: 50s - loss: 0.3728 - accuracy: 0.8150
103/316 [========>.....................] - ETA: 50s - loss: 0.3726 - accuracy: 0.8149
104/316 [========>.....................] - ETA: 49s - loss: 0.3725 - accuracy: 0.8149
105/316 [========>.....................] - ETA: 49s - loss: 0.3732 - accuracy: 0.8137
106/316 [=========>....................] - ETA: 49s - loss: 0.3719 - accuracy: 0.8149
107/316 [=========>....................] - ETA: 48s - loss: 0.3708 - accuracy: 0.8154
108/316 [=========>....................] - ETA: 48s - loss: 0.3721 - accuracy: 0.8142
109/316 [=========>....................] - ETA: 48s - loss: 0.3721 - accuracy: 0.8148
110/316 [=========>....................] - ETA: 47s - loss: 0.3736 - accuracy: 0.8136
111/316 [=========>....................] - ETA: 47s - loss: 0.3746 - accuracy: 0.8136
112/316 [=========>....................] - ETA: 47s - loss: 0.3754 - accuracy: 0.8131
113/316 [=========>....................] - ETA: 46s - loss: 0.3769 - accuracy: 0.8136
114/316 [=========>....................] - ETA: 46s - loss: 0.3758 - accuracy: 0.8147
115/316 [=========>....................] - ETA: 46s - loss: 0.3769 - accuracy: 0.8147
116/316 [==========>...................] - ETA: 45s - loss: 0.3768 - accuracy: 0.8147
117/316 [==========>...................] - ETA: 45s - loss: 0.3783 - accuracy: 0.8146
118/316 [==========>...................] - ETA: 45s - loss: 0.3774 - accuracy: 0.8141
119/316 [==========>...................] - ETA: 46s - loss: 0.3764 - accuracy: 0.8151
120/316 [==========>...................] - ETA: 46s - loss: 0.3759 - accuracy: 0.8156
121/316 [==========>...................] - ETA: 45s - loss: 0.3753 - accuracy: 0.8161
122/316 [==========>...................] - ETA: 45s - loss: 0.3748 - accuracy: 0.8166
123/316 [==========>...................] - ETA: 45s - loss: 0.3756 - accuracy: 0.8171
124/316 [==========>...................] - ETA: 44s - loss: 0.3766 - accuracy: 0.8170
125/316 [==========>...................] - ETA: 44s - loss: 0.3760 - accuracy: 0.8170
126/316 [==========>...................] - ETA: 44s - loss: 0.3755 - accuracy: 0.8170
127/316 [===========>..................] - ETA: 43s - loss: 0.3759 - accuracy: 0.8169
128/316 [===========>..................] - ETA: 43s - loss: 0.3754 - accuracy: 0.8169
129/316 [===========>..................] - ETA: 43s - loss: 0.3773 - accuracy: 0.8164
130/316 [===========>..................] - ETA: 43s - loss: 0.3777 - accuracy: 0.8159
131/316 [===========>..................] - ETA: 42s - loss: 0.3783 - accuracy: 0.8163
132/316 [===========>..................] - ETA: 42s - loss: 0.3782 - accuracy: 0.8168
133/316 [===========>..................] - ETA: 42s - loss: 0.3768 - accuracy: 0.8181
134/316 [===========>..................] - ETA: 41s - loss: 0.3767 - accuracy: 0.8181
135/316 [===========>..................] - ETA: 42s - loss: 0.3774 - accuracy: 0.8176
136/316 [===========>..................] - ETA: 42s - loss: 0.3778 - accuracy: 0.8171
137/316 [============>.................] - ETA: 42s - loss: 0.3771 - accuracy: 0.8171
138/316 [============>.................] - ETA: 41s - loss: 0.3779 - accuracy: 0.8161
139/316 [============>.................] - ETA: 41s - loss: 0.3776 - accuracy: 0.8165
140/316 [============>.................] - ETA: 41s - loss: 0.3762 - accuracy: 0.8174
141/316 [============>.................] - ETA: 40s - loss: 0.3757 - accuracy: 0.8174
142/316 [============>.................] - ETA: 40s - loss: 0.3752 - accuracy: 0.8178
143/316 [============>.................] - ETA: 40s - loss: 0.3765 - accuracy: 0.8164
144/316 [============>.................] - ETA: 40s - loss: 0.3760 - accuracy: 0.8164
145/316 [============>.................] - ETA: 39s - loss: 0.3757 - accuracy: 0.8164
146/316 [============>.................] - ETA: 39s - loss: 0.3757 - accuracy: 0.8159
147/316 [============>.................] - ETA: 39s - loss: 0.3754 - accuracy: 0.8163
148/316 [=============>................] - ETA: 38s - loss: 0.3757 - accuracy: 0.8159
149/316 [=============>................] - ETA: 38s - loss: 0.3767 - accuracy: 0.8150
150/316 [=============>................] - ETA: 38s - loss: 0.3781 - accuracy: 0.8146
151/316 [=============>................] - ETA: 38s - loss: 0.3784 - accuracy: 0.8146
152/316 [=============>................] - ETA: 38s - loss: 0.3790 - accuracy: 0.8141
153/316 [=============>................] - ETA: 38s - loss: 0.3792 - accuracy: 0.8145
154/316 [=============>................] - ETA: 38s - loss: 0.3785 - accuracy: 0.8145
155/316 [=============>................] - ETA: 37s - loss: 0.3792 - accuracy: 0.8133
156/316 [=============>................] - ETA: 37s - loss: 0.3799 - accuracy: 0.8125
157/316 [=============>................] - ETA: 37s - loss: 0.3798 - accuracy: 0.8121
158/316 [==============>...............] - ETA: 37s - loss: 0.3813 - accuracy: 0.8113
159/316 [==============>...............] - ETA: 36s - loss: 0.3808 - accuracy: 0.8117
160/316 [==============>...............] - ETA: 36s - loss: 0.3805 - accuracy: 0.8117
161/316 [==============>...............] - ETA: 36s - loss: 0.3806 - accuracy: 0.8117
162/316 [==============>...............] - ETA: 35s - loss: 0.3812 - accuracy: 0.8117
163/316 [==============>...............] - ETA: 35s - loss: 0.3802 - accuracy: 0.8125
164/316 [==============>...............] - ETA: 35s - loss: 0.3800 - accuracy: 0.8125
165/316 [==============>...............] - ETA: 35s - loss: 0.3800 - accuracy: 0.8125
166/316 [==============>...............] - ETA: 34s - loss: 0.3806 - accuracy: 0.8125
167/316 [==============>...............] - ETA: 34s - loss: 0.3799 - accuracy: 0.8132
168/316 [==============>...............] - ETA: 34s - loss: 0.3796 - accuracy: 0.8132
169/316 [===============>..............] - ETA: 34s - loss: 0.3794 - accuracy: 0.8136
170/316 [===============>..............] - ETA: 34s - loss: 0.3791 - accuracy: 0.8132
171/316 [===============>..............] - ETA: 34s - loss: 0.3787 - accuracy: 0.8132
172/316 [===============>..............] - ETA: 33s - loss: 0.3788 - accuracy: 0.8136
173/316 [===============>..............] - ETA: 33s - loss: 0.3776 - accuracy: 0.8147
174/316 [===============>..............] - ETA: 33s - loss: 0.3763 - accuracy: 0.8157
175/316 [===============>..............] - ETA: 33s - loss: 0.3753 - accuracy: 0.8168
176/316 [===============>..............] - ETA: 32s - loss: 0.3758 - accuracy: 0.8161
177/316 [===============>..............] - ETA: 32s - loss: 0.3770 - accuracy: 0.8157
178/316 [===============>..............] - ETA: 32s - loss: 0.3759 - accuracy: 0.8164
179/316 [===============>..............] - ETA: 32s - loss: 0.3766 - accuracy: 0.8156
180/316 [================>.............] - ETA: 31s - loss: 0.3754 - accuracy: 0.8163
181/316 [================>.............] - ETA: 31s - loss: 0.3749 - accuracy: 0.8170
182/316 [================>.............] - ETA: 31s - loss: 0.3752 - accuracy: 0.8170
183/316 [================>.............] - ETA: 30s - loss: 0.3754 - accuracy: 0.8166
184/316 [================>.............] - ETA: 30s - loss: 0.3750 - accuracy: 0.8169
185/316 [================>.............] - ETA: 30s - loss: 0.3751 - accuracy: 0.8169
186/316 [================>.............] - ETA: 30s - loss: 0.3744 - accuracy: 0.8175
187/316 [================>.............] - ETA: 30s - loss: 0.3749 - accuracy: 0.8168
188/316 [================>.............] - ETA: 30s - loss: 0.3742 - accuracy: 0.8172
189/316 [================>.............] - ETA: 29s - loss: 0.3740 - accuracy: 0.8175
190/316 [=================>............] - ETA: 29s - loss: 0.3737 - accuracy: 0.8174
191/316 [=================>............] - ETA: 29s - loss: 0.3735 - accuracy: 0.8174
192/316 [=================>............] - ETA: 29s - loss: 0.3738 - accuracy: 0.8171
193/316 [=================>............] - ETA: 28s - loss: 0.3733 - accuracy: 0.8174
194/316 [=================>............] - ETA: 28s - loss: 0.3740 - accuracy: 0.8173
195/316 [=================>............] - ETA: 28s - loss: 0.3731 - accuracy: 0.8179
196/316 [=================>............] - ETA: 28s - loss: 0.3725 - accuracy: 0.8182
197/316 [=================>............] - ETA: 27s - loss: 0.3735 - accuracy: 0.8182
198/316 [=================>............] - ETA: 27s - loss: 0.3751 - accuracy: 0.8179
199/316 [=================>............] - ETA: 27s - loss: 0.3761 - accuracy: 0.8169
200/316 [=================>............] - ETA: 27s - loss: 0.3752 - accuracy: 0.8175
201/316 [==================>...........] - ETA: 26s - loss: 0.3750 - accuracy: 0.8175
202/316 [==================>...........] - ETA: 26s - loss: 0.3762 - accuracy: 0.8171
203/316 [==================>...........] - ETA: 26s - loss: 0.3756 - accuracy: 0.8174
204/316 [==================>...........] - ETA: 26s - loss: 0.3767 - accuracy: 0.8168
205/316 [==================>...........] - ETA: 26s - loss: 0.3768 - accuracy: 0.8165
206/316 [==================>...........] - ETA: 25s - loss: 0.3780 - accuracy: 0.8158
207/316 [==================>...........] - ETA: 25s - loss: 0.3775 - accuracy: 0.8161
208/316 [==================>...........] - ETA: 25s - loss: 0.3772 - accuracy: 0.8161
209/316 [==================>...........] - ETA: 25s - loss: 0.3766 - accuracy: 0.8164
210/316 [==================>...........] - ETA: 24s - loss: 0.3758 - accuracy: 0.8170
211/316 [===================>..........] - ETA: 24s - loss: 0.3763 - accuracy: 0.8169
212/316 [===================>..........] - ETA: 24s - loss: 0.3759 - accuracy: 0.8172
213/316 [===================>..........] - ETA: 24s - loss: 0.3752 - accuracy: 0.8178
214/316 [===================>..........] - ETA: 23s - loss: 0.3742 - accuracy: 0.8183
215/316 [===================>..........] - ETA: 23s - loss: 0.3739 - accuracy: 0.8186
216/316 [===================>..........] - ETA: 23s - loss: 0.3743 - accuracy: 0.8183
217/316 [===================>..........] - ETA: 23s - loss: 0.3746 - accuracy: 0.8180
218/316 [===================>..........] - ETA: 22s - loss: 0.3750 - accuracy: 0.8177
219/316 [===================>..........] - ETA: 22s - loss: 0.3750 - accuracy: 0.8176
220/316 [===================>..........] - ETA: 22s - loss: 0.3749 - accuracy: 0.8176
221/316 [===================>..........] - ETA: 22s - loss: 0.3749 - accuracy: 0.8176
222/316 [====================>.........] - ETA: 22s - loss: 0.3747 - accuracy: 0.8176
223/316 [====================>.........] - ETA: 21s - loss: 0.3742 - accuracy: 0.8181
224/316 [====================>.........] - ETA: 21s - loss: 0.3743 - accuracy: 0.8178
225/316 [====================>.........] - ETA: 21s - loss: 0.3746 - accuracy: 0.8172
226/316 [====================>.........] - ETA: 21s - loss: 0.3744 - accuracy: 0.8175
227/316 [====================>.........] - ETA: 20s - loss: 0.3743 - accuracy: 0.8180
228/316 [====================>.........] - ETA: 20s - loss: 0.3736 - accuracy: 0.8183
229/316 [====================>.........] - ETA: 20s - loss: 0.3737 - accuracy: 0.8185
230/316 [====================>.........] - ETA: 20s - loss: 0.3729 - accuracy: 0.8190
231/316 [====================>.........] - ETA: 19s - loss: 0.3727 - accuracy: 0.8190
232/316 [=====================>........] - ETA: 19s - loss: 0.3730 - accuracy: 0.8190
233/316 [=====================>........] - ETA: 19s - loss: 0.3727 - accuracy: 0.8192
234/316 [=====================>........] - ETA: 19s - loss: 0.3732 - accuracy: 0.8186
235/316 [=====================>........] - ETA: 18s - loss: 0.3727 - accuracy: 0.8186
236/316 [=====================>........] - ETA: 18s - loss: 0.3733 - accuracy: 0.8178
237/316 [=====================>........] - ETA: 18s - loss: 0.3729 - accuracy: 0.8178
238/316 [=====================>........] - ETA: 18s - loss: 0.3725 - accuracy: 0.8180
239/316 [=====================>........] - ETA: 18s - loss: 0.3739 - accuracy: 0.8167
240/316 [=====================>........] - ETA: 17s - loss: 0.3745 - accuracy: 0.8161
241/316 [=====================>........] - ETA: 17s - loss: 0.3746 - accuracy: 0.8161
242/316 [=====================>........] - ETA: 17s - loss: 0.3746 - accuracy: 0.8161
243/316 [======================>.......] - ETA: 17s - loss: 0.3742 - accuracy: 0.8166
244/316 [======================>.......] - ETA: 16s - loss: 0.3734 - accuracy: 0.8174
245/316 [======================>.......] - ETA: 16s - loss: 0.3740 - accuracy: 0.8173
246/316 [======================>.......] - ETA: 16s - loss: 0.3735 - accuracy: 0.8178
247/316 [======================>.......] - ETA: 16s - loss: 0.3735 - accuracy: 0.8176
248/316 [======================>.......] - ETA: 15s - loss: 0.3729 - accuracy: 0.8178
249/316 [======================>.......] - ETA: 15s - loss: 0.3724 - accuracy: 0.8183
250/316 [======================>.......] - ETA: 15s - loss: 0.3725 - accuracy: 0.8185
251/316 [======================>.......] - ETA: 15s - loss: 0.3732 - accuracy: 0.8180
252/316 [======================>.......] - ETA: 14s - loss: 0.3729 - accuracy: 0.8182
253/316 [=======================>......] - ETA: 14s - loss: 0.3726 - accuracy: 0.8187
254/316 [=======================>......] - ETA: 14s - loss: 0.3728 - accuracy: 0.8187
255/316 [=======================>......] - ETA: 14s - loss: 0.3724 - accuracy: 0.8191
256/316 [=======================>......] - ETA: 14s - loss: 0.3723 - accuracy: 0.8191
257/316 [=======================>......] - ETA: 13s - loss: 0.3724 - accuracy: 0.8188
258/316 [=======================>......] - ETA: 13s - loss: 0.3722 - accuracy: 0.8188
259/316 [=======================>......] - ETA: 13s - loss: 0.3719 - accuracy: 0.8190
260/316 [=======================>......] - ETA: 13s - loss: 0.3713 - accuracy: 0.8195
261/316 [=======================>......] - ETA: 12s - loss: 0.3711 - accuracy: 0.8197
262/316 [=======================>......] - ETA: 12s - loss: 0.3713 - accuracy: 0.8194
263/316 [=======================>......] - ETA: 12s - loss: 0.3711 - accuracy: 0.8194
264/316 [========================>.....] - ETA: 12s - loss: 0.3708 - accuracy: 0.8196
265/316 [========================>.....] - ETA: 11s - loss: 0.3706 - accuracy: 0.8198
266/316 [========================>.....] - ETA: 11s - loss: 0.3697 - accuracy: 0.8205
267/316 [========================>.....] - ETA: 11s - loss: 0.3691 - accuracy: 0.8209
268/316 [========================>.....] - ETA: 11s - loss: 0.3691 - accuracy: 0.8207
269/316 [========================>.....] - ETA: 10s - loss: 0.3686 - accuracy: 0.8209
270/316 [========================>.....] - ETA: 10s - loss: 0.3700 - accuracy: 0.8204
271/316 [========================>.....] - ETA: 10s - loss: 0.3701 - accuracy: 0.8201
272/316 [========================>.....] - ETA: 10s - loss: 0.3699 - accuracy: 0.8201
273/316 [========================>.....] - ETA: 10s - loss: 0.3691 - accuracy: 0.8205
274/316 [=========================>....] - ETA: 9s - loss: 0.3686 - accuracy: 0.8207 
275/316 [=========================>....] - ETA: 9s - loss: 0.3686 - accuracy: 0.8209
276/316 [=========================>....] - ETA: 9s - loss: 0.3689 - accuracy: 0.8204
277/316 [=========================>....] - ETA: 9s - loss: 0.3693 - accuracy: 0.8199
278/316 [=========================>....] - ETA: 8s - loss: 0.3697 - accuracy: 0.8199
279/316 [=========================>....] - ETA: 8s - loss: 0.3699 - accuracy: 0.8194
280/316 [=========================>....] - ETA: 8s - loss: 0.3694 - accuracy: 0.8199
281/316 [=========================>....] - ETA: 8s - loss: 0.3691 - accuracy: 0.8198
282/316 [=========================>....] - ETA: 7s - loss: 0.3701 - accuracy: 0.8198
283/316 [=========================>....] - ETA: 7s - loss: 0.3692 - accuracy: 0.8202
284/316 [=========================>....] - ETA: 7s - loss: 0.3696 - accuracy: 0.8200
285/316 [==========================>...] - ETA: 7s - loss: 0.3693 - accuracy: 0.8204
286/316 [==========================>...] - ETA: 7s - loss: 0.3693 - accuracy: 0.8206
287/316 [==========================>...] - ETA: 6s - loss: 0.3696 - accuracy: 0.8203
288/316 [==========================>...] - ETA: 6s - loss: 0.3710 - accuracy: 0.8201
289/316 [==========================>...] - ETA: 6s - loss: 0.3710 - accuracy: 0.8201
290/316 [==========================>...] - ETA: 6s - loss: 0.3718 - accuracy: 0.8196
291/316 [==========================>...] - ETA: 5s - loss: 0.3713 - accuracy: 0.8200
292/316 [==========================>...] - ETA: 5s - loss: 0.3708 - accuracy: 0.8204
293/316 [==========================>...] - ETA: 5s - loss: 0.3702 - accuracy: 0.8210
294/316 [==========================>...] - ETA: 5s - loss: 0.3703 - accuracy: 0.8212
295/316 [===========================>..] - ETA: 4s - loss: 0.3703 - accuracy: 0.8214
296/316 [===========================>..] - ETA: 4s - loss: 0.3708 - accuracy: 0.8207
297/316 [===========================>..] - ETA: 4s - loss: 0.3704 - accuracy: 0.8209
298/316 [===========================>..] - ETA: 4s - loss: 0.3706 - accuracy: 0.8207
299/316 [===========================>..] - ETA: 3s - loss: 0.3706 - accuracy: 0.8207
300/316 [===========================>..] - ETA: 3s - loss: 0.3701 - accuracy: 0.8210
301/316 [===========================>..] - ETA: 3s - loss: 0.3705 - accuracy: 0.8206
302/316 [===========================>..] - ETA: 3s - loss: 0.3703 - accuracy: 0.8206
303/316 [===========================>..] - ETA: 3s - loss: 0.3706 - accuracy: 0.8203
304/316 [===========================>..] - ETA: 2s - loss: 0.3710 - accuracy: 0.8201
305/316 [===========================>..] - ETA: 2s - loss: 0.3714 - accuracy: 0.8199
306/316 [============================>.] - ETA: 2s - loss: 0.3713 - accuracy: 0.8201
307/316 [============================>.] - ETA: 2s - loss: 0.3711 - accuracy: 0.8204
308/316 [============================>.] - ETA: 1s - loss: 0.3718 - accuracy: 0.8200
309/316 [============================>.] - ETA: 1s - loss: 0.3716 - accuracy: 0.8200
310/316 [============================>.] - ETA: 1s - loss: 0.3721 - accuracy: 0.8200
311/316 [============================>.] - ETA: 1s - loss: 0.3716 - accuracy: 0.8201
312/316 [============================>.] - ETA: 0s - loss: 0.3732 - accuracy: 0.8197
313/316 [============================>.] - ETA: 0s - loss: 0.3737 - accuracy: 0.8197
314/316 [============================>.] - ETA: 0s - loss: 0.3744 - accuracy: 0.8197
315/316 [============================>.] - ETA: 0s - loss: 0.3744 - accuracy: 0.8196
316/316 [==============================] - 74s 234ms/step - loss: 0.3743 - accuracy: 0.8199

316/316 [==============================] - 78s 248ms/step - loss: 0.3743 - accuracy: 0.8199 - val_loss: 0.1869 - val_accuracy: 0.9334
Epoch 50/100

  1/316 [..............................] - ETA: 1:05 - loss: 0.4361 - accuracy: 0.7500
  2/316 [..............................] - ETA: 58s - loss: 0.3633 - accuracy: 0.8125 
  3/316 [..............................] - ETA: 58s - loss: 0.4061 - accuracy: 0.8333
  4/316 [..............................] - ETA: 58s - loss: 0.3931 - accuracy: 0.8281
  5/316 [..............................] - ETA: 57s - loss: 0.3913 - accuracy: 0.8250
  6/316 [..............................] - ETA: 1:10 - loss: 0.3823 - accuracy: 0.8229
  7/316 [..............................] - ETA: 1:28 - loss: 0.3622 - accuracy: 0.8304
  8/316 [..............................] - ETA: 1:29 - loss: 0.3656 - accuracy: 0.8359
  9/316 [..............................] - ETA: 1:25 - loss: 0.3784 - accuracy: 0.8333
 10/316 [..............................] - ETA: 1:21 - loss: 0.3880 - accuracy: 0.8188
 11/316 [>.............................] - ETA: 1:19 - loss: 0.3900 - accuracy: 0.8125
 12/316 [>.............................] - ETA: 1:17 - loss: 0.4019 - accuracy: 0.8125
 13/316 [>.............................] - ETA: 1:15 - loss: 0.4052 - accuracy: 0.8077
 14/316 [>.............................] - ETA: 1:13 - loss: 0.3932 - accuracy: 0.8214
 15/316 [>.............................] - ETA: 1:12 - loss: 0.3842 - accuracy: 0.8250
 16/316 [>.............................] - ETA: 1:10 - loss: 0.3902 - accuracy: 0.8242
 17/316 [>.............................] - ETA: 1:09 - loss: 0.3796 - accuracy: 0.8309
 18/316 [>.............................] - ETA: 1:08 - loss: 0.3726 - accuracy: 0.8333
 19/316 [>.............................] - ETA: 1:08 - loss: 0.3590 - accuracy: 0.8388
 20/316 [>.............................] - ETA: 1:07 - loss: 0.3669 - accuracy: 0.8313
 21/316 [>.............................] - ETA: 1:06 - loss: 0.3696 - accuracy: 0.8304
 22/316 [=>............................] - ETA: 1:05 - loss: 0.3758 - accuracy: 0.8267
 23/316 [=>............................] - ETA: 1:05 - loss: 0.3733 - accuracy: 0.8288
 24/316 [=>............................] - ETA: 1:09 - loss: 0.3776 - accuracy: 0.8255
 25/316 [=>............................] - ETA: 1:12 - loss: 0.3892 - accuracy: 0.8150
 26/316 [=>............................] - ETA: 1:11 - loss: 0.3872 - accuracy: 0.8197
 27/316 [=>............................] - ETA: 1:11 - loss: 0.3853 - accuracy: 0.8194
 28/316 [=>............................] - ETA: 1:10 - loss: 0.3880 - accuracy: 0.8170
 29/316 [=>............................] - ETA: 1:09 - loss: 0.3869 - accuracy: 0.8190
 30/316 [=>............................] - ETA: 1:08 - loss: 0.3911 - accuracy: 0.8167
 31/316 [=>............................] - ETA: 1:08 - loss: 0.3917 - accuracy: 0.8145
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.3860 - accuracy: 0.8184
 33/316 [==>...........................] - ETA: 1:06 - loss: 0.3806 - accuracy: 0.8220
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3812 - accuracy: 0.8217
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3816 - accuracy: 0.8214
 36/316 [==>...........................] - ETA: 1:04 - loss: 0.3767 - accuracy: 0.8247
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3744 - accuracy: 0.8243
 38/316 [==>...........................] - ETA: 1:03 - loss: 0.3680 - accuracy: 0.8289
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3682 - accuracy: 0.8285
 40/316 [==>...........................] - ETA: 1:02 - loss: 0.3786 - accuracy: 0.8250
 41/316 [==>...........................] - ETA: 1:04 - loss: 0.3740 - accuracy: 0.8277
 42/316 [==>...........................] - ETA: 1:07 - loss: 0.3762 - accuracy: 0.8274
 43/316 [===>..........................] - ETA: 1:06 - loss: 0.3753 - accuracy: 0.8270
 44/316 [===>..........................] - ETA: 1:05 - loss: 0.3709 - accuracy: 0.8310
 45/316 [===>..........................] - ETA: 1:05 - loss: 0.3712 - accuracy: 0.8319
 46/316 [===>..........................] - ETA: 1:04 - loss: 0.3707 - accuracy: 0.8302
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.3717 - accuracy: 0.8298
 48/316 [===>..........................] - ETA: 1:03 - loss: 0.3738 - accuracy: 0.8281
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.3719 - accuracy: 0.8291
 50/316 [===>..........................] - ETA: 1:02 - loss: 0.3689 - accuracy: 0.8313
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3732 - accuracy: 0.8272
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.3780 - accuracy: 0.8257
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3743 - accuracy: 0.8278
 54/316 [====>.........................] - ETA: 1:00 - loss: 0.3779 - accuracy: 0.8241
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3744 - accuracy: 0.8261
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3753 - accuracy: 0.8248
 57/316 [====>.........................] - ETA: 59s - loss: 0.3762 - accuracy: 0.8235 
 58/316 [====>.........................] - ETA: 1:00 - loss: 0.3783 - accuracy: 0.8222
 59/316 [====>.........................] - ETA: 1:02 - loss: 0.3752 - accuracy: 0.8242
 60/316 [====>.........................] - ETA: 1:01 - loss: 0.3765 - accuracy: 0.8219
 61/316 [====>.........................] - ETA: 1:01 - loss: 0.3809 - accuracy: 0.8186
 62/316 [====>.........................] - ETA: 1:00 - loss: 0.3790 - accuracy: 0.8206
 63/316 [====>.........................] - ETA: 1:00 - loss: 0.3776 - accuracy: 0.8224
 64/316 [=====>........................] - ETA: 59s - loss: 0.3796 - accuracy: 0.8203 
 65/316 [=====>........................] - ETA: 59s - loss: 0.3786 - accuracy: 0.8221
 66/316 [=====>........................] - ETA: 59s - loss: 0.3792 - accuracy: 0.8220
 67/316 [=====>........................] - ETA: 58s - loss: 0.3815 - accuracy: 0.8209
 68/316 [=====>........................] - ETA: 58s - loss: 0.3795 - accuracy: 0.8208
 69/316 [=====>........................] - ETA: 57s - loss: 0.3775 - accuracy: 0.8225
 70/316 [=====>........................] - ETA: 57s - loss: 0.3773 - accuracy: 0.8223
 71/316 [=====>........................] - ETA: 57s - loss: 0.3778 - accuracy: 0.8222
 72/316 [=====>........................] - ETA: 56s - loss: 0.3765 - accuracy: 0.8238
 73/316 [=====>........................] - ETA: 56s - loss: 0.3786 - accuracy: 0.8228
 74/316 [======>.......................] - ETA: 56s - loss: 0.3767 - accuracy: 0.8243
 75/316 [======>.......................] - ETA: 56s - loss: 0.3792 - accuracy: 0.8242
 76/316 [======>.......................] - ETA: 57s - loss: 0.3789 - accuracy: 0.8240
 77/316 [======>.......................] - ETA: 57s - loss: 0.3816 - accuracy: 0.8214
 78/316 [======>.......................] - ETA: 56s - loss: 0.3811 - accuracy: 0.8213
 79/316 [======>.......................] - ETA: 56s - loss: 0.3802 - accuracy: 0.8220
 80/316 [======>.......................] - ETA: 56s - loss: 0.3800 - accuracy: 0.8227
 81/316 [======>.......................] - ETA: 55s - loss: 0.3780 - accuracy: 0.8233
 82/316 [======>.......................] - ETA: 55s - loss: 0.3780 - accuracy: 0.8232
 83/316 [======>.......................] - ETA: 54s - loss: 0.3801 - accuracy: 0.8230
 84/316 [======>.......................] - ETA: 54s - loss: 0.3790 - accuracy: 0.8229
 85/316 [=======>......................] - ETA: 54s - loss: 0.3775 - accuracy: 0.8235
 86/316 [=======>......................] - ETA: 53s - loss: 0.3765 - accuracy: 0.8241
 87/316 [=======>......................] - ETA: 53s - loss: 0.3754 - accuracy: 0.8254
 88/316 [=======>......................] - ETA: 53s - loss: 0.3764 - accuracy: 0.8246
 89/316 [=======>......................] - ETA: 52s - loss: 0.3748 - accuracy: 0.8251
 90/316 [=======>......................] - ETA: 52s - loss: 0.3758 - accuracy: 0.8229
 91/316 [=======>......................] - ETA: 52s - loss: 0.3742 - accuracy: 0.8235
 92/316 [=======>......................] - ETA: 51s - loss: 0.3755 - accuracy: 0.8234
 93/316 [=======>......................] - ETA: 52s - loss: 0.3766 - accuracy: 0.8219
 94/316 [=======>......................] - ETA: 52s - loss: 0.3759 - accuracy: 0.8225
 95/316 [========>.....................] - ETA: 52s - loss: 0.3772 - accuracy: 0.8211
 96/316 [========>.....................] - ETA: 52s - loss: 0.3787 - accuracy: 0.8203
 97/316 [========>.....................] - ETA: 51s - loss: 0.3773 - accuracy: 0.8215
 98/316 [========>.....................] - ETA: 51s - loss: 0.3768 - accuracy: 0.8214
 99/316 [========>.....................] - ETA: 51s - loss: 0.3762 - accuracy: 0.8213
100/316 [========>.....................] - ETA: 50s - loss: 0.3769 - accuracy: 0.8200
101/316 [========>.....................] - ETA: 50s - loss: 0.3765 - accuracy: 0.8205
102/316 [========>.....................] - ETA: 50s - loss: 0.3756 - accuracy: 0.8217
103/316 [========>.....................] - ETA: 49s - loss: 0.3755 - accuracy: 0.8210
104/316 [========>.....................] - ETA: 49s - loss: 0.3755 - accuracy: 0.8209
105/316 [========>.....................] - ETA: 49s - loss: 0.3760 - accuracy: 0.8208
106/316 [=========>....................] - ETA: 48s - loss: 0.3774 - accuracy: 0.8190
107/316 [=========>....................] - ETA: 48s - loss: 0.3772 - accuracy: 0.8183
108/316 [=========>....................] - ETA: 48s - loss: 0.3758 - accuracy: 0.8194
109/316 [=========>....................] - ETA: 47s - loss: 0.3772 - accuracy: 0.8188
110/316 [=========>....................] - ETA: 48s - loss: 0.3781 - accuracy: 0.8193
111/316 [=========>....................] - ETA: 48s - loss: 0.3803 - accuracy: 0.8176
112/316 [=========>....................] - ETA: 48s - loss: 0.3794 - accuracy: 0.8181
113/316 [=========>....................] - ETA: 48s - loss: 0.3779 - accuracy: 0.8186
114/316 [=========>....................] - ETA: 47s - loss: 0.3787 - accuracy: 0.8180
115/316 [=========>....................] - ETA: 47s - loss: 0.3784 - accuracy: 0.8179
116/316 [==========>...................] - ETA: 47s - loss: 0.3770 - accuracy: 0.8195
117/316 [==========>...................] - ETA: 46s - loss: 0.3786 - accuracy: 0.8184
118/316 [==========>...................] - ETA: 46s - loss: 0.3787 - accuracy: 0.8189
119/316 [==========>...................] - ETA: 46s - loss: 0.3789 - accuracy: 0.8183
120/316 [==========>...................] - ETA: 45s - loss: 0.3784 - accuracy: 0.8188
121/316 [==========>...................] - ETA: 45s - loss: 0.3788 - accuracy: 0.8182
122/316 [==========>...................] - ETA: 45s - loss: 0.3768 - accuracy: 0.8197
123/316 [==========>...................] - ETA: 45s - loss: 0.3763 - accuracy: 0.8201
124/316 [==========>...................] - ETA: 44s - loss: 0.3750 - accuracy: 0.8211
125/316 [==========>...................] - ETA: 44s - loss: 0.3766 - accuracy: 0.8195
126/316 [==========>...................] - ETA: 44s - loss: 0.3756 - accuracy: 0.8194
127/316 [===========>..................] - ETA: 44s - loss: 0.3740 - accuracy: 0.8204
128/316 [===========>..................] - ETA: 44s - loss: 0.3729 - accuracy: 0.8213
129/316 [===========>..................] - ETA: 44s - loss: 0.3736 - accuracy: 0.8212
130/316 [===========>..................] - ETA: 44s - loss: 0.3740 - accuracy: 0.8207
131/316 [===========>..................] - ETA: 43s - loss: 0.3742 - accuracy: 0.8201
132/316 [===========>..................] - ETA: 43s - loss: 0.3751 - accuracy: 0.8196
133/316 [===========>..................] - ETA: 43s - loss: 0.3737 - accuracy: 0.8205
134/316 [===========>..................] - ETA: 42s - loss: 0.3724 - accuracy: 0.8214
135/316 [===========>..................] - ETA: 42s - loss: 0.3706 - accuracy: 0.8222
136/316 [===========>..................] - ETA: 42s - loss: 0.3698 - accuracy: 0.8226
137/316 [============>.................] - ETA: 41s - loss: 0.3696 - accuracy: 0.8225
138/316 [============>.................] - ETA: 41s - loss: 0.3689 - accuracy: 0.8229
139/316 [============>.................] - ETA: 41s - loss: 0.3683 - accuracy: 0.8233
140/316 [============>.................] - ETA: 41s - loss: 0.3687 - accuracy: 0.8228
141/316 [============>.................] - ETA: 40s - loss: 0.3679 - accuracy: 0.8227
142/316 [============>.................] - ETA: 40s - loss: 0.3664 - accuracy: 0.8235
143/316 [============>.................] - ETA: 40s - loss: 0.3651 - accuracy: 0.8243
144/316 [============>.................] - ETA: 40s - loss: 0.3651 - accuracy: 0.8247
145/316 [============>.................] - ETA: 40s - loss: 0.3652 - accuracy: 0.8241
146/316 [============>.................] - ETA: 40s - loss: 0.3641 - accuracy: 0.8249
147/316 [============>.................] - ETA: 39s - loss: 0.3659 - accuracy: 0.8244
148/316 [=============>................] - ETA: 39s - loss: 0.3668 - accuracy: 0.8235
149/316 [=============>................] - ETA: 39s - loss: 0.3665 - accuracy: 0.8234
150/316 [=============>................] - ETA: 39s - loss: 0.3664 - accuracy: 0.8233
151/316 [=============>................] - ETA: 38s - loss: 0.3659 - accuracy: 0.8233
152/316 [=============>................] - ETA: 38s - loss: 0.3669 - accuracy: 0.8220
153/316 [=============>................] - ETA: 38s - loss: 0.3657 - accuracy: 0.8227
154/316 [=============>................] - ETA: 37s - loss: 0.3655 - accuracy: 0.8231
155/316 [=============>................] - ETA: 37s - loss: 0.3648 - accuracy: 0.8230
156/316 [=============>................] - ETA: 37s - loss: 0.3657 - accuracy: 0.8225
157/316 [=============>................] - ETA: 37s - loss: 0.3653 - accuracy: 0.8229
158/316 [==============>...............] - ETA: 36s - loss: 0.3648 - accuracy: 0.8232
159/316 [==============>...............] - ETA: 36s - loss: 0.3647 - accuracy: 0.8227
160/316 [==============>...............] - ETA: 36s - loss: 0.3636 - accuracy: 0.8234
161/316 [==============>...............] - ETA: 35s - loss: 0.3638 - accuracy: 0.8234
162/316 [==============>...............] - ETA: 36s - loss: 0.3625 - accuracy: 0.8245
163/316 [==============>...............] - ETA: 36s - loss: 0.3635 - accuracy: 0.8244
164/316 [==============>...............] - ETA: 35s - loss: 0.3640 - accuracy: 0.8243
165/316 [==============>...............] - ETA: 35s - loss: 0.3644 - accuracy: 0.8242
166/316 [==============>...............] - ETA: 35s - loss: 0.3632 - accuracy: 0.8253
167/316 [==============>...............] - ETA: 35s - loss: 0.3633 - accuracy: 0.8249
168/316 [==============>...............] - ETA: 34s - loss: 0.3620 - accuracy: 0.8255
169/316 [===============>..............] - ETA: 34s - loss: 0.3623 - accuracy: 0.8258
170/316 [===============>..............] - ETA: 34s - loss: 0.3620 - accuracy: 0.8257
171/316 [===============>..............] - ETA: 33s - loss: 0.3617 - accuracy: 0.8257
172/316 [===============>..............] - ETA: 33s - loss: 0.3612 - accuracy: 0.8267
173/316 [===============>..............] - ETA: 33s - loss: 0.3617 - accuracy: 0.8262
174/316 [===============>..............] - ETA: 33s - loss: 0.3632 - accuracy: 0.8251
175/316 [===============>..............] - ETA: 32s - loss: 0.3644 - accuracy: 0.8243
176/316 [===============>..............] - ETA: 32s - loss: 0.3647 - accuracy: 0.8242
177/316 [===============>..............] - ETA: 32s - loss: 0.3638 - accuracy: 0.8249
178/316 [===============>..............] - ETA: 32s - loss: 0.3653 - accuracy: 0.8244
179/316 [===============>..............] - ETA: 32s - loss: 0.3650 - accuracy: 0.8251
180/316 [================>.............] - ETA: 32s - loss: 0.3641 - accuracy: 0.8257
181/316 [================>.............] - ETA: 31s - loss: 0.3629 - accuracy: 0.8263
182/316 [================>.............] - ETA: 31s - loss: 0.3627 - accuracy: 0.8266
183/316 [================>.............] - ETA: 31s - loss: 0.3631 - accuracy: 0.8268
184/316 [================>.............] - ETA: 31s - loss: 0.3639 - accuracy: 0.8268
185/316 [================>.............] - ETA: 30s - loss: 0.3629 - accuracy: 0.8277
186/316 [================>.............] - ETA: 30s - loss: 0.3621 - accuracy: 0.8280
187/316 [================>.............] - ETA: 30s - loss: 0.3632 - accuracy: 0.8275
188/316 [================>.............] - ETA: 29s - loss: 0.3630 - accuracy: 0.8275
189/316 [================>.............] - ETA: 29s - loss: 0.3632 - accuracy: 0.8271
190/316 [=================>............] - ETA: 29s - loss: 0.3628 - accuracy: 0.8266
191/316 [=================>............] - ETA: 29s - loss: 0.3614 - accuracy: 0.8276
192/316 [=================>............] - ETA: 28s - loss: 0.3616 - accuracy: 0.8278
193/316 [=================>............] - ETA: 28s - loss: 0.3619 - accuracy: 0.8277
194/316 [=================>............] - ETA: 28s - loss: 0.3636 - accuracy: 0.8257
195/316 [=================>............] - ETA: 28s - loss: 0.3631 - accuracy: 0.8260
196/316 [=================>............] - ETA: 28s - loss: 0.3634 - accuracy: 0.8259
197/316 [=================>............] - ETA: 28s - loss: 0.3631 - accuracy: 0.8258
198/316 [=================>............] - ETA: 27s - loss: 0.3633 - accuracy: 0.8261
199/316 [=================>............] - ETA: 27s - loss: 0.3635 - accuracy: 0.8257
200/316 [=================>............] - ETA: 27s - loss: 0.3636 - accuracy: 0.8259
201/316 [==================>...........] - ETA: 27s - loss: 0.3632 - accuracy: 0.8259
202/316 [==================>...........] - ETA: 26s - loss: 0.3632 - accuracy: 0.8258
203/316 [==================>...........] - ETA: 26s - loss: 0.3632 - accuracy: 0.8257
204/316 [==================>...........] - ETA: 26s - loss: 0.3634 - accuracy: 0.8254
205/316 [==================>...........] - ETA: 26s - loss: 0.3634 - accuracy: 0.8250
206/316 [==================>...........] - ETA: 25s - loss: 0.3631 - accuracy: 0.8252
207/316 [==================>...........] - ETA: 25s - loss: 0.3623 - accuracy: 0.8258
208/316 [==================>...........] - ETA: 25s - loss: 0.3614 - accuracy: 0.8266
209/316 [==================>...........] - ETA: 24s - loss: 0.3607 - accuracy: 0.8275
210/316 [==================>...........] - ETA: 24s - loss: 0.3615 - accuracy: 0.8271
211/316 [===================>..........] - ETA: 24s - loss: 0.3616 - accuracy: 0.8267
212/316 [===================>..........] - ETA: 24s - loss: 0.3619 - accuracy: 0.8269
213/316 [===================>..........] - ETA: 24s - loss: 0.3611 - accuracy: 0.8272
214/316 [===================>..........] - ETA: 24s - loss: 0.3610 - accuracy: 0.8274
215/316 [===================>..........] - ETA: 23s - loss: 0.3616 - accuracy: 0.8267
216/316 [===================>..........] - ETA: 23s - loss: 0.3624 - accuracy: 0.8261
217/316 [===================>..........] - ETA: 23s - loss: 0.3622 - accuracy: 0.8266
218/316 [===================>..........] - ETA: 23s - loss: 0.3622 - accuracy: 0.8263
219/316 [===================>..........] - ETA: 22s - loss: 0.3611 - accuracy: 0.8271
220/316 [===================>..........] - ETA: 22s - loss: 0.3609 - accuracy: 0.8273
221/316 [===================>..........] - ETA: 22s - loss: 0.3603 - accuracy: 0.8281
222/316 [====================>.........] - ETA: 22s - loss: 0.3605 - accuracy: 0.8277
223/316 [====================>.........] - ETA: 21s - loss: 0.3611 - accuracy: 0.8274
224/316 [====================>.........] - ETA: 21s - loss: 0.3605 - accuracy: 0.8281
225/316 [====================>.........] - ETA: 21s - loss: 0.3602 - accuracy: 0.8281
226/316 [====================>.........] - ETA: 21s - loss: 0.3596 - accuracy: 0.8285
227/316 [====================>.........] - ETA: 20s - loss: 0.3588 - accuracy: 0.8290
228/316 [====================>.........] - ETA: 20s - loss: 0.3583 - accuracy: 0.8295
229/316 [====================>.........] - ETA: 20s - loss: 0.3575 - accuracy: 0.8300
230/316 [====================>.........] - ETA: 20s - loss: 0.3579 - accuracy: 0.8296
231/316 [====================>.........] - ETA: 19s - loss: 0.3580 - accuracy: 0.8298
232/316 [=====================>........] - ETA: 19s - loss: 0.3571 - accuracy: 0.8305
233/316 [=====================>........] - ETA: 19s - loss: 0.3568 - accuracy: 0.8310
234/316 [=====================>........] - ETA: 19s - loss: 0.3573 - accuracy: 0.8304
235/316 [=====================>........] - ETA: 19s - loss: 0.3586 - accuracy: 0.8293
236/316 [=====================>........] - ETA: 18s - loss: 0.3586 - accuracy: 0.8294
237/316 [=====================>........] - ETA: 18s - loss: 0.3586 - accuracy: 0.8296
238/316 [=====================>........] - ETA: 18s - loss: 0.3589 - accuracy: 0.8293
239/316 [=====================>........] - ETA: 18s - loss: 0.3582 - accuracy: 0.8298
240/316 [=====================>........] - ETA: 17s - loss: 0.3573 - accuracy: 0.8302
241/316 [=====================>........] - ETA: 17s - loss: 0.3571 - accuracy: 0.8301
242/316 [=====================>........] - ETA: 17s - loss: 0.3577 - accuracy: 0.8298
243/316 [======================>.......] - ETA: 17s - loss: 0.3578 - accuracy: 0.8300
244/316 [======================>.......] - ETA: 16s - loss: 0.3575 - accuracy: 0.8302
245/316 [======================>.......] - ETA: 16s - loss: 0.3566 - accuracy: 0.8306
246/316 [======================>.......] - ETA: 16s - loss: 0.3563 - accuracy: 0.8310
247/316 [======================>.......] - ETA: 16s - loss: 0.3567 - accuracy: 0.8302
248/316 [======================>.......] - ETA: 15s - loss: 0.3570 - accuracy: 0.8301
249/316 [======================>.......] - ETA: 15s - loss: 0.3572 - accuracy: 0.8303
250/316 [======================>.......] - ETA: 15s - loss: 0.3579 - accuracy: 0.8298
251/316 [======================>.......] - ETA: 15s - loss: 0.3577 - accuracy: 0.8299
252/316 [======================>.......] - ETA: 15s - loss: 0.3589 - accuracy: 0.8299
253/316 [=======================>......] - ETA: 14s - loss: 0.3590 - accuracy: 0.8291
254/316 [=======================>......] - ETA: 14s - loss: 0.3590 - accuracy: 0.8290
255/316 [=======================>......] - ETA: 14s - loss: 0.3586 - accuracy: 0.8294
256/316 [=======================>......] - ETA: 14s - loss: 0.3593 - accuracy: 0.8293
257/316 [=======================>......] - ETA: 13s - loss: 0.3605 - accuracy: 0.8286
258/316 [=======================>......] - ETA: 13s - loss: 0.3606 - accuracy: 0.8287
259/316 [=======================>......] - ETA: 13s - loss: 0.3608 - accuracy: 0.8287
260/316 [=======================>......] - ETA: 13s - loss: 0.3606 - accuracy: 0.8286
261/316 [=======================>......] - ETA: 12s - loss: 0.3611 - accuracy: 0.8281
262/316 [=======================>......] - ETA: 12s - loss: 0.3615 - accuracy: 0.8275
263/316 [=======================>......] - ETA: 12s - loss: 0.3618 - accuracy: 0.8275
264/316 [========================>.....] - ETA: 12s - loss: 0.3619 - accuracy: 0.8274
265/316 [========================>.....] - ETA: 11s - loss: 0.3617 - accuracy: 0.8276
266/316 [========================>.....] - ETA: 11s - loss: 0.3617 - accuracy: 0.8278
267/316 [========================>.....] - ETA: 11s - loss: 0.3620 - accuracy: 0.8275
268/316 [========================>.....] - ETA: 11s - loss: 0.3628 - accuracy: 0.8274
269/316 [========================>.....] - ETA: 11s - loss: 0.3629 - accuracy: 0.8278
270/316 [========================>.....] - ETA: 10s - loss: 0.3631 - accuracy: 0.8280
271/316 [========================>.....] - ETA: 10s - loss: 0.3635 - accuracy: 0.8282
272/316 [========================>.....] - ETA: 10s - loss: 0.3635 - accuracy: 0.8281
273/316 [========================>.....] - ETA: 10s - loss: 0.3634 - accuracy: 0.8283
274/316 [=========================>....] - ETA: 9s - loss: 0.3636 - accuracy: 0.8285 
275/316 [=========================>....] - ETA: 9s - loss: 0.3639 - accuracy: 0.8282
276/316 [=========================>....] - ETA: 9s - loss: 0.3643 - accuracy: 0.8281
277/316 [=========================>....] - ETA: 9s - loss: 0.3645 - accuracy: 0.8278
278/316 [=========================>....] - ETA: 8s - loss: 0.3653 - accuracy: 0.8269
279/316 [=========================>....] - ETA: 8s - loss: 0.3646 - accuracy: 0.8275
280/316 [=========================>....] - ETA: 8s - loss: 0.3647 - accuracy: 0.8272
281/316 [=========================>....] - ETA: 8s - loss: 0.3648 - accuracy: 0.8274
282/316 [=========================>....] - ETA: 7s - loss: 0.3650 - accuracy: 0.8273
283/316 [=========================>....] - ETA: 7s - loss: 0.3656 - accuracy: 0.8269
284/316 [=========================>....] - ETA: 7s - loss: 0.3660 - accuracy: 0.8266
285/316 [==========================>...] - ETA: 7s - loss: 0.3654 - accuracy: 0.8270
286/316 [==========================>...] - ETA: 7s - loss: 0.3650 - accuracy: 0.8274
287/316 [==========================>...] - ETA: 6s - loss: 0.3647 - accuracy: 0.8277
288/316 [==========================>...] - ETA: 6s - loss: 0.3659 - accuracy: 0.8268
289/316 [==========================>...] - ETA: 6s - loss: 0.3661 - accuracy: 0.8266
290/316 [==========================>...] - ETA: 6s - loss: 0.3666 - accuracy: 0.8259
291/316 [==========================>...] - ETA: 5s - loss: 0.3667 - accuracy: 0.8256
292/316 [==========================>...] - ETA: 5s - loss: 0.3673 - accuracy: 0.8251
293/316 [==========================>...] - ETA: 5s - loss: 0.3672 - accuracy: 0.8253
294/316 [==========================>...] - ETA: 5s - loss: 0.3669 - accuracy: 0.8255
295/316 [===========================>..] - ETA: 4s - loss: 0.3667 - accuracy: 0.8252
296/316 [===========================>..] - ETA: 4s - loss: 0.3661 - accuracy: 0.8256
297/316 [===========================>..] - ETA: 4s - loss: 0.3658 - accuracy: 0.8260
298/316 [===========================>..] - ETA: 4s - loss: 0.3662 - accuracy: 0.8253
299/316 [===========================>..] - ETA: 3s - loss: 0.3670 - accuracy: 0.8255
300/316 [===========================>..] - ETA: 3s - loss: 0.3667 - accuracy: 0.8258
301/316 [===========================>..] - ETA: 3s - loss: 0.3669 - accuracy: 0.8256
302/316 [===========================>..] - ETA: 3s - loss: 0.3668 - accuracy: 0.8253
303/316 [===========================>..] - ETA: 3s - loss: 0.3670 - accuracy: 0.8253
304/316 [===========================>..] - ETA: 2s - loss: 0.3667 - accuracy: 0.8252
305/316 [===========================>..] - ETA: 2s - loss: 0.3660 - accuracy: 0.8258
306/316 [============================>.] - ETA: 2s - loss: 0.3660 - accuracy: 0.8262
307/316 [============================>.] - ETA: 2s - loss: 0.3658 - accuracy: 0.8265
308/316 [============================>.] - ETA: 1s - loss: 0.3668 - accuracy: 0.8257
309/316 [============================>.] - ETA: 1s - loss: 0.3665 - accuracy: 0.8256
310/316 [============================>.] - ETA: 1s - loss: 0.3665 - accuracy: 0.8260
311/316 [============================>.] - ETA: 1s - loss: 0.3666 - accuracy: 0.8262
312/316 [============================>.] - ETA: 0s - loss: 0.3665 - accuracy: 0.8261
313/316 [============================>.] - ETA: 0s - loss: 0.3661 - accuracy: 0.8265
314/316 [============================>.] - ETA: 0s - loss: 0.3658 - accuracy: 0.8264
315/316 [============================>.] - ETA: 0s - loss: 0.3660 - accuracy: 0.8262
316/316 [==============================] - 74s 233ms/step - loss: 0.3666 - accuracy: 0.8258

316/316 [==============================] - 78s 246ms/step - loss: 0.3666 - accuracy: 0.8258 - val_loss: 0.2575 - val_accuracy: 0.8700
Epoch 51/100

  1/316 [..............................] - ETA: 3:01 - loss: 0.3641 - accuracy: 0.8125
  2/316 [..............................] - ETA: 2:02 - loss: 0.2579 - accuracy: 0.8750
  3/316 [..............................] - ETA: 1:30 - loss: 0.2530 - accuracy: 0.8542
  4/316 [..............................] - ETA: 1:19 - loss: 0.2546 - accuracy: 0.8438
  5/316 [..............................] - ETA: 1:13 - loss: 0.3042 - accuracy: 0.8500
  6/316 [..............................] - ETA: 1:10 - loss: 0.3824 - accuracy: 0.8021
  7/316 [..............................] - ETA: 1:08 - loss: 0.4174 - accuracy: 0.7768
  8/316 [..............................] - ETA: 1:07 - loss: 0.4133 - accuracy: 0.7734
  9/316 [..............................] - ETA: 1:06 - loss: 0.4195 - accuracy: 0.7708
 10/316 [..............................] - ETA: 1:05 - loss: 0.4061 - accuracy: 0.7875
 11/316 [>.............................] - ETA: 1:03 - loss: 0.4350 - accuracy: 0.7670
 12/316 [>.............................] - ETA: 1:03 - loss: 0.4374 - accuracy: 0.7604
 13/316 [>.............................] - ETA: 1:02 - loss: 0.4385 - accuracy: 0.7644
 14/316 [>.............................] - ETA: 1:02 - loss: 0.4381 - accuracy: 0.7634
 15/316 [>.............................] - ETA: 1:01 - loss: 0.4286 - accuracy: 0.7708
 16/316 [>.............................] - ETA: 1:01 - loss: 0.4259 - accuracy: 0.7695
 17/316 [>.............................] - ETA: 1:01 - loss: 0.4244 - accuracy: 0.7757
 18/316 [>.............................] - ETA: 1:06 - loss: 0.4244 - accuracy: 0.7778
 19/316 [>.............................] - ETA: 1:12 - loss: 0.4191 - accuracy: 0.7829
 20/316 [>.............................] - ETA: 1:11 - loss: 0.4205 - accuracy: 0.7812
 21/316 [>.............................] - ETA: 1:10 - loss: 0.4160 - accuracy: 0.7827
 22/316 [=>............................] - ETA: 1:09 - loss: 0.4124 - accuracy: 0.7841
 23/316 [=>............................] - ETA: 1:08 - loss: 0.4101 - accuracy: 0.7826
 24/316 [=>............................] - ETA: 1:07 - loss: 0.4073 - accuracy: 0.7839
 25/316 [=>............................] - ETA: 1:07 - loss: 0.4065 - accuracy: 0.7825
 26/316 [=>............................] - ETA: 1:06 - loss: 0.3995 - accuracy: 0.7909
 27/316 [=>............................] - ETA: 1:05 - loss: 0.4020 - accuracy: 0.7917
 28/316 [=>............................] - ETA: 1:05 - loss: 0.4055 - accuracy: 0.7879
 29/316 [=>............................] - ETA: 1:04 - loss: 0.4002 - accuracy: 0.7909
 30/316 [=>............................] - ETA: 1:03 - loss: 0.3975 - accuracy: 0.7937
 31/316 [=>............................] - ETA: 1:03 - loss: 0.3965 - accuracy: 0.7944
 32/316 [==>...........................] - ETA: 1:02 - loss: 0.3942 - accuracy: 0.7969
 33/316 [==>...........................] - ETA: 1:02 - loss: 0.3874 - accuracy: 0.8011
 34/316 [==>...........................] - ETA: 1:02 - loss: 0.3840 - accuracy: 0.8015
 35/316 [==>...........................] - ETA: 1:04 - loss: 0.3785 - accuracy: 0.8054
 36/316 [==>...........................] - ETA: 1:07 - loss: 0.3769 - accuracy: 0.8056
 37/316 [==>...........................] - ETA: 1:06 - loss: 0.3804 - accuracy: 0.8041
 38/316 [==>...........................] - ETA: 1:06 - loss: 0.3768 - accuracy: 0.8059
 39/316 [==>...........................] - ETA: 1:05 - loss: 0.3732 - accuracy: 0.8109
 40/316 [==>...........................] - ETA: 1:04 - loss: 0.3806 - accuracy: 0.8078
 41/316 [==>...........................] - ETA: 1:04 - loss: 0.3761 - accuracy: 0.8110
 42/316 [==>...........................] - ETA: 1:03 - loss: 0.3785 - accuracy: 0.8110
 43/316 [===>..........................] - ETA: 1:03 - loss: 0.3803 - accuracy: 0.8125
 44/316 [===>..........................] - ETA: 1:02 - loss: 0.3794 - accuracy: 0.8139
 45/316 [===>..........................] - ETA: 1:02 - loss: 0.3782 - accuracy: 0.8139
 46/316 [===>..........................] - ETA: 1:01 - loss: 0.3794 - accuracy: 0.8125
 47/316 [===>..........................] - ETA: 1:01 - loss: 0.3840 - accuracy: 0.8125
 48/316 [===>..........................] - ETA: 1:00 - loss: 0.3802 - accuracy: 0.8151
 49/316 [===>..........................] - ETA: 1:00 - loss: 0.3765 - accuracy: 0.8176
 50/316 [===>..........................] - ETA: 1:00 - loss: 0.3744 - accuracy: 0.8175
 51/316 [===>..........................] - ETA: 59s - loss: 0.3759 - accuracy: 0.8150 
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.3758 - accuracy: 0.8161
 53/316 [====>.........................] - ETA: 1:02 - loss: 0.3745 - accuracy: 0.8172
 54/316 [====>.........................] - ETA: 1:02 - loss: 0.3717 - accuracy: 0.8183
 55/316 [====>.........................] - ETA: 1:01 - loss: 0.3739 - accuracy: 0.8182
 56/316 [====>.........................] - ETA: 1:01 - loss: 0.3722 - accuracy: 0.8192
 57/316 [====>.........................] - ETA: 1:00 - loss: 0.3737 - accuracy: 0.8169
 58/316 [====>.........................] - ETA: 1:00 - loss: 0.3709 - accuracy: 0.8190
 59/316 [====>.........................] - ETA: 1:00 - loss: 0.3667 - accuracy: 0.8220
 60/316 [====>.........................] - ETA: 59s - loss: 0.3697 - accuracy: 0.8188 
 61/316 [====>.........................] - ETA: 59s - loss: 0.3711 - accuracy: 0.8197
 62/316 [====>.........................] - ETA: 58s - loss: 0.3686 - accuracy: 0.8216
 63/316 [====>.........................] - ETA: 58s - loss: 0.3724 - accuracy: 0.8194
 64/316 [=====>........................] - ETA: 58s - loss: 0.3707 - accuracy: 0.8193
 65/316 [=====>........................] - ETA: 57s - loss: 0.3695 - accuracy: 0.8212
 66/316 [=====>........................] - ETA: 57s - loss: 0.3706 - accuracy: 0.8201
 67/316 [=====>........................] - ETA: 56s - loss: 0.3692 - accuracy: 0.8218
 68/316 [=====>........................] - ETA: 56s - loss: 0.3736 - accuracy: 0.8199
 69/316 [=====>........................] - ETA: 57s - loss: 0.3766 - accuracy: 0.8170
 70/316 [=====>........................] - ETA: 58s - loss: 0.3756 - accuracy: 0.8179
 71/316 [=====>........................] - ETA: 57s - loss: 0.3744 - accuracy: 0.8187
 72/316 [=====>........................] - ETA: 57s - loss: 0.3732 - accuracy: 0.8203
 73/316 [=====>........................] - ETA: 57s - loss: 0.3711 - accuracy: 0.8219
 74/316 [======>.......................] - ETA: 56s - loss: 0.3714 - accuracy: 0.8209
 75/316 [======>.......................] - ETA: 56s - loss: 0.3724 - accuracy: 0.8200
 76/316 [======>.......................] - ETA: 56s - loss: 0.3747 - accuracy: 0.8191
 77/316 [======>.......................] - ETA: 55s - loss: 0.3740 - accuracy: 0.8198
 78/316 [======>.......................] - ETA: 55s - loss: 0.3712 - accuracy: 0.8221
 79/316 [======>.......................] - ETA: 55s - loss: 0.3726 - accuracy: 0.8220
 80/316 [======>.......................] - ETA: 54s - loss: 0.3724 - accuracy: 0.8227
 81/316 [======>.......................] - ETA: 54s - loss: 0.3694 - accuracy: 0.8241
 82/316 [======>.......................] - ETA: 53s - loss: 0.3685 - accuracy: 0.8239
 83/316 [======>.......................] - ETA: 53s - loss: 0.3669 - accuracy: 0.8253
 84/316 [======>.......................] - ETA: 53s - loss: 0.3662 - accuracy: 0.8259
 85/316 [=======>......................] - ETA: 52s - loss: 0.3666 - accuracy: 0.8257
 86/316 [=======>......................] - ETA: 52s - loss: 0.3694 - accuracy: 0.8241
 87/316 [=======>......................] - ETA: 53s - loss: 0.3713 - accuracy: 0.8240
 88/316 [=======>......................] - ETA: 53s - loss: 0.3721 - accuracy: 0.8224
 89/316 [=======>......................] - ETA: 53s - loss: 0.3711 - accuracy: 0.8237
 90/316 [=======>......................] - ETA: 53s - loss: 0.3717 - accuracy: 0.8236
 91/316 [=======>......................] - ETA: 52s - loss: 0.3701 - accuracy: 0.8249
 92/316 [=======>......................] - ETA: 52s - loss: 0.3686 - accuracy: 0.8254
 93/316 [=======>......................] - ETA: 52s - loss: 0.3680 - accuracy: 0.8259
 94/316 [=======>......................] - ETA: 51s - loss: 0.3678 - accuracy: 0.8245
 95/316 [========>.....................] - ETA: 51s - loss: 0.3675 - accuracy: 0.8243
 96/316 [========>.....................] - ETA: 51s - loss: 0.3664 - accuracy: 0.8249
 97/316 [========>.....................] - ETA: 50s - loss: 0.3673 - accuracy: 0.8241
 98/316 [========>.....................] - ETA: 50s - loss: 0.3687 - accuracy: 0.8221
 99/316 [========>.....................] - ETA: 50s - loss: 0.3660 - accuracy: 0.8239
100/316 [========>.....................] - ETA: 49s - loss: 0.3637 - accuracy: 0.8250
101/316 [========>.....................] - ETA: 49s - loss: 0.3622 - accuracy: 0.8261
102/316 [========>.....................] - ETA: 49s - loss: 0.3625 - accuracy: 0.8266
103/316 [========>.....................] - ETA: 48s - loss: 0.3616 - accuracy: 0.8271
104/316 [========>.....................] - ETA: 49s - loss: 0.3598 - accuracy: 0.8281
105/316 [========>.....................] - ETA: 49s - loss: 0.3605 - accuracy: 0.8274
106/316 [=========>....................] - ETA: 49s - loss: 0.3587 - accuracy: 0.8278
107/316 [=========>....................] - ETA: 49s - loss: 0.3562 - accuracy: 0.8294
108/316 [=========>....................] - ETA: 48s - loss: 0.3557 - accuracy: 0.8299
109/316 [=========>....................] - ETA: 48s - loss: 0.3546 - accuracy: 0.8303
110/316 [=========>....................] - ETA: 48s - loss: 0.3532 - accuracy: 0.8307
111/316 [=========>....................] - ETA: 47s - loss: 0.3523 - accuracy: 0.8311
112/316 [=========>....................] - ETA: 47s - loss: 0.3542 - accuracy: 0.8298
113/316 [=========>....................] - ETA: 47s - loss: 0.3546 - accuracy: 0.8302
114/316 [=========>....................] - ETA: 46s - loss: 0.3546 - accuracy: 0.8300
115/316 [=========>....................] - ETA: 46s - loss: 0.3538 - accuracy: 0.8310
116/316 [==========>...................] - ETA: 46s - loss: 0.3528 - accuracy: 0.8308
117/316 [==========>...................] - ETA: 46s - loss: 0.3503 - accuracy: 0.8323
118/316 [==========>...................] - ETA: 45s - loss: 0.3505 - accuracy: 0.8326
119/316 [==========>...................] - ETA: 45s - loss: 0.3493 - accuracy: 0.8335
120/316 [==========>...................] - ETA: 45s - loss: 0.3499 - accuracy: 0.8318
121/316 [==========>...................] - ETA: 45s - loss: 0.3491 - accuracy: 0.8316
122/316 [==========>...................] - ETA: 45s - loss: 0.3487 - accuracy: 0.8320
123/316 [==========>...................] - ETA: 45s - loss: 0.3488 - accuracy: 0.8323
124/316 [==========>...................] - ETA: 45s - loss: 0.3479 - accuracy: 0.8332
125/316 [==========>...................] - ETA: 44s - loss: 0.3518 - accuracy: 0.8310
126/316 [==========>...................] - ETA: 44s - loss: 0.3531 - accuracy: 0.8309
127/316 [===========>..................] - ETA: 44s - loss: 0.3542 - accuracy: 0.8302
128/316 [===========>..................] - ETA: 44s - loss: 0.3537 - accuracy: 0.8306
129/316 [===========>..................] - ETA: 43s - loss: 0.3537 - accuracy: 0.8304
130/316 [===========>..................] - ETA: 43s - loss: 0.3522 - accuracy: 0.8317
131/316 [===========>..................] - ETA: 43s - loss: 0.3510 - accuracy: 0.8321
132/316 [===========>..................] - ETA: 42s - loss: 0.3512 - accuracy: 0.8319
133/316 [===========>..................] - ETA: 42s - loss: 0.3500 - accuracy: 0.8332
134/316 [===========>..................] - ETA: 42s - loss: 0.3517 - accuracy: 0.8316
135/316 [===========>..................] - ETA: 41s - loss: 0.3516 - accuracy: 0.8324
136/316 [===========>..................] - ETA: 41s - loss: 0.3519 - accuracy: 0.8327
137/316 [============>.................] - ETA: 41s - loss: 0.3539 - accuracy: 0.8317
138/316 [============>.................] - ETA: 41s - loss: 0.3537 - accuracy: 0.8315
139/316 [============>.................] - ETA: 41s - loss: 0.3529 - accuracy: 0.8318
140/316 [============>.................] - ETA: 41s - loss: 0.3547 - accuracy: 0.8308
141/316 [============>.................] - ETA: 41s - loss: 0.3547 - accuracy: 0.8307
142/316 [============>.................] - ETA: 40s - loss: 0.3544 - accuracy: 0.8310
143/316 [============>.................] - ETA: 40s - loss: 0.3551 - accuracy: 0.8309
144/316 [============>.................] - ETA: 40s - loss: 0.3539 - accuracy: 0.8316
145/316 [============>.................] - ETA: 40s - loss: 0.3533 - accuracy: 0.8319
146/316 [============>.................] - ETA: 39s - loss: 0.3542 - accuracy: 0.8318
147/316 [============>.................] - ETA: 39s - loss: 0.3534 - accuracy: 0.8321
148/316 [=============>................] - ETA: 39s - loss: 0.3532 - accuracy: 0.8315
149/316 [=============>................] - ETA: 38s - loss: 0.3551 - accuracy: 0.8310
150/316 [=============>................] - ETA: 38s - loss: 0.3542 - accuracy: 0.8317
151/316 [=============>................] - ETA: 38s - loss: 0.3539 - accuracy: 0.8315
152/316 [=============>................] - ETA: 38s - loss: 0.3536 - accuracy: 0.8322
153/316 [=============>................] - ETA: 37s - loss: 0.3534 - accuracy: 0.8321
154/316 [=============>................] - ETA: 37s - loss: 0.3527 - accuracy: 0.8332
155/316 [=============>................] - ETA: 37s - loss: 0.3529 - accuracy: 0.8327
156/316 [=============>................] - ETA: 37s - loss: 0.3528 - accuracy: 0.8321
157/316 [=============>................] - ETA: 37s - loss: 0.3548 - accuracy: 0.8312
158/316 [==============>...............] - ETA: 37s - loss: 0.3560 - accuracy: 0.8307
159/316 [==============>...............] - ETA: 36s - loss: 0.3555 - accuracy: 0.8310
160/316 [==============>...............] - ETA: 36s - loss: 0.3564 - accuracy: 0.8309
161/316 [==============>...............] - ETA: 36s - loss: 0.3569 - accuracy: 0.8307
162/316 [==============>...............] - ETA: 36s - loss: 0.3576 - accuracy: 0.8306
163/316 [==============>...............] - ETA: 35s - loss: 0.3574 - accuracy: 0.8313
164/316 [==============>...............] - ETA: 35s - loss: 0.3563 - accuracy: 0.8319
165/316 [==============>...............] - ETA: 35s - loss: 0.3563 - accuracy: 0.8326
166/316 [==============>...............] - ETA: 35s - loss: 0.3576 - accuracy: 0.8317
167/316 [==============>...............] - ETA: 34s - loss: 0.3578 - accuracy: 0.8316
168/316 [==============>...............] - ETA: 34s - loss: 0.3583 - accuracy: 0.8315
169/316 [===============>..............] - ETA: 34s - loss: 0.3576 - accuracy: 0.8321
170/316 [===============>..............] - ETA: 33s - loss: 0.3573 - accuracy: 0.8327
171/316 [===============>..............] - ETA: 33s - loss: 0.3570 - accuracy: 0.8326
172/316 [===============>..............] - ETA: 33s - loss: 0.3568 - accuracy: 0.8328
173/316 [===============>..............] - ETA: 33s - loss: 0.3572 - accuracy: 0.8327
174/316 [===============>..............] - ETA: 33s - loss: 0.3574 - accuracy: 0.8330
175/316 [===============>..............] - ETA: 33s - loss: 0.3568 - accuracy: 0.8332
176/316 [===============>..............] - ETA: 32s - loss: 0.3563 - accuracy: 0.8331
177/316 [===============>..............] - ETA: 32s - loss: 0.3564 - accuracy: 0.8330
178/316 [===============>..............] - ETA: 32s - loss: 0.3557 - accuracy: 0.8332
179/316 [===============>..............] - ETA: 32s - loss: 0.3560 - accuracy: 0.8328
180/316 [================>.............] - ETA: 31s - loss: 0.3550 - accuracy: 0.8337
181/316 [================>.............] - ETA: 31s - loss: 0.3542 - accuracy: 0.8339
182/316 [================>.............] - ETA: 31s - loss: 0.3532 - accuracy: 0.8345
183/316 [================>.............] - ETA: 31s - loss: 0.3542 - accuracy: 0.8340
184/316 [================>.............] - ETA: 30s - loss: 0.3554 - accuracy: 0.8336
185/316 [================>.............] - ETA: 30s - loss: 0.3553 - accuracy: 0.8334
186/316 [================>.............] - ETA: 30s - loss: 0.3559 - accuracy: 0.8330
187/316 [================>.............] - ETA: 30s - loss: 0.3560 - accuracy: 0.8332
188/316 [================>.............] - ETA: 29s - loss: 0.3564 - accuracy: 0.8334
189/316 [================>.............] - ETA: 29s - loss: 0.3560 - accuracy: 0.8337
190/316 [=================>............] - ETA: 29s - loss: 0.3554 - accuracy: 0.8339
191/316 [=================>............] - ETA: 29s - loss: 0.3549 - accuracy: 0.8344
192/316 [=================>............] - ETA: 29s - loss: 0.3549 - accuracy: 0.8340
193/316 [=================>............] - ETA: 29s - loss: 0.3539 - accuracy: 0.8345
194/316 [=================>............] - ETA: 28s - loss: 0.3538 - accuracy: 0.8344
195/316 [=================>............] - ETA: 28s - loss: 0.3556 - accuracy: 0.8330
196/316 [=================>............] - ETA: 28s - loss: 0.3556 - accuracy: 0.8329
197/316 [=================>............] - ETA: 27s - loss: 0.3549 - accuracy: 0.8334
198/316 [=================>............] - ETA: 27s - loss: 0.3545 - accuracy: 0.8336
199/316 [=================>............] - ETA: 27s - loss: 0.3539 - accuracy: 0.8339
200/316 [=================>............] - ETA: 27s - loss: 0.3547 - accuracy: 0.8331
201/316 [==================>...........] - ETA: 26s - loss: 0.3543 - accuracy: 0.8333
202/316 [==================>...........] - ETA: 26s - loss: 0.3542 - accuracy: 0.8329
203/316 [==================>...........] - ETA: 26s - loss: 0.3548 - accuracy: 0.8328
204/316 [==================>...........] - ETA: 26s - loss: 0.3537 - accuracy: 0.8336
205/316 [==================>...........] - ETA: 25s - loss: 0.3535 - accuracy: 0.8338
206/316 [==================>...........] - ETA: 25s - loss: 0.3533 - accuracy: 0.8340
207/316 [==================>...........] - ETA: 25s - loss: 0.3531 - accuracy: 0.8339
208/316 [==================>...........] - ETA: 25s - loss: 0.3524 - accuracy: 0.8341
209/316 [==================>...........] - ETA: 25s - loss: 0.3521 - accuracy: 0.8346
210/316 [==================>...........] - ETA: 25s - loss: 0.3526 - accuracy: 0.8342
211/316 [===================>..........] - ETA: 24s - loss: 0.3524 - accuracy: 0.8344
212/316 [===================>..........] - ETA: 24s - loss: 0.3527 - accuracy: 0.8343
213/316 [===================>..........] - ETA: 24s - loss: 0.3522 - accuracy: 0.8345
214/316 [===================>..........] - ETA: 23s - loss: 0.3523 - accuracy: 0.8344
215/316 [===================>..........] - ETA: 23s - loss: 0.3524 - accuracy: 0.8340
216/316 [===================>..........] - ETA: 23s - loss: 0.3524 - accuracy: 0.8342
217/316 [===================>..........] - ETA: 23s - loss: 0.3518 - accuracy: 0.8344
218/316 [===================>..........] - ETA: 22s - loss: 0.3528 - accuracy: 0.8337
219/316 [===================>..........] - ETA: 22s - loss: 0.3533 - accuracy: 0.8339
220/316 [===================>..........] - ETA: 22s - loss: 0.3546 - accuracy: 0.8332
221/316 [===================>..........] - ETA: 22s - loss: 0.3542 - accuracy: 0.8337
222/316 [====================>.........] - ETA: 21s - loss: 0.3538 - accuracy: 0.8339
223/316 [====================>.........] - ETA: 21s - loss: 0.3537 - accuracy: 0.8341
224/316 [====================>.........] - ETA: 21s - loss: 0.3540 - accuracy: 0.8337
225/316 [====================>.........] - ETA: 21s - loss: 0.3541 - accuracy: 0.8333
226/316 [====================>.........] - ETA: 21s - loss: 0.3543 - accuracy: 0.8332
227/316 [====================>.........] - ETA: 21s - loss: 0.3558 - accuracy: 0.8320
228/316 [====================>.........] - ETA: 20s - loss: 0.3553 - accuracy: 0.8325
229/316 [====================>.........] - ETA: 20s - loss: 0.3551 - accuracy: 0.8322
230/316 [====================>.........] - ETA: 20s - loss: 0.3546 - accuracy: 0.8323
231/316 [====================>.........] - ETA: 19s - loss: 0.3550 - accuracy: 0.8323
232/316 [=====================>........] - ETA: 19s - loss: 0.3545 - accuracy: 0.8322
233/316 [=====================>........] - ETA: 19s - loss: 0.3563 - accuracy: 0.8310
234/316 [=====================>........] - ETA: 19s - loss: 0.3576 - accuracy: 0.8299
235/316 [=====================>........] - ETA: 19s - loss: 0.3580 - accuracy: 0.8295
236/316 [=====================>........] - ETA: 18s - loss: 0.3579 - accuracy: 0.8297
237/316 [=====================>........] - ETA: 18s - loss: 0.3577 - accuracy: 0.8296
238/316 [=====================>........] - ETA: 18s - loss: 0.3580 - accuracy: 0.8293
239/316 [=====================>........] - ETA: 18s - loss: 0.3581 - accuracy: 0.8292
240/316 [=====================>........] - ETA: 17s - loss: 0.3582 - accuracy: 0.8292
241/316 [=====================>........] - ETA: 17s - loss: 0.3584 - accuracy: 0.8294
242/316 [=====================>........] - ETA: 17s - loss: 0.3589 - accuracy: 0.8290
243/316 [======================>.......] - ETA: 17s - loss: 0.3583 - accuracy: 0.8292
244/316 [======================>.......] - ETA: 17s - loss: 0.3588 - accuracy: 0.8286
245/316 [======================>.......] - ETA: 16s - loss: 0.3605 - accuracy: 0.8281
246/316 [======================>.......] - ETA: 16s - loss: 0.3607 - accuracy: 0.8280
247/316 [======================>.......] - ETA: 16s - loss: 0.3608 - accuracy: 0.8284
248/316 [======================>.......] - ETA: 16s - loss: 0.3607 - accuracy: 0.8284
249/316 [======================>.......] - ETA: 15s - loss: 0.3613 - accuracy: 0.8283
250/316 [======================>.......] - ETA: 15s - loss: 0.3608 - accuracy: 0.8288
251/316 [======================>.......] - ETA: 15s - loss: 0.3613 - accuracy: 0.8292
252/316 [======================>.......] - ETA: 15s - loss: 0.3615 - accuracy: 0.8289
253/316 [=======================>......] - ETA: 14s - loss: 0.3615 - accuracy: 0.8291
254/316 [=======================>......] - ETA: 14s - loss: 0.3617 - accuracy: 0.8292
255/316 [=======================>......] - ETA: 14s - loss: 0.3614 - accuracy: 0.8297
256/316 [=======================>......] - ETA: 14s - loss: 0.3620 - accuracy: 0.8293
257/316 [=======================>......] - ETA: 13s - loss: 0.3624 - accuracy: 0.8290
258/316 [=======================>......] - ETA: 13s - loss: 0.3632 - accuracy: 0.8285
259/316 [=======================>......] - ETA: 13s - loss: 0.3634 - accuracy: 0.8284
260/316 [=======================>......] - ETA: 13s - loss: 0.3631 - accuracy: 0.8288
261/316 [=======================>......] - ETA: 12s - loss: 0.3629 - accuracy: 0.8290
262/316 [=======================>......] - ETA: 12s - loss: 0.3627 - accuracy: 0.8294
263/316 [=======================>......] - ETA: 12s - loss: 0.3628 - accuracy: 0.8294
264/316 [========================>.....] - ETA: 12s - loss: 0.3626 - accuracy: 0.8295
265/316 [========================>.....] - ETA: 12s - loss: 0.3632 - accuracy: 0.8290
266/316 [========================>.....] - ETA: 11s - loss: 0.3630 - accuracy: 0.8289
267/316 [========================>.....] - ETA: 11s - loss: 0.3634 - accuracy: 0.8287
268/316 [========================>.....] - ETA: 11s - loss: 0.3634 - accuracy: 0.8286
269/316 [========================>.....] - ETA: 11s - loss: 0.3626 - accuracy: 0.8292
270/316 [========================>.....] - ETA: 10s - loss: 0.3627 - accuracy: 0.8289
271/316 [========================>.....] - ETA: 10s - loss: 0.3637 - accuracy: 0.8282
272/316 [========================>.....] - ETA: 10s - loss: 0.3632 - accuracy: 0.8286
273/316 [========================>.....] - ETA: 10s - loss: 0.3633 - accuracy: 0.8283
274/316 [=========================>....] - ETA: 9s - loss: 0.3629 - accuracy: 0.8287 
275/316 [=========================>....] - ETA: 9s - loss: 0.3626 - accuracy: 0.8286
276/316 [=========================>....] - ETA: 9s - loss: 0.3632 - accuracy: 0.8284
277/316 [=========================>....] - ETA: 9s - loss: 0.3624 - accuracy: 0.8290
278/316 [=========================>....] - ETA: 8s - loss: 0.3622 - accuracy: 0.8294
279/316 [=========================>....] - ETA: 8s - loss: 0.3624 - accuracy: 0.8289
280/316 [=========================>....] - ETA: 8s - loss: 0.3623 - accuracy: 0.8290
281/316 [=========================>....] - ETA: 8s - loss: 0.3631 - accuracy: 0.8285
282/316 [=========================>....] - ETA: 8s - loss: 0.3632 - accuracy: 0.8285
283/316 [=========================>....] - ETA: 7s - loss: 0.3641 - accuracy: 0.8282
284/316 [=========================>....] - ETA: 7s - loss: 0.3643 - accuracy: 0.8281
285/316 [==========================>...] - ETA: 7s - loss: 0.3645 - accuracy: 0.8281
286/316 [==========================>...] - ETA: 7s - loss: 0.3644 - accuracy: 0.8280
287/316 [==========================>...] - ETA: 6s - loss: 0.3641 - accuracy: 0.8282
288/316 [==========================>...] - ETA: 6s - loss: 0.3639 - accuracy: 0.8283
289/316 [==========================>...] - ETA: 6s - loss: 0.3635 - accuracy: 0.8287
290/316 [==========================>...] - ETA: 6s - loss: 0.3635 - accuracy: 0.8287
291/316 [==========================>...] - ETA: 5s - loss: 0.3631 - accuracy: 0.8290
292/316 [==========================>...] - ETA: 5s - loss: 0.3629 - accuracy: 0.8292
293/316 [==========================>...] - ETA: 5s - loss: 0.3633 - accuracy: 0.8287
294/316 [==========================>...] - ETA: 5s - loss: 0.3631 - accuracy: 0.8289
295/316 [===========================>..] - ETA: 4s - loss: 0.3635 - accuracy: 0.8284
296/316 [===========================>..] - ETA: 4s - loss: 0.3642 - accuracy: 0.8279
297/316 [===========================>..] - ETA: 4s - loss: 0.3640 - accuracy: 0.8281
298/316 [===========================>..] - ETA: 4s - loss: 0.3637 - accuracy: 0.8282
299/316 [===========================>..] - ETA: 4s - loss: 0.3647 - accuracy: 0.8278
300/316 [===========================>..] - ETA: 3s - loss: 0.3652 - accuracy: 0.8277
301/316 [===========================>..] - ETA: 3s - loss: 0.3657 - accuracy: 0.8275
302/316 [===========================>..] - ETA: 3s - loss: 0.3649 - accuracy: 0.8278
303/316 [===========================>..] - ETA: 3s - loss: 0.3644 - accuracy: 0.8280
304/316 [===========================>..] - ETA: 2s - loss: 0.3637 - accuracy: 0.8283
305/316 [===========================>..] - ETA: 2s - loss: 0.3638 - accuracy: 0.8283
306/316 [============================>.] - ETA: 2s - loss: 0.3632 - accuracy: 0.8286
307/316 [============================>.] - ETA: 2s - loss: 0.3640 - accuracy: 0.8280
308/316 [============================>.] - ETA: 1s - loss: 0.3644 - accuracy: 0.8275
309/316 [============================>.] - ETA: 1s - loss: 0.3646 - accuracy: 0.8273
310/316 [============================>.] - ETA: 1s - loss: 0.3644 - accuracy: 0.8274
311/316 [============================>.] - ETA: 1s - loss: 0.3646 - accuracy: 0.8270
312/316 [============================>.] - ETA: 0s - loss: 0.3651 - accuracy: 0.8265
313/316 [============================>.] - ETA: 0s - loss: 0.3659 - accuracy: 0.8259
314/316 [============================>.] - ETA: 0s - loss: 0.3654 - accuracy: 0.8264
315/316 [============================>.] - ETA: 0s - loss: 0.3651 - accuracy: 0.8264
316/316 [==============================] - 75s 236ms/step - loss: 0.3653 - accuracy: 0.8262

316/316 [==============================] - 79s 249ms/step - loss: 0.3653 - accuracy: 0.8262 - val_loss: 0.2941 - val_accuracy: 0.8772
Epoch 52/100

  1/316 [..............................] - ETA: 1:05 - loss: 0.1902 - accuracy: 1.0000
  2/316 [..............................] - ETA: 59s - loss: 0.2260 - accuracy: 0.9375 
  3/316 [..............................] - ETA: 58s - loss: 0.3548 - accuracy: 0.8958
  4/316 [..............................] - ETA: 58s - loss: 0.4316 - accuracy: 0.8281
  5/316 [..............................] - ETA: 57s - loss: 0.4207 - accuracy: 0.8000
  6/316 [..............................] - ETA: 58s - loss: 0.4220 - accuracy: 0.8021
  7/316 [..............................] - ETA: 58s - loss: 0.4124 - accuracy: 0.7946
  8/316 [..............................] - ETA: 1:08 - loss: 0.4128 - accuracy: 0.7969
  9/316 [..............................] - ETA: 1:20 - loss: 0.4347 - accuracy: 0.7917
 10/316 [..............................] - ETA: 1:22 - loss: 0.4308 - accuracy: 0.7937
 11/316 [>.............................] - ETA: 1:20 - loss: 0.4384 - accuracy: 0.7727
 12/316 [>.............................] - ETA: 1:18 - loss: 0.4225 - accuracy: 0.7760
 13/316 [>.............................] - ETA: 1:16 - loss: 0.4169 - accuracy: 0.7788
 14/316 [>.............................] - ETA: 1:14 - loss: 0.4094 - accuracy: 0.7857
 15/316 [>.............................] - ETA: 1:12 - loss: 0.4080 - accuracy: 0.7833
 16/316 [>.............................] - ETA: 1:11 - loss: 0.4030 - accuracy: 0.7891
 17/316 [>.............................] - ETA: 1:10 - loss: 0.4020 - accuracy: 0.7868
 18/316 [>.............................] - ETA: 1:09 - loss: 0.4008 - accuracy: 0.7951
 19/316 [>.............................] - ETA: 1:08 - loss: 0.4073 - accuracy: 0.7928
 20/316 [>.............................] - ETA: 1:07 - loss: 0.4160 - accuracy: 0.7875
 21/316 [>.............................] - ETA: 1:06 - loss: 0.4074 - accuracy: 0.7946
 22/316 [=>............................] - ETA: 1:06 - loss: 0.4114 - accuracy: 0.7926
 23/316 [=>............................] - ETA: 1:05 - loss: 0.4114 - accuracy: 0.7935
 24/316 [=>............................] - ETA: 1:04 - loss: 0.4010 - accuracy: 0.7995
 25/316 [=>............................] - ETA: 1:04 - loss: 0.3992 - accuracy: 0.8025
 26/316 [=>............................] - ETA: 1:08 - loss: 0.4016 - accuracy: 0.8029
 27/316 [=>............................] - ETA: 1:11 - loss: 0.3950 - accuracy: 0.8079
 28/316 [=>............................] - ETA: 1:10 - loss: 0.3953 - accuracy: 0.8103
 29/316 [=>............................] - ETA: 1:09 - loss: 0.3953 - accuracy: 0.8125
 30/316 [=>............................] - ETA: 1:09 - loss: 0.3934 - accuracy: 0.8125
 31/316 [=>............................] - ETA: 1:08 - loss: 0.3957 - accuracy: 0.8105
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.3900 - accuracy: 0.8145
 33/316 [==>...........................] - ETA: 1:06 - loss: 0.3910 - accuracy: 0.8125
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3939 - accuracy: 0.8125
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3902 - accuracy: 0.8143
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.3878 - accuracy: 0.8177
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3865 - accuracy: 0.8176
 38/316 [==>...........................] - ETA: 1:03 - loss: 0.3811 - accuracy: 0.8224
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3804 - accuracy: 0.8205
 40/316 [==>...........................] - ETA: 1:02 - loss: 0.3807 - accuracy: 0.8219
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.3833 - accuracy: 0.8186
 42/316 [==>...........................] - ETA: 1:01 - loss: 0.3777 - accuracy: 0.8229
 43/316 [===>..........................] - ETA: 1:04 - loss: 0.3771 - accuracy: 0.8241
 44/316 [===>..........................] - ETA: 1:05 - loss: 0.3777 - accuracy: 0.8224
 45/316 [===>..........................] - ETA: 1:05 - loss: 0.3776 - accuracy: 0.8208
 46/316 [===>..........................] - ETA: 1:04 - loss: 0.3803 - accuracy: 0.8207
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.3804 - accuracy: 0.8205
 48/316 [===>..........................] - ETA: 1:03 - loss: 0.3835 - accuracy: 0.8177
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.3839 - accuracy: 0.8151
 50/316 [===>..........................] - ETA: 1:02 - loss: 0.3851 - accuracy: 0.8150
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3855 - accuracy: 0.8150
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.3818 - accuracy: 0.8173
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3823 - accuracy: 0.8196
 54/316 [====>.........................] - ETA: 1:00 - loss: 0.3830 - accuracy: 0.8183
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3801 - accuracy: 0.8205
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3768 - accuracy: 0.8225
 57/316 [====>.........................] - ETA: 59s - loss: 0.3746 - accuracy: 0.8224 
 58/316 [====>.........................] - ETA: 59s - loss: 0.3750 - accuracy: 0.8222
 59/316 [====>.........................] - ETA: 58s - loss: 0.3748 - accuracy: 0.8210
 60/316 [====>.........................] - ETA: 1:00 - loss: 0.3727 - accuracy: 0.8240
 61/316 [====>.........................] - ETA: 1:01 - loss: 0.3719 - accuracy: 0.8238
 62/316 [====>.........................] - ETA: 1:00 - loss: 0.3735 - accuracy: 0.8226
 63/316 [====>.........................] - ETA: 1:00 - loss: 0.3756 - accuracy: 0.8204
 64/316 [=====>........................] - ETA: 1:00 - loss: 0.3741 - accuracy: 0.8213
 65/316 [=====>........................] - ETA: 59s - loss: 0.3746 - accuracy: 0.8202 
 66/316 [=====>........................] - ETA: 59s - loss: 0.3767 - accuracy: 0.8182
 67/316 [=====>........................] - ETA: 58s - loss: 0.3753 - accuracy: 0.8190
 68/316 [=====>........................] - ETA: 58s - loss: 0.3748 - accuracy: 0.8189
 69/316 [=====>........................] - ETA: 58s - loss: 0.3716 - accuracy: 0.8216
 70/316 [=====>........................] - ETA: 57s - loss: 0.3717 - accuracy: 0.8205
 71/316 [=====>........................] - ETA: 57s - loss: 0.3739 - accuracy: 0.8178
 72/316 [=====>........................] - ETA: 56s - loss: 0.3747 - accuracy: 0.8168
 73/316 [=====>........................] - ETA: 56s - loss: 0.3723 - accuracy: 0.8193
 74/316 [======>.......................] - ETA: 56s - loss: 0.3687 - accuracy: 0.8218
 75/316 [======>.......................] - ETA: 55s - loss: 0.3717 - accuracy: 0.8192
 76/316 [======>.......................] - ETA: 55s - loss: 0.3713 - accuracy: 0.8191
 77/316 [======>.......................] - ETA: 56s - loss: 0.3736 - accuracy: 0.8166
 78/316 [======>.......................] - ETA: 56s - loss: 0.3737 - accuracy: 0.8173
 79/316 [======>.......................] - ETA: 56s - loss: 0.3761 - accuracy: 0.8157
 80/316 [======>.......................] - ETA: 56s - loss: 0.3745 - accuracy: 0.8172
 81/316 [======>.......................] - ETA: 55s - loss: 0.3751 - accuracy: 0.8171
 82/316 [======>.......................] - ETA: 55s - loss: 0.3746 - accuracy: 0.8171
 83/316 [======>.......................] - ETA: 55s - loss: 0.3748 - accuracy: 0.8163
 84/316 [======>.......................] - ETA: 54s - loss: 0.3752 - accuracy: 0.8147
 85/316 [=======>......................] - ETA: 54s - loss: 0.3763 - accuracy: 0.8147
 86/316 [=======>......................] - ETA: 53s - loss: 0.3750 - accuracy: 0.8161
 87/316 [=======>......................] - ETA: 53s - loss: 0.3737 - accuracy: 0.8168
 88/316 [=======>......................] - ETA: 53s - loss: 0.3707 - accuracy: 0.8189
 89/316 [=======>......................] - ETA: 52s - loss: 0.3705 - accuracy: 0.8188
 90/316 [=======>......................] - ETA: 52s - loss: 0.3695 - accuracy: 0.8194
 91/316 [=======>......................] - ETA: 52s - loss: 0.3713 - accuracy: 0.8187
 92/316 [=======>......................] - ETA: 51s - loss: 0.3711 - accuracy: 0.8186
 93/316 [=======>......................] - ETA: 51s - loss: 0.3716 - accuracy: 0.8172
 94/316 [=======>......................] - ETA: 51s - loss: 0.3751 - accuracy: 0.8165
 95/316 [========>.....................] - ETA: 52s - loss: 0.3760 - accuracy: 0.8158
 96/316 [========>.....................] - ETA: 52s - loss: 0.3749 - accuracy: 0.8171
 97/316 [========>.....................] - ETA: 51s - loss: 0.3743 - accuracy: 0.8170
 98/316 [========>.....................] - ETA: 51s - loss: 0.3749 - accuracy: 0.8163
 99/316 [========>.....................] - ETA: 51s - loss: 0.3737 - accuracy: 0.8169
100/316 [========>.....................] - ETA: 50s - loss: 0.3751 - accuracy: 0.8163
101/316 [========>.....................] - ETA: 50s - loss: 0.3745 - accuracy: 0.8175
102/316 [========>.....................] - ETA: 50s - loss: 0.3736 - accuracy: 0.8174
103/316 [========>.....................] - ETA: 49s - loss: 0.3735 - accuracy: 0.8180
104/316 [========>.....................] - ETA: 49s - loss: 0.3739 - accuracy: 0.8179
105/316 [========>.....................] - ETA: 49s - loss: 0.3735 - accuracy: 0.8185
106/316 [=========>....................] - ETA: 48s - loss: 0.3732 - accuracy: 0.8184
107/316 [=========>....................] - ETA: 48s - loss: 0.3727 - accuracy: 0.8195
108/316 [=========>....................] - ETA: 48s - loss: 0.3739 - accuracy: 0.8189
109/316 [=========>....................] - ETA: 47s - loss: 0.3725 - accuracy: 0.8200
110/316 [=========>....................] - ETA: 47s - loss: 0.3739 - accuracy: 0.8188
111/316 [=========>....................] - ETA: 47s - loss: 0.3733 - accuracy: 0.8198
112/316 [=========>....................] - ETA: 47s - loss: 0.3716 - accuracy: 0.8209
113/316 [=========>....................] - ETA: 48s - loss: 0.3710 - accuracy: 0.8213
114/316 [=========>....................] - ETA: 47s - loss: 0.3702 - accuracy: 0.8218
115/316 [=========>....................] - ETA: 47s - loss: 0.3695 - accuracy: 0.8223
116/316 [==========>...................] - ETA: 47s - loss: 0.3703 - accuracy: 0.8217
117/316 [==========>...................] - ETA: 46s - loss: 0.3705 - accuracy: 0.8210
118/316 [==========>...................] - ETA: 46s - loss: 0.3695 - accuracy: 0.8220
119/316 [==========>...................] - ETA: 46s - loss: 0.3704 - accuracy: 0.8214
120/316 [==========>...................] - ETA: 45s - loss: 0.3714 - accuracy: 0.8208
121/316 [==========>...................] - ETA: 45s - loss: 0.3713 - accuracy: 0.8208
122/316 [==========>...................] - ETA: 45s - loss: 0.3707 - accuracy: 0.8212
123/316 [==========>...................] - ETA: 45s - loss: 0.3689 - accuracy: 0.8227
124/316 [==========>...................] - ETA: 44s - loss: 0.3686 - accuracy: 0.8221
125/316 [==========>...................] - ETA: 44s - loss: 0.3699 - accuracy: 0.8220
126/316 [==========>...................] - ETA: 44s - loss: 0.3689 - accuracy: 0.8229
127/316 [===========>..................] - ETA: 43s - loss: 0.3689 - accuracy: 0.8228
128/316 [===========>..................] - ETA: 43s - loss: 0.3686 - accuracy: 0.8228
129/316 [===========>..................] - ETA: 43s - loss: 0.3693 - accuracy: 0.8222
130/316 [===========>..................] - ETA: 44s - loss: 0.3699 - accuracy: 0.8221
131/316 [===========>..................] - ETA: 43s - loss: 0.3694 - accuracy: 0.8216
132/316 [===========>..................] - ETA: 43s - loss: 0.3696 - accuracy: 0.8215
133/316 [===========>..................] - ETA: 43s - loss: 0.3683 - accuracy: 0.8224
134/316 [===========>..................] - ETA: 42s - loss: 0.3681 - accuracy: 0.8223
135/316 [===========>..................] - ETA: 42s - loss: 0.3686 - accuracy: 0.8213
136/316 [===========>..................] - ETA: 42s - loss: 0.3682 - accuracy: 0.8217
137/316 [============>.................] - ETA: 41s - loss: 0.3671 - accuracy: 0.8230
138/316 [============>.................] - ETA: 41s - loss: 0.3670 - accuracy: 0.8229
139/316 [============>.................] - ETA: 41s - loss: 0.3670 - accuracy: 0.8233
140/316 [============>.................] - ETA: 41s - loss: 0.3666 - accuracy: 0.8237
141/316 [============>.................] - ETA: 40s - loss: 0.3656 - accuracy: 0.8245
142/316 [============>.................] - ETA: 40s - loss: 0.3640 - accuracy: 0.8257
143/316 [============>.................] - ETA: 40s - loss: 0.3641 - accuracy: 0.8252
144/316 [============>.................] - ETA: 39s - loss: 0.3653 - accuracy: 0.8242
145/316 [============>.................] - ETA: 39s - loss: 0.3645 - accuracy: 0.8250
146/316 [============>.................] - ETA: 39s - loss: 0.3646 - accuracy: 0.8249
147/316 [============>.................] - ETA: 39s - loss: 0.3647 - accuracy: 0.8248
148/316 [=============>................] - ETA: 39s - loss: 0.3646 - accuracy: 0.8247
149/316 [=============>................] - ETA: 39s - loss: 0.3646 - accuracy: 0.8247
150/316 [=============>................] - ETA: 39s - loss: 0.3645 - accuracy: 0.8242
151/316 [=============>................] - ETA: 38s - loss: 0.3646 - accuracy: 0.8245
152/316 [=============>................] - ETA: 38s - loss: 0.3642 - accuracy: 0.8248
153/316 [=============>................] - ETA: 38s - loss: 0.3644 - accuracy: 0.8243
154/316 [=============>................] - ETA: 37s - loss: 0.3648 - accuracy: 0.8243
155/316 [=============>................] - ETA: 37s - loss: 0.3656 - accuracy: 0.8242
156/316 [=============>................] - ETA: 37s - loss: 0.3654 - accuracy: 0.8237
157/316 [=============>................] - ETA: 37s - loss: 0.3655 - accuracy: 0.8232
158/316 [==============>...............] - ETA: 36s - loss: 0.3659 - accuracy: 0.8228
159/316 [==============>...............] - ETA: 36s - loss: 0.3659 - accuracy: 0.8231
160/316 [==============>...............] - ETA: 36s - loss: 0.3656 - accuracy: 0.8230
161/316 [==============>...............] - ETA: 36s - loss: 0.3659 - accuracy: 0.8226
162/316 [==============>...............] - ETA: 35s - loss: 0.3661 - accuracy: 0.8225
163/316 [==============>...............] - ETA: 35s - loss: 0.3671 - accuracy: 0.8229
164/316 [==============>...............] - ETA: 35s - loss: 0.3674 - accuracy: 0.8228
165/316 [==============>...............] - ETA: 35s - loss: 0.3669 - accuracy: 0.8223
166/316 [==============>...............] - ETA: 35s - loss: 0.3659 - accuracy: 0.8230
167/316 [==============>...............] - ETA: 35s - loss: 0.3655 - accuracy: 0.8234
168/316 [==============>...............] - ETA: 34s - loss: 0.3658 - accuracy: 0.8222
169/316 [===============>..............] - ETA: 34s - loss: 0.3656 - accuracy: 0.8221
170/316 [===============>..............] - ETA: 34s - loss: 0.3659 - accuracy: 0.8213
171/316 [===============>..............] - ETA: 33s - loss: 0.3649 - accuracy: 0.8224
172/316 [===============>..............] - ETA: 33s - loss: 0.3648 - accuracy: 0.8223
173/316 [===============>..............] - ETA: 33s - loss: 0.3640 - accuracy: 0.8230
174/316 [===============>..............] - ETA: 33s - loss: 0.3638 - accuracy: 0.8222
175/316 [===============>..............] - ETA: 32s - loss: 0.3640 - accuracy: 0.8221
176/316 [===============>..............] - ETA: 32s - loss: 0.3644 - accuracy: 0.8221
177/316 [===============>..............] - ETA: 32s - loss: 0.3642 - accuracy: 0.8220
178/316 [===============>..............] - ETA: 32s - loss: 0.3642 - accuracy: 0.8223
179/316 [===============>..............] - ETA: 31s - loss: 0.3635 - accuracy: 0.8226
180/316 [================>.............] - ETA: 31s - loss: 0.3633 - accuracy: 0.8226
181/316 [================>.............] - ETA: 31s - loss: 0.3632 - accuracy: 0.8229
182/316 [================>.............] - ETA: 31s - loss: 0.3638 - accuracy: 0.8221
183/316 [================>.............] - ETA: 31s - loss: 0.3659 - accuracy: 0.8207
184/316 [================>.............] - ETA: 31s - loss: 0.3659 - accuracy: 0.8210
185/316 [================>.............] - ETA: 30s - loss: 0.3654 - accuracy: 0.8213
186/316 [================>.............] - ETA: 30s - loss: 0.3648 - accuracy: 0.8219
187/316 [================>.............] - ETA: 30s - loss: 0.3642 - accuracy: 0.8219
188/316 [================>.............] - ETA: 29s - loss: 0.3631 - accuracy: 0.8225
189/316 [================>.............] - ETA: 29s - loss: 0.3627 - accuracy: 0.8224
190/316 [=================>............] - ETA: 29s - loss: 0.3632 - accuracy: 0.8220
191/316 [=================>............] - ETA: 29s - loss: 0.3640 - accuracy: 0.8223
192/316 [=================>............] - ETA: 28s - loss: 0.3638 - accuracy: 0.8223
193/316 [=================>............] - ETA: 28s - loss: 0.3632 - accuracy: 0.8232
194/316 [=================>............] - ETA: 28s - loss: 0.3630 - accuracy: 0.8235
195/316 [=================>............] - ETA: 28s - loss: 0.3627 - accuracy: 0.8237
196/316 [=================>............] - ETA: 27s - loss: 0.3627 - accuracy: 0.8237
197/316 [=================>............] - ETA: 27s - loss: 0.3624 - accuracy: 0.8242
198/316 [=================>............] - ETA: 27s - loss: 0.3629 - accuracy: 0.8235
199/316 [=================>............] - ETA: 27s - loss: 0.3631 - accuracy: 0.8238
200/316 [=================>............] - ETA: 27s - loss: 0.3642 - accuracy: 0.8231
201/316 [==================>...........] - ETA: 27s - loss: 0.3633 - accuracy: 0.8240
202/316 [==================>...........] - ETA: 26s - loss: 0.3642 - accuracy: 0.8233
203/316 [==================>...........] - ETA: 26s - loss: 0.3641 - accuracy: 0.8233
204/316 [==================>...........] - ETA: 26s - loss: 0.3638 - accuracy: 0.8232
205/316 [==================>...........] - ETA: 26s - loss: 0.3631 - accuracy: 0.8235
206/316 [==================>...........] - ETA: 25s - loss: 0.3622 - accuracy: 0.8240
207/316 [==================>...........] - ETA: 25s - loss: 0.3632 - accuracy: 0.8240
208/316 [==================>...........] - ETA: 25s - loss: 0.3626 - accuracy: 0.8242
209/316 [==================>...........] - ETA: 24s - loss: 0.3627 - accuracy: 0.8239
210/316 [==================>...........] - ETA: 24s - loss: 0.3624 - accuracy: 0.8238
211/316 [===================>..........] - ETA: 24s - loss: 0.3617 - accuracy: 0.8243
212/316 [===================>..........] - ETA: 24s - loss: 0.3615 - accuracy: 0.8243
213/316 [===================>..........] - ETA: 23s - loss: 0.3607 - accuracy: 0.8248
214/316 [===================>..........] - ETA: 23s - loss: 0.3606 - accuracy: 0.8251
215/316 [===================>..........] - ETA: 23s - loss: 0.3607 - accuracy: 0.8250
216/316 [===================>..........] - ETA: 23s - loss: 0.3598 - accuracy: 0.8255
217/316 [===================>..........] - ETA: 23s - loss: 0.3598 - accuracy: 0.8252
218/316 [===================>..........] - ETA: 23s - loss: 0.3603 - accuracy: 0.8251
219/316 [===================>..........] - ETA: 22s - loss: 0.3608 - accuracy: 0.8245
220/316 [===================>..........] - ETA: 22s - loss: 0.3611 - accuracy: 0.8244
221/316 [===================>..........] - ETA: 22s - loss: 0.3602 - accuracy: 0.8252
222/316 [====================>.........] - ETA: 22s - loss: 0.3603 - accuracy: 0.8249
223/316 [====================>.........] - ETA: 21s - loss: 0.3592 - accuracy: 0.8257
224/316 [====================>.........] - ETA: 21s - loss: 0.3588 - accuracy: 0.8256
225/316 [====================>.........] - ETA: 21s - loss: 0.3595 - accuracy: 0.8256
226/316 [====================>.........] - ETA: 20s - loss: 0.3584 - accuracy: 0.8261
227/316 [====================>.........] - ETA: 20s - loss: 0.3588 - accuracy: 0.8260
228/316 [====================>.........] - ETA: 20s - loss: 0.3584 - accuracy: 0.8259
229/316 [====================>.........] - ETA: 20s - loss: 0.3584 - accuracy: 0.8261
230/316 [====================>.........] - ETA: 20s - loss: 0.3594 - accuracy: 0.8261
231/316 [====================>.........] - ETA: 19s - loss: 0.3601 - accuracy: 0.8258
232/316 [=====================>........] - ETA: 19s - loss: 0.3594 - accuracy: 0.8265
233/316 [=====================>........] - ETA: 19s - loss: 0.3596 - accuracy: 0.8262
234/316 [=====================>........] - ETA: 19s - loss: 0.3597 - accuracy: 0.8261
235/316 [=====================>........] - ETA: 19s - loss: 0.3591 - accuracy: 0.8266
236/316 [=====================>........] - ETA: 18s - loss: 0.3605 - accuracy: 0.8257
237/316 [=====================>........] - ETA: 18s - loss: 0.3608 - accuracy: 0.8259
238/316 [=====================>........] - ETA: 18s - loss: 0.3608 - accuracy: 0.8259
239/316 [=====================>........] - ETA: 18s - loss: 0.3606 - accuracy: 0.8258
240/316 [=====================>........] - ETA: 17s - loss: 0.3611 - accuracy: 0.8258
241/316 [=====================>........] - ETA: 17s - loss: 0.3612 - accuracy: 0.8257
242/316 [=====================>........] - ETA: 17s - loss: 0.3612 - accuracy: 0.8254
243/316 [======================>.......] - ETA: 17s - loss: 0.3613 - accuracy: 0.8256
244/316 [======================>.......] - ETA: 16s - loss: 0.3607 - accuracy: 0.8258
245/316 [======================>.......] - ETA: 16s - loss: 0.3612 - accuracy: 0.8258
246/316 [======================>.......] - ETA: 16s - loss: 0.3610 - accuracy: 0.8260
247/316 [======================>.......] - ETA: 16s - loss: 0.3610 - accuracy: 0.8264
248/316 [======================>.......] - ETA: 15s - loss: 0.3611 - accuracy: 0.8264
249/316 [======================>.......] - ETA: 15s - loss: 0.3606 - accuracy: 0.8268
250/316 [======================>.......] - ETA: 15s - loss: 0.3600 - accuracy: 0.8273
251/316 [======================>.......] - ETA: 15s - loss: 0.3614 - accuracy: 0.8264
252/316 [======================>.......] - ETA: 15s - loss: 0.3620 - accuracy: 0.8261
253/316 [=======================>......] - ETA: 14s - loss: 0.3620 - accuracy: 0.8261
254/316 [=======================>......] - ETA: 14s - loss: 0.3618 - accuracy: 0.8263
255/316 [=======================>......] - ETA: 14s - loss: 0.3614 - accuracy: 0.8270
256/316 [=======================>......] - ETA: 14s - loss: 0.3614 - accuracy: 0.8267
257/316 [=======================>......] - ETA: 13s - loss: 0.3605 - accuracy: 0.8271
258/316 [=======================>......] - ETA: 13s - loss: 0.3610 - accuracy: 0.8266
259/316 [=======================>......] - ETA: 13s - loss: 0.3604 - accuracy: 0.8270
260/316 [=======================>......] - ETA: 13s - loss: 0.3598 - accuracy: 0.8272
261/316 [=======================>......] - ETA: 12s - loss: 0.3593 - accuracy: 0.8276
262/316 [=======================>......] - ETA: 12s - loss: 0.3589 - accuracy: 0.8280
263/316 [=======================>......] - ETA: 12s - loss: 0.3583 - accuracy: 0.8284
264/316 [========================>.....] - ETA: 12s - loss: 0.3582 - accuracy: 0.8286
265/316 [========================>.....] - ETA: 11s - loss: 0.3587 - accuracy: 0.8285
266/316 [========================>.....] - ETA: 11s - loss: 0.3585 - accuracy: 0.8287
267/316 [========================>.....] - ETA: 11s - loss: 0.3582 - accuracy: 0.8289
268/316 [========================>.....] - ETA: 11s - loss: 0.3577 - accuracy: 0.8291
269/316 [========================>.....] - ETA: 11s - loss: 0.3577 - accuracy: 0.8292
270/316 [========================>.....] - ETA: 10s - loss: 0.3577 - accuracy: 0.8292
271/316 [========================>.....] - ETA: 10s - loss: 0.3569 - accuracy: 0.8298
272/316 [========================>.....] - ETA: 10s - loss: 0.3579 - accuracy: 0.8293
273/316 [========================>.....] - ETA: 10s - loss: 0.3590 - accuracy: 0.8288
274/316 [=========================>....] - ETA: 9s - loss: 0.3590 - accuracy: 0.8287 
275/316 [=========================>....] - ETA: 9s - loss: 0.3603 - accuracy: 0.8277
276/316 [=========================>....] - ETA: 9s - loss: 0.3605 - accuracy: 0.8274
277/316 [=========================>....] - ETA: 9s - loss: 0.3609 - accuracy: 0.8272
278/316 [=========================>....] - ETA: 8s - loss: 0.3613 - accuracy: 0.8264
279/316 [=========================>....] - ETA: 8s - loss: 0.3613 - accuracy: 0.8262
280/316 [=========================>....] - ETA: 8s - loss: 0.3613 - accuracy: 0.8261
281/316 [=========================>....] - ETA: 8s - loss: 0.3612 - accuracy: 0.8258
282/316 [=========================>....] - ETA: 7s - loss: 0.3609 - accuracy: 0.8260
283/316 [=========================>....] - ETA: 7s - loss: 0.3608 - accuracy: 0.8260
284/316 [=========================>....] - ETA: 7s - loss: 0.3616 - accuracy: 0.8255
285/316 [==========================>...] - ETA: 7s - loss: 0.3610 - accuracy: 0.8259
286/316 [==========================>...] - ETA: 7s - loss: 0.3615 - accuracy: 0.8256
287/316 [==========================>...] - ETA: 6s - loss: 0.3617 - accuracy: 0.8256
288/316 [==========================>...] - ETA: 6s - loss: 0.3618 - accuracy: 0.8255
289/316 [==========================>...] - ETA: 6s - loss: 0.3616 - accuracy: 0.8257
290/316 [==========================>...] - ETA: 6s - loss: 0.3616 - accuracy: 0.8259
291/316 [==========================>...] - ETA: 5s - loss: 0.3613 - accuracy: 0.8265
292/316 [==========================>...] - ETA: 5s - loss: 0.3616 - accuracy: 0.8260
293/316 [==========================>...] - ETA: 5s - loss: 0.3615 - accuracy: 0.8262
294/316 [==========================>...] - ETA: 5s - loss: 0.3610 - accuracy: 0.8265
295/316 [===========================>..] - ETA: 4s - loss: 0.3604 - accuracy: 0.8269
296/316 [===========================>..] - ETA: 4s - loss: 0.3611 - accuracy: 0.8266
297/316 [===========================>..] - ETA: 4s - loss: 0.3609 - accuracy: 0.8268
298/316 [===========================>..] - ETA: 4s - loss: 0.3610 - accuracy: 0.8268
299/316 [===========================>..] - ETA: 3s - loss: 0.3607 - accuracy: 0.8267
300/316 [===========================>..] - ETA: 3s - loss: 0.3609 - accuracy: 0.8265
301/316 [===========================>..] - ETA: 3s - loss: 0.3614 - accuracy: 0.8262
302/316 [===========================>..] - ETA: 3s - loss: 0.3618 - accuracy: 0.8262
303/316 [===========================>..] - ETA: 3s - loss: 0.3615 - accuracy: 0.8261
304/316 [===========================>..] - ETA: 2s - loss: 0.3616 - accuracy: 0.8261
305/316 [===========================>..] - ETA: 2s - loss: 0.3613 - accuracy: 0.8260
306/316 [============================>.] - ETA: 2s - loss: 0.3611 - accuracy: 0.8262
307/316 [============================>.] - ETA: 2s - loss: 0.3608 - accuracy: 0.8265
308/316 [============================>.] - ETA: 1s - loss: 0.3607 - accuracy: 0.8267
309/316 [============================>.] - ETA: 1s - loss: 0.3606 - accuracy: 0.8269
310/316 [============================>.] - ETA: 1s - loss: 0.3606 - accuracy: 0.8268
311/316 [============================>.] - ETA: 1s - loss: 0.3605 - accuracy: 0.8268
312/316 [============================>.] - ETA: 0s - loss: 0.3601 - accuracy: 0.8269
313/316 [============================>.] - ETA: 0s - loss: 0.3606 - accuracy: 0.8265
314/316 [============================>.] - ETA: 0s - loss: 0.3606 - accuracy: 0.8264
315/316 [============================>.] - ETA: 0s - loss: 0.3601 - accuracy: 0.8270
316/316 [==============================] - 73s 233ms/step - loss: 0.3600 - accuracy: 0.8272

316/316 [==============================] - 78s 246ms/step - loss: 0.3600 - accuracy: 0.8272 - val_loss: 0.2836 - val_accuracy: 0.8716
Epoch 53/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.3040 - accuracy: 0.8750
  2/316 [..............................] - ETA: 2:24 - loss: 0.3202 - accuracy: 0.8438
  3/316 [..............................] - ETA: 2:39 - loss: 0.2771 - accuracy: 0.8750
  4/316 [..............................] - ETA: 2:15 - loss: 0.3067 - accuracy: 0.8438
  5/316 [..............................] - ETA: 1:55 - loss: 0.3043 - accuracy: 0.8375
  6/316 [..............................] - ETA: 1:44 - loss: 0.2829 - accuracy: 0.8542
  7/316 [..............................] - ETA: 1:36 - loss: 0.2909 - accuracy: 0.8482
  8/316 [..............................] - ETA: 1:31 - loss: 0.2823 - accuracy: 0.8516
  9/316 [..............................] - ETA: 1:26 - loss: 0.3421 - accuracy: 0.8333
 10/316 [..............................] - ETA: 1:23 - loss: 0.3361 - accuracy: 0.8375
 11/316 [>.............................] - ETA: 1:20 - loss: 0.3382 - accuracy: 0.8409
 12/316 [>.............................] - ETA: 1:17 - loss: 0.3439 - accuracy: 0.8333
 13/316 [>.............................] - ETA: 1:15 - loss: 0.3423 - accuracy: 0.8365
 14/316 [>.............................] - ETA: 1:14 - loss: 0.3273 - accuracy: 0.8482
 15/316 [>.............................] - ETA: 1:13 - loss: 0.3275 - accuracy: 0.8500
 16/316 [>.............................] - ETA: 1:11 - loss: 0.3218 - accuracy: 0.8555
 17/316 [>.............................] - ETA: 1:10 - loss: 0.3372 - accuracy: 0.8493
 18/316 [>.............................] - ETA: 1:09 - loss: 0.3405 - accuracy: 0.8472
 19/316 [>.............................] - ETA: 1:09 - loss: 0.3406 - accuracy: 0.8454
 20/316 [>.............................] - ETA: 1:14 - loss: 0.3429 - accuracy: 0.8438
 21/316 [>.............................] - ETA: 1:17 - loss: 0.3405 - accuracy: 0.8452
 22/316 [=>............................] - ETA: 1:16 - loss: 0.3406 - accuracy: 0.8466
 23/316 [=>............................] - ETA: 1:14 - loss: 0.3435 - accuracy: 0.8424
 24/316 [=>............................] - ETA: 1:13 - loss: 0.3467 - accuracy: 0.8438
 25/316 [=>............................] - ETA: 1:12 - loss: 0.3456 - accuracy: 0.8475
 26/316 [=>............................] - ETA: 1:12 - loss: 0.3517 - accuracy: 0.8462
 27/316 [=>............................] - ETA: 1:11 - loss: 0.3478 - accuracy: 0.8472
 28/316 [=>............................] - ETA: 1:10 - loss: 0.3415 - accuracy: 0.8504
 29/316 [=>............................] - ETA: 1:09 - loss: 0.3423 - accuracy: 0.8491
 30/316 [=>............................] - ETA: 1:08 - loss: 0.3410 - accuracy: 0.8500
 31/316 [=>............................] - ETA: 1:07 - loss: 0.3530 - accuracy: 0.8427
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.3523 - accuracy: 0.8457
 33/316 [==>...........................] - ETA: 1:06 - loss: 0.3565 - accuracy: 0.8428
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3570 - accuracy: 0.8401
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3515 - accuracy: 0.8446
 36/316 [==>...........................] - ETA: 1:04 - loss: 0.3510 - accuracy: 0.8438
 37/316 [==>...........................] - ETA: 1:07 - loss: 0.3518 - accuracy: 0.8429
 38/316 [==>...........................] - ETA: 1:09 - loss: 0.3522 - accuracy: 0.8438
 39/316 [==>...........................] - ETA: 1:08 - loss: 0.3495 - accuracy: 0.8462
 40/316 [==>...........................] - ETA: 1:08 - loss: 0.3480 - accuracy: 0.8469
 41/316 [==>...........................] - ETA: 1:07 - loss: 0.3490 - accuracy: 0.8476
 42/316 [==>...........................] - ETA: 1:06 - loss: 0.3434 - accuracy: 0.8512
 43/316 [===>..........................] - ETA: 1:06 - loss: 0.3446 - accuracy: 0.8488
 44/316 [===>..........................] - ETA: 1:05 - loss: 0.3488 - accuracy: 0.8466
 45/316 [===>..........................] - ETA: 1:05 - loss: 0.3447 - accuracy: 0.8486
 46/316 [===>..........................] - ETA: 1:04 - loss: 0.3432 - accuracy: 0.8492
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.3422 - accuracy: 0.8484
 48/316 [===>..........................] - ETA: 1:03 - loss: 0.3441 - accuracy: 0.8464
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.3460 - accuracy: 0.8444
 50/316 [===>..........................] - ETA: 1:02 - loss: 0.3443 - accuracy: 0.8450
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3457 - accuracy: 0.8456
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.3457 - accuracy: 0.8462
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3431 - accuracy: 0.8479
 54/316 [====>.........................] - ETA: 1:02 - loss: 0.3495 - accuracy: 0.8414
 55/316 [====>.........................] - ETA: 1:03 - loss: 0.3494 - accuracy: 0.8420
 56/316 [====>.........................] - ETA: 1:03 - loss: 0.3515 - accuracy: 0.8393
 57/316 [====>.........................] - ETA: 1:02 - loss: 0.3534 - accuracy: 0.8377
 58/316 [====>.........................] - ETA: 1:02 - loss: 0.3527 - accuracy: 0.8373
 59/316 [====>.........................] - ETA: 1:01 - loss: 0.3505 - accuracy: 0.8379
 60/316 [====>.........................] - ETA: 1:01 - loss: 0.3470 - accuracy: 0.8396
 61/316 [====>.........................] - ETA: 1:01 - loss: 0.3467 - accuracy: 0.8391
 62/316 [====>.........................] - ETA: 1:00 - loss: 0.3502 - accuracy: 0.8377
 63/316 [====>.........................] - ETA: 1:00 - loss: 0.3526 - accuracy: 0.8363
 64/316 [=====>........................] - ETA: 59s - loss: 0.3491 - accuracy: 0.8389 
 65/316 [=====>........................] - ETA: 59s - loss: 0.3495 - accuracy: 0.8375
 66/316 [=====>........................] - ETA: 58s - loss: 0.3469 - accuracy: 0.8390
 67/316 [=====>........................] - ETA: 58s - loss: 0.3455 - accuracy: 0.8414
 68/316 [=====>........................] - ETA: 58s - loss: 0.3446 - accuracy: 0.8419
 69/316 [=====>........................] - ETA: 57s - loss: 0.3451 - accuracy: 0.8433
 70/316 [=====>........................] - ETA: 57s - loss: 0.3439 - accuracy: 0.8429
 71/316 [=====>........................] - ETA: 57s - loss: 0.3457 - accuracy: 0.8424
 72/316 [=====>........................] - ETA: 57s - loss: 0.3479 - accuracy: 0.8420
 73/316 [=====>........................] - ETA: 58s - loss: 0.3474 - accuracy: 0.8425
 74/316 [======>.......................] - ETA: 58s - loss: 0.3470 - accuracy: 0.8438
 75/316 [======>.......................] - ETA: 57s - loss: 0.3462 - accuracy: 0.8442
 76/316 [======>.......................] - ETA: 57s - loss: 0.3452 - accuracy: 0.8438
 77/316 [======>.......................] - ETA: 56s - loss: 0.3437 - accuracy: 0.8450
 78/316 [======>.......................] - ETA: 56s - loss: 0.3448 - accuracy: 0.8438
 79/316 [======>.......................] - ETA: 56s - loss: 0.3458 - accuracy: 0.8434
 80/316 [======>.......................] - ETA: 55s - loss: 0.3489 - accuracy: 0.8422
 81/316 [======>.......................] - ETA: 55s - loss: 0.3502 - accuracy: 0.8410
 82/316 [======>.......................] - ETA: 55s - loss: 0.3496 - accuracy: 0.8407
 83/316 [======>.......................] - ETA: 54s - loss: 0.3493 - accuracy: 0.8404
 84/316 [======>.......................] - ETA: 54s - loss: 0.3474 - accuracy: 0.8415
 85/316 [=======>......................] - ETA: 53s - loss: 0.3458 - accuracy: 0.8419
 86/316 [=======>......................] - ETA: 53s - loss: 0.3472 - accuracy: 0.8401
 87/316 [=======>......................] - ETA: 53s - loss: 0.3453 - accuracy: 0.8412
 88/316 [=======>......................] - ETA: 53s - loss: 0.3445 - accuracy: 0.8423
 89/316 [=======>......................] - ETA: 53s - loss: 0.3426 - accuracy: 0.8441
 90/316 [=======>......................] - ETA: 54s - loss: 0.3426 - accuracy: 0.8444
 91/316 [=======>......................] - ETA: 53s - loss: 0.3406 - accuracy: 0.8455
 92/316 [=======>......................] - ETA: 53s - loss: 0.3424 - accuracy: 0.8438
 93/316 [=======>......................] - ETA: 53s - loss: 0.3443 - accuracy: 0.8421
 94/316 [=======>......................] - ETA: 52s - loss: 0.3466 - accuracy: 0.8404
 95/316 [========>.....................] - ETA: 52s - loss: 0.3475 - accuracy: 0.8395
 96/316 [========>.....................] - ETA: 52s - loss: 0.3456 - accuracy: 0.8405
 97/316 [========>.....................] - ETA: 51s - loss: 0.3499 - accuracy: 0.8370
 98/316 [========>.....................] - ETA: 51s - loss: 0.3483 - accuracy: 0.8386
 99/316 [========>.....................] - ETA: 51s - loss: 0.3488 - accuracy: 0.8384
100/316 [========>.....................] - ETA: 50s - loss: 0.3487 - accuracy: 0.8375
101/316 [========>.....................] - ETA: 50s - loss: 0.3515 - accuracy: 0.8366
102/316 [========>.....................] - ETA: 50s - loss: 0.3509 - accuracy: 0.8376
103/316 [========>.....................] - ETA: 49s - loss: 0.3500 - accuracy: 0.8380
104/316 [========>.....................] - ETA: 49s - loss: 0.3513 - accuracy: 0.8359
105/316 [========>.....................] - ETA: 49s - loss: 0.3542 - accuracy: 0.8351
106/316 [=========>....................] - ETA: 49s - loss: 0.3530 - accuracy: 0.8367
107/316 [=========>....................] - ETA: 49s - loss: 0.3529 - accuracy: 0.8364
108/316 [=========>....................] - ETA: 49s - loss: 0.3517 - accuracy: 0.8368
109/316 [=========>....................] - ETA: 49s - loss: 0.3533 - accuracy: 0.8354
110/316 [=========>....................] - ETA: 48s - loss: 0.3546 - accuracy: 0.8341
111/316 [=========>....................] - ETA: 48s - loss: 0.3542 - accuracy: 0.8350
112/316 [=========>....................] - ETA: 48s - loss: 0.3534 - accuracy: 0.8354
113/316 [=========>....................] - ETA: 47s - loss: 0.3531 - accuracy: 0.8352
114/316 [=========>....................] - ETA: 47s - loss: 0.3539 - accuracy: 0.8344
115/316 [=========>....................] - ETA: 47s - loss: 0.3532 - accuracy: 0.8353
116/316 [==========>...................] - ETA: 46s - loss: 0.3528 - accuracy: 0.8362
117/316 [==========>...................] - ETA: 46s - loss: 0.3523 - accuracy: 0.8365
118/316 [==========>...................] - ETA: 46s - loss: 0.3522 - accuracy: 0.8369
119/316 [==========>...................] - ETA: 46s - loss: 0.3525 - accuracy: 0.8367
120/316 [==========>...................] - ETA: 45s - loss: 0.3506 - accuracy: 0.8380
121/316 [==========>...................] - ETA: 45s - loss: 0.3500 - accuracy: 0.8383
122/316 [==========>...................] - ETA: 45s - loss: 0.3502 - accuracy: 0.8381
123/316 [==========>...................] - ETA: 44s - loss: 0.3504 - accuracy: 0.8379
124/316 [==========>...................] - ETA: 45s - loss: 0.3530 - accuracy: 0.8362
125/316 [==========>...................] - ETA: 45s - loss: 0.3509 - accuracy: 0.8375
126/316 [==========>...................] - ETA: 45s - loss: 0.3523 - accuracy: 0.8358
127/316 [===========>..................] - ETA: 44s - loss: 0.3520 - accuracy: 0.8361
128/316 [===========>..................] - ETA: 44s - loss: 0.3530 - accuracy: 0.8354
129/316 [===========>..................] - ETA: 44s - loss: 0.3548 - accuracy: 0.8343
130/316 [===========>..................] - ETA: 43s - loss: 0.3555 - accuracy: 0.8332
131/316 [===========>..................] - ETA: 43s - loss: 0.3562 - accuracy: 0.8330
132/316 [===========>..................] - ETA: 43s - loss: 0.3582 - accuracy: 0.8324
133/316 [===========>..................] - ETA: 42s - loss: 0.3567 - accuracy: 0.8336
134/316 [===========>..................] - ETA: 42s - loss: 0.3570 - accuracy: 0.8335
135/316 [===========>..................] - ETA: 42s - loss: 0.3572 - accuracy: 0.8338
136/316 [===========>..................] - ETA: 42s - loss: 0.3565 - accuracy: 0.8341
137/316 [============>.................] - ETA: 41s - loss: 0.3550 - accuracy: 0.8353
138/316 [============>.................] - ETA: 41s - loss: 0.3543 - accuracy: 0.8361
139/316 [============>.................] - ETA: 41s - loss: 0.3555 - accuracy: 0.8350
140/316 [============>.................] - ETA: 40s - loss: 0.3541 - accuracy: 0.8357
141/316 [============>.................] - ETA: 41s - loss: 0.3534 - accuracy: 0.8360
142/316 [============>.................] - ETA: 41s - loss: 0.3525 - accuracy: 0.8371
143/316 [============>.................] - ETA: 41s - loss: 0.3516 - accuracy: 0.8378
144/316 [============>.................] - ETA: 40s - loss: 0.3527 - accuracy: 0.8372
145/316 [============>.................] - ETA: 40s - loss: 0.3537 - accuracy: 0.8366
146/316 [============>.................] - ETA: 40s - loss: 0.3542 - accuracy: 0.8365
147/316 [============>.................] - ETA: 39s - loss: 0.3544 - accuracy: 0.8363
148/316 [=============>................] - ETA: 39s - loss: 0.3547 - accuracy: 0.8366
149/316 [=============>................] - ETA: 39s - loss: 0.3539 - accuracy: 0.8368
150/316 [=============>................] - ETA: 39s - loss: 0.3535 - accuracy: 0.8371
151/316 [=============>................] - ETA: 38s - loss: 0.3526 - accuracy: 0.8377
152/316 [=============>................] - ETA: 38s - loss: 0.3532 - accuracy: 0.8376
153/316 [=============>................] - ETA: 38s - loss: 0.3537 - accuracy: 0.8370
154/316 [=============>................] - ETA: 37s - loss: 0.3539 - accuracy: 0.8373
155/316 [=============>................] - ETA: 37s - loss: 0.3525 - accuracy: 0.8379
156/316 [=============>................] - ETA: 37s - loss: 0.3530 - accuracy: 0.8369
157/316 [=============>................] - ETA: 37s - loss: 0.3530 - accuracy: 0.8368
158/316 [==============>...............] - ETA: 37s - loss: 0.3521 - accuracy: 0.8370
159/316 [==============>...............] - ETA: 37s - loss: 0.3531 - accuracy: 0.8369
160/316 [==============>...............] - ETA: 36s - loss: 0.3534 - accuracy: 0.8367
161/316 [==============>...............] - ETA: 36s - loss: 0.3536 - accuracy: 0.8370
162/316 [==============>...............] - ETA: 36s - loss: 0.3532 - accuracy: 0.8372
163/316 [==============>...............] - ETA: 36s - loss: 0.3529 - accuracy: 0.8370
164/316 [==============>...............] - ETA: 35s - loss: 0.3549 - accuracy: 0.8361
165/316 [==============>...............] - ETA: 35s - loss: 0.3544 - accuracy: 0.8364
166/316 [==============>...............] - ETA: 35s - loss: 0.3545 - accuracy: 0.8362
167/316 [==============>...............] - ETA: 35s - loss: 0.3542 - accuracy: 0.8365
168/316 [==============>...............] - ETA: 34s - loss: 0.3538 - accuracy: 0.8367
169/316 [===============>..............] - ETA: 34s - loss: 0.3550 - accuracy: 0.8354
170/316 [===============>..............] - ETA: 34s - loss: 0.3560 - accuracy: 0.8349
171/316 [===============>..............] - ETA: 33s - loss: 0.3570 - accuracy: 0.8341
172/316 [===============>..............] - ETA: 33s - loss: 0.3566 - accuracy: 0.8343
173/316 [===============>..............] - ETA: 33s - loss: 0.3559 - accuracy: 0.8349
174/316 [===============>..............] - ETA: 33s - loss: 0.3562 - accuracy: 0.8344
175/316 [===============>..............] - ETA: 33s - loss: 0.3560 - accuracy: 0.8343
176/316 [===============>..............] - ETA: 33s - loss: 0.3554 - accuracy: 0.8345
177/316 [===============>..............] - ETA: 32s - loss: 0.3555 - accuracy: 0.8340
178/316 [===============>..............] - ETA: 32s - loss: 0.3556 - accuracy: 0.8339
179/316 [===============>..............] - ETA: 32s - loss: 0.3557 - accuracy: 0.8338
180/316 [================>.............] - ETA: 32s - loss: 0.3563 - accuracy: 0.8340
181/316 [================>.............] - ETA: 31s - loss: 0.3574 - accuracy: 0.8329
182/316 [================>.............] - ETA: 31s - loss: 0.3581 - accuracy: 0.8328
183/316 [================>.............] - ETA: 31s - loss: 0.3583 - accuracy: 0.8330
184/316 [================>.............] - ETA: 31s - loss: 0.3589 - accuracy: 0.8332
185/316 [================>.............] - ETA: 30s - loss: 0.3588 - accuracy: 0.8331
186/316 [================>.............] - ETA: 30s - loss: 0.3586 - accuracy: 0.8330
187/316 [================>.............] - ETA: 30s - loss: 0.3584 - accuracy: 0.8332
188/316 [================>.............] - ETA: 29s - loss: 0.3587 - accuracy: 0.8321
189/316 [================>.............] - ETA: 29s - loss: 0.3581 - accuracy: 0.8323
190/316 [=================>............] - ETA: 29s - loss: 0.3578 - accuracy: 0.8326
191/316 [=================>............] - ETA: 29s - loss: 0.3576 - accuracy: 0.8325
192/316 [=================>............] - ETA: 29s - loss: 0.3568 - accuracy: 0.8330
193/316 [=================>............] - ETA: 29s - loss: 0.3569 - accuracy: 0.8326
194/316 [=================>............] - ETA: 28s - loss: 0.3574 - accuracy: 0.8328
195/316 [=================>............] - ETA: 28s - loss: 0.3577 - accuracy: 0.8327
196/316 [=================>............] - ETA: 28s - loss: 0.3575 - accuracy: 0.8323
197/316 [=================>............] - ETA: 28s - loss: 0.3586 - accuracy: 0.8315
198/316 [=================>............] - ETA: 27s - loss: 0.3592 - accuracy: 0.8318
199/316 [=================>............] - ETA: 27s - loss: 0.3582 - accuracy: 0.8323
200/316 [=================>............] - ETA: 27s - loss: 0.3576 - accuracy: 0.8325
201/316 [==================>...........] - ETA: 27s - loss: 0.3575 - accuracy: 0.8327
202/316 [==================>...........] - ETA: 26s - loss: 0.3566 - accuracy: 0.8335
203/316 [==================>...........] - ETA: 26s - loss: 0.3565 - accuracy: 0.8337
204/316 [==================>...........] - ETA: 26s - loss: 0.3561 - accuracy: 0.8339
205/316 [==================>...........] - ETA: 25s - loss: 0.3555 - accuracy: 0.8341
206/316 [==================>...........] - ETA: 25s - loss: 0.3560 - accuracy: 0.8337
207/316 [==================>...........] - ETA: 25s - loss: 0.3557 - accuracy: 0.8339
208/316 [==================>...........] - ETA: 25s - loss: 0.3545 - accuracy: 0.8347
209/316 [==================>...........] - ETA: 25s - loss: 0.3536 - accuracy: 0.8352
210/316 [==================>...........] - ETA: 24s - loss: 0.3532 - accuracy: 0.8354
211/316 [===================>..........] - ETA: 24s - loss: 0.3537 - accuracy: 0.8347
212/316 [===================>..........] - ETA: 24s - loss: 0.3528 - accuracy: 0.8352
213/316 [===================>..........] - ETA: 24s - loss: 0.3534 - accuracy: 0.8351
214/316 [===================>..........] - ETA: 24s - loss: 0.3526 - accuracy: 0.8356
215/316 [===================>..........] - ETA: 23s - loss: 0.3524 - accuracy: 0.8358
216/316 [===================>..........] - ETA: 23s - loss: 0.3518 - accuracy: 0.8362
217/316 [===================>..........] - ETA: 23s - loss: 0.3517 - accuracy: 0.8361
218/316 [===================>..........] - ETA: 23s - loss: 0.3525 - accuracy: 0.8357
219/316 [===================>..........] - ETA: 22s - loss: 0.3524 - accuracy: 0.8356
220/316 [===================>..........] - ETA: 22s - loss: 0.3528 - accuracy: 0.8355
221/316 [===================>..........] - ETA: 22s - loss: 0.3519 - accuracy: 0.8360
222/316 [====================>.........] - ETA: 21s - loss: 0.3519 - accuracy: 0.8361
223/316 [====================>.........] - ETA: 21s - loss: 0.3518 - accuracy: 0.8360
224/316 [====================>.........] - ETA: 21s - loss: 0.3509 - accuracy: 0.8368
225/316 [====================>.........] - ETA: 21s - loss: 0.3525 - accuracy: 0.8364
226/316 [====================>.........] - ETA: 20s - loss: 0.3518 - accuracy: 0.8366
227/316 [====================>.........] - ETA: 20s - loss: 0.3510 - accuracy: 0.8370
228/316 [====================>.........] - ETA: 20s - loss: 0.3512 - accuracy: 0.8369
229/316 [====================>.........] - ETA: 20s - loss: 0.3508 - accuracy: 0.8373
230/316 [====================>.........] - ETA: 20s - loss: 0.3505 - accuracy: 0.8375
231/316 [====================>.........] - ETA: 20s - loss: 0.3497 - accuracy: 0.8377
232/316 [=====================>........] - ETA: 19s - loss: 0.3496 - accuracy: 0.8373
233/316 [=====================>........] - ETA: 19s - loss: 0.3502 - accuracy: 0.8369
234/316 [=====================>........] - ETA: 19s - loss: 0.3508 - accuracy: 0.8368
235/316 [=====================>........] - ETA: 19s - loss: 0.3503 - accuracy: 0.8370
236/316 [=====================>........] - ETA: 18s - loss: 0.3502 - accuracy: 0.8371
237/316 [=====================>........] - ETA: 18s - loss: 0.3495 - accuracy: 0.8373
238/316 [=====================>........] - ETA: 18s - loss: 0.3492 - accuracy: 0.8374
239/316 [=====================>........] - ETA: 18s - loss: 0.3489 - accuracy: 0.8371
240/316 [=====================>........] - ETA: 17s - loss: 0.3494 - accuracy: 0.8370
241/316 [=====================>........] - ETA: 17s - loss: 0.3490 - accuracy: 0.8374
242/316 [=====================>........] - ETA: 17s - loss: 0.3494 - accuracy: 0.8368
243/316 [======================>.......] - ETA: 17s - loss: 0.3489 - accuracy: 0.8372
244/316 [======================>.......] - ETA: 16s - loss: 0.3490 - accuracy: 0.8371
245/316 [======================>.......] - ETA: 16s - loss: 0.3490 - accuracy: 0.8372
246/316 [======================>.......] - ETA: 16s - loss: 0.3495 - accuracy: 0.8371
247/316 [======================>.......] - ETA: 16s - loss: 0.3501 - accuracy: 0.8368
248/316 [======================>.......] - ETA: 16s - loss: 0.3497 - accuracy: 0.8367
249/316 [======================>.......] - ETA: 15s - loss: 0.3498 - accuracy: 0.8366
250/316 [======================>.......] - ETA: 15s - loss: 0.3496 - accuracy: 0.8367
251/316 [======================>.......] - ETA: 15s - loss: 0.3494 - accuracy: 0.8372
252/316 [======================>.......] - ETA: 15s - loss: 0.3490 - accuracy: 0.8371
253/316 [=======================>......] - ETA: 14s - loss: 0.3489 - accuracy: 0.8372
254/316 [=======================>......] - ETA: 14s - loss: 0.3490 - accuracy: 0.8371
255/316 [=======================>......] - ETA: 14s - loss: 0.3500 - accuracy: 0.8363
256/316 [=======================>......] - ETA: 14s - loss: 0.3502 - accuracy: 0.8359
257/316 [=======================>......] - ETA: 13s - loss: 0.3500 - accuracy: 0.8361
258/316 [=======================>......] - ETA: 13s - loss: 0.3510 - accuracy: 0.8353
259/316 [=======================>......] - ETA: 13s - loss: 0.3505 - accuracy: 0.8354
260/316 [=======================>......] - ETA: 13s - loss: 0.3502 - accuracy: 0.8353
261/316 [=======================>......] - ETA: 12s - loss: 0.3503 - accuracy: 0.8352
262/316 [=======================>......] - ETA: 12s - loss: 0.3503 - accuracy: 0.8354
263/316 [=======================>......] - ETA: 12s - loss: 0.3502 - accuracy: 0.8356
264/316 [========================>.....] - ETA: 12s - loss: 0.3499 - accuracy: 0.8357
265/316 [========================>.....] - ETA: 11s - loss: 0.3499 - accuracy: 0.8356
266/316 [========================>.....] - ETA: 11s - loss: 0.3493 - accuracy: 0.8360
267/316 [========================>.....] - ETA: 11s - loss: 0.3502 - accuracy: 0.8354
268/316 [========================>.....] - ETA: 11s - loss: 0.3505 - accuracy: 0.8351
269/316 [========================>.....] - ETA: 11s - loss: 0.3499 - accuracy: 0.8355
270/316 [========================>.....] - ETA: 10s - loss: 0.3502 - accuracy: 0.8354
271/316 [========================>.....] - ETA: 10s - loss: 0.3500 - accuracy: 0.8356
272/316 [========================>.....] - ETA: 10s - loss: 0.3493 - accuracy: 0.8359
273/316 [========================>.....] - ETA: 10s - loss: 0.3494 - accuracy: 0.8359
274/316 [=========================>....] - ETA: 9s - loss: 0.3490 - accuracy: 0.8358 
275/316 [=========================>....] - ETA: 9s - loss: 0.3496 - accuracy: 0.8359
276/316 [=========================>....] - ETA: 9s - loss: 0.3498 - accuracy: 0.8356
277/316 [=========================>....] - ETA: 9s - loss: 0.3494 - accuracy: 0.8357
278/316 [=========================>....] - ETA: 8s - loss: 0.3498 - accuracy: 0.8348
279/316 [=========================>....] - ETA: 8s - loss: 0.3490 - accuracy: 0.8353
280/316 [=========================>....] - ETA: 8s - loss: 0.3484 - accuracy: 0.8357
281/316 [=========================>....] - ETA: 8s - loss: 0.3488 - accuracy: 0.8350
282/316 [=========================>....] - ETA: 7s - loss: 0.3487 - accuracy: 0.8349
283/316 [=========================>....] - ETA: 7s - loss: 0.3485 - accuracy: 0.8348
284/316 [=========================>....] - ETA: 7s - loss: 0.3487 - accuracy: 0.8343
285/316 [==========================>...] - ETA: 7s - loss: 0.3491 - accuracy: 0.8340
286/316 [==========================>...] - ETA: 7s - loss: 0.3485 - accuracy: 0.8344
287/316 [==========================>...] - ETA: 6s - loss: 0.3490 - accuracy: 0.8341
288/316 [==========================>...] - ETA: 6s - loss: 0.3491 - accuracy: 0.8342
289/316 [==========================>...] - ETA: 6s - loss: 0.3487 - accuracy: 0.8343
290/316 [==========================>...] - ETA: 6s - loss: 0.3488 - accuracy: 0.8343
291/316 [==========================>...] - ETA: 5s - loss: 0.3484 - accuracy: 0.8346
292/316 [==========================>...] - ETA: 5s - loss: 0.3491 - accuracy: 0.8341
293/316 [==========================>...] - ETA: 5s - loss: 0.3502 - accuracy: 0.8336
294/316 [==========================>...] - ETA: 5s - loss: 0.3505 - accuracy: 0.8335
295/316 [===========================>..] - ETA: 4s - loss: 0.3507 - accuracy: 0.8333
296/316 [===========================>..] - ETA: 4s - loss: 0.3503 - accuracy: 0.8334
297/316 [===========================>..] - ETA: 4s - loss: 0.3498 - accuracy: 0.8338
298/316 [===========================>..] - ETA: 4s - loss: 0.3495 - accuracy: 0.8341
299/316 [===========================>..] - ETA: 4s - loss: 0.3500 - accuracy: 0.8340
300/316 [===========================>..] - ETA: 3s - loss: 0.3501 - accuracy: 0.8338
301/316 [===========================>..] - ETA: 3s - loss: 0.3496 - accuracy: 0.8341
302/316 [===========================>..] - ETA: 3s - loss: 0.3495 - accuracy: 0.8338
303/316 [===========================>..] - ETA: 3s - loss: 0.3499 - accuracy: 0.8337
304/316 [===========================>..] - ETA: 2s - loss: 0.3499 - accuracy: 0.8337
305/316 [===========================>..] - ETA: 2s - loss: 0.3494 - accuracy: 0.8340
306/316 [============================>.] - ETA: 2s - loss: 0.3491 - accuracy: 0.8344
307/316 [============================>.] - ETA: 2s - loss: 0.3492 - accuracy: 0.8345
308/316 [============================>.] - ETA: 1s - loss: 0.3497 - accuracy: 0.8342
309/316 [============================>.] - ETA: 1s - loss: 0.3504 - accuracy: 0.8339
310/316 [============================>.] - ETA: 1s - loss: 0.3502 - accuracy: 0.8343
311/316 [============================>.] - ETA: 1s - loss: 0.3502 - accuracy: 0.8344
312/316 [============================>.] - ETA: 0s - loss: 0.3500 - accuracy: 0.8345
313/316 [============================>.] - ETA: 0s - loss: 0.3499 - accuracy: 0.8347
314/316 [============================>.] - ETA: 0s - loss: 0.3499 - accuracy: 0.8346
315/316 [============================>.] - ETA: 0s - loss: 0.3503 - accuracy: 0.8341
316/316 [==============================] - 74s 235ms/step - loss: 0.3503 - accuracy: 0.8341

316/316 [==============================] - 78s 248ms/step - loss: 0.3503 - accuracy: 0.8341 - val_loss: 0.3392 - val_accuracy: 0.8067
Epoch 54/100

  1/316 [..............................] - ETA: 59s - loss: 0.3001 - accuracy: 0.8125
  2/316 [..............................] - ETA: 59s - loss: 0.3013 - accuracy: 0.8750
  3/316 [..............................] - ETA: 58s - loss: 0.2882 - accuracy: 0.8958
  4/316 [..............................] - ETA: 58s - loss: 0.2866 - accuracy: 0.8750
  5/316 [..............................] - ETA: 59s - loss: 0.2738 - accuracy: 0.8750
  6/316 [..............................] - ETA: 58s - loss: 0.2969 - accuracy: 0.8542
  7/316 [..............................] - ETA: 59s - loss: 0.2964 - accuracy: 0.8571
  8/316 [..............................] - ETA: 58s - loss: 0.3290 - accuracy: 0.8359
  9/316 [..............................] - ETA: 58s - loss: 0.3295 - accuracy: 0.8472
 10/316 [..............................] - ETA: 57s - loss: 0.3261 - accuracy: 0.8562
 11/316 [>.............................] - ETA: 57s - loss: 0.3260 - accuracy: 0.8580
 12/316 [>.............................] - ETA: 57s - loss: 0.3170 - accuracy: 0.8594
 13/316 [>.............................] - ETA: 57s - loss: 0.3122 - accuracy: 0.8606
 14/316 [>.............................] - ETA: 1:06 - loss: 0.3221 - accuracy: 0.8571
 15/316 [>.............................] - ETA: 1:13 - loss: 0.3127 - accuracy: 0.8625
 16/316 [>.............................] - ETA: 1:12 - loss: 0.3115 - accuracy: 0.8594
 17/316 [>.............................] - ETA: 1:11 - loss: 0.3146 - accuracy: 0.8566
 18/316 [>.............................] - ETA: 1:09 - loss: 0.3038 - accuracy: 0.8646
 19/316 [>.............................] - ETA: 1:08 - loss: 0.3007 - accuracy: 0.8651
 20/316 [>.............................] - ETA: 1:07 - loss: 0.2945 - accuracy: 0.8687
 21/316 [>.............................] - ETA: 1:07 - loss: 0.3005 - accuracy: 0.8631
 22/316 [=>............................] - ETA: 1:06 - loss: 0.3017 - accuracy: 0.8608
 23/316 [=>............................] - ETA: 1:05 - loss: 0.3032 - accuracy: 0.8587
 24/316 [=>............................] - ETA: 1:04 - loss: 0.3236 - accuracy: 0.8516
 25/316 [=>............................] - ETA: 1:04 - loss: 0.3168 - accuracy: 0.8550
 26/316 [=>............................] - ETA: 1:03 - loss: 0.3157 - accuracy: 0.8558
 27/316 [=>............................] - ETA: 1:03 - loss: 0.3245 - accuracy: 0.8495
 28/316 [=>............................] - ETA: 1:02 - loss: 0.3248 - accuracy: 0.8482
 29/316 [=>............................] - ETA: 1:02 - loss: 0.3457 - accuracy: 0.8384
 30/316 [=>............................] - ETA: 1:01 - loss: 0.3508 - accuracy: 0.8333
 31/316 [=>............................] - ETA: 1:04 - loss: 0.3449 - accuracy: 0.8347
 32/316 [==>...........................] - ETA: 1:06 - loss: 0.3363 - accuracy: 0.8398
 33/316 [==>...........................] - ETA: 1:06 - loss: 0.3376 - accuracy: 0.8390
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3462 - accuracy: 0.8346
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3500 - accuracy: 0.8304
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.3492 - accuracy: 0.8299
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3490 - accuracy: 0.8294
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.3488 - accuracy: 0.8289
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3494 - accuracy: 0.8301
 40/316 [==>...........................] - ETA: 1:02 - loss: 0.3512 - accuracy: 0.8281
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.3512 - accuracy: 0.8293
 42/316 [==>...........................] - ETA: 1:01 - loss: 0.3510 - accuracy: 0.8289
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.3512 - accuracy: 0.8270
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.3549 - accuracy: 0.8224
 45/316 [===>..........................] - ETA: 1:00 - loss: 0.3585 - accuracy: 0.8194
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.3609 - accuracy: 0.8193
 47/316 [===>..........................] - ETA: 59s - loss: 0.3634 - accuracy: 0.8165 
 48/316 [===>..........................] - ETA: 59s - loss: 0.3615 - accuracy: 0.8190
 49/316 [===>..........................] - ETA: 1:01 - loss: 0.3602 - accuracy: 0.8189
 50/316 [===>..........................] - ETA: 1:02 - loss: 0.3602 - accuracy: 0.8200
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3653 - accuracy: 0.8174
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.3668 - accuracy: 0.8161
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3648 - accuracy: 0.8172
 54/316 [====>.........................] - ETA: 1:00 - loss: 0.3642 - accuracy: 0.8183
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3636 - accuracy: 0.8193
 56/316 [====>.........................] - ETA: 59s - loss: 0.3617 - accuracy: 0.8192 
 57/316 [====>.........................] - ETA: 59s - loss: 0.3610 - accuracy: 0.8202
 58/316 [====>.........................] - ETA: 59s - loss: 0.3636 - accuracy: 0.8168
 59/316 [====>.........................] - ETA: 58s - loss: 0.3635 - accuracy: 0.8189
 60/316 [====>.........................] - ETA: 58s - loss: 0.3632 - accuracy: 0.8188
 61/316 [====>.........................] - ETA: 57s - loss: 0.3623 - accuracy: 0.8207
 62/316 [====>.........................] - ETA: 57s - loss: 0.3634 - accuracy: 0.8196
 63/316 [====>.........................] - ETA: 57s - loss: 0.3630 - accuracy: 0.8194
 64/316 [=====>........................] - ETA: 56s - loss: 0.3614 - accuracy: 0.8203
 65/316 [=====>........................] - ETA: 56s - loss: 0.3651 - accuracy: 0.8192
 66/316 [=====>........................] - ETA: 57s - loss: 0.3643 - accuracy: 0.8201
 67/316 [=====>........................] - ETA: 58s - loss: 0.3658 - accuracy: 0.8181
 68/316 [=====>........................] - ETA: 58s - loss: 0.3624 - accuracy: 0.8208
 69/316 [=====>........................] - ETA: 57s - loss: 0.3614 - accuracy: 0.8216
 70/316 [=====>........................] - ETA: 57s - loss: 0.3615 - accuracy: 0.8223
 71/316 [=====>........................] - ETA: 57s - loss: 0.3656 - accuracy: 0.8204
 72/316 [=====>........................] - ETA: 56s - loss: 0.3652 - accuracy: 0.8212
 73/316 [=====>........................] - ETA: 56s - loss: 0.3678 - accuracy: 0.8211
 74/316 [======>.......................] - ETA: 55s - loss: 0.3676 - accuracy: 0.8209
 75/316 [======>.......................] - ETA: 55s - loss: 0.3679 - accuracy: 0.8200
 76/316 [======>.......................] - ETA: 55s - loss: 0.3703 - accuracy: 0.8174
 77/316 [======>.......................] - ETA: 54s - loss: 0.3686 - accuracy: 0.8198
 78/316 [======>.......................] - ETA: 54s - loss: 0.3679 - accuracy: 0.8197
 79/316 [======>.......................] - ETA: 54s - loss: 0.3662 - accuracy: 0.8212
 80/316 [======>.......................] - ETA: 53s - loss: 0.3668 - accuracy: 0.8195
 81/316 [======>.......................] - ETA: 53s - loss: 0.3686 - accuracy: 0.8194
 82/316 [======>.......................] - ETA: 53s - loss: 0.3676 - accuracy: 0.8201
 83/316 [======>.......................] - ETA: 53s - loss: 0.3678 - accuracy: 0.8200
 84/316 [======>.......................] - ETA: 54s - loss: 0.3672 - accuracy: 0.8199
 85/316 [=======>......................] - ETA: 54s - loss: 0.3659 - accuracy: 0.8213
 86/316 [=======>......................] - ETA: 53s - loss: 0.3657 - accuracy: 0.8212
 87/316 [=======>......................] - ETA: 53s - loss: 0.3676 - accuracy: 0.8197
 88/316 [=======>......................] - ETA: 53s - loss: 0.3654 - accuracy: 0.8210
 89/316 [=======>......................] - ETA: 52s - loss: 0.3676 - accuracy: 0.8202
 90/316 [=======>......................] - ETA: 52s - loss: 0.3682 - accuracy: 0.8194
 91/316 [=======>......................] - ETA: 52s - loss: 0.3690 - accuracy: 0.8180
 92/316 [=======>......................] - ETA: 51s - loss: 0.3684 - accuracy: 0.8186
 93/316 [=======>......................] - ETA: 51s - loss: 0.3694 - accuracy: 0.8172
 94/316 [=======>......................] - ETA: 51s - loss: 0.3688 - accuracy: 0.8178
 95/316 [========>.....................] - ETA: 50s - loss: 0.3712 - accuracy: 0.8164
 96/316 [========>.....................] - ETA: 50s - loss: 0.3718 - accuracy: 0.8171
 97/316 [========>.....................] - ETA: 50s - loss: 0.3709 - accuracy: 0.8177
 98/316 [========>.....................] - ETA: 49s - loss: 0.3705 - accuracy: 0.8182
 99/316 [========>.....................] - ETA: 49s - loss: 0.3693 - accuracy: 0.8188
100/316 [========>.....................] - ETA: 50s - loss: 0.3672 - accuracy: 0.8206
101/316 [========>.....................] - ETA: 50s - loss: 0.3655 - accuracy: 0.8212
102/316 [========>.....................] - ETA: 50s - loss: 0.3663 - accuracy: 0.8205
103/316 [========>.....................] - ETA: 50s - loss: 0.3674 - accuracy: 0.8192
104/316 [========>.....................] - ETA: 49s - loss: 0.3676 - accuracy: 0.8191
105/316 [========>.....................] - ETA: 49s - loss: 0.3682 - accuracy: 0.8185
106/316 [=========>....................] - ETA: 49s - loss: 0.3673 - accuracy: 0.8196
107/316 [=========>....................] - ETA: 48s - loss: 0.3673 - accuracy: 0.8207
108/316 [=========>....................] - ETA: 48s - loss: 0.3694 - accuracy: 0.8183
109/316 [=========>....................] - ETA: 48s - loss: 0.3685 - accuracy: 0.8188
110/316 [=========>....................] - ETA: 47s - loss: 0.3675 - accuracy: 0.8193
111/316 [=========>....................] - ETA: 47s - loss: 0.3687 - accuracy: 0.8187
112/316 [=========>....................] - ETA: 47s - loss: 0.3669 - accuracy: 0.8198
113/316 [=========>....................] - ETA: 46s - loss: 0.3682 - accuracy: 0.8186
114/316 [=========>....................] - ETA: 46s - loss: 0.3663 - accuracy: 0.8202
115/316 [=========>....................] - ETA: 46s - loss: 0.3663 - accuracy: 0.8207
116/316 [==========>...................] - ETA: 45s - loss: 0.3666 - accuracy: 0.8200
117/316 [==========>...................] - ETA: 46s - loss: 0.3665 - accuracy: 0.8205
118/316 [==========>...................] - ETA: 46s - loss: 0.3664 - accuracy: 0.8204
119/316 [==========>...................] - ETA: 46s - loss: 0.3648 - accuracy: 0.8214
120/316 [==========>...................] - ETA: 46s - loss: 0.3648 - accuracy: 0.8214
121/316 [==========>...................] - ETA: 45s - loss: 0.3661 - accuracy: 0.8202
122/316 [==========>...................] - ETA: 45s - loss: 0.3653 - accuracy: 0.8207
123/316 [==========>...................] - ETA: 45s - loss: 0.3640 - accuracy: 0.8222
124/316 [==========>...................] - ETA: 44s - loss: 0.3634 - accuracy: 0.8221
125/316 [==========>...................] - ETA: 44s - loss: 0.3629 - accuracy: 0.8225
126/316 [==========>...................] - ETA: 44s - loss: 0.3622 - accuracy: 0.8234
127/316 [===========>..................] - ETA: 43s - loss: 0.3623 - accuracy: 0.8238
128/316 [===========>..................] - ETA: 43s - loss: 0.3620 - accuracy: 0.8237
129/316 [===========>..................] - ETA: 43s - loss: 0.3617 - accuracy: 0.8241
130/316 [===========>..................] - ETA: 43s - loss: 0.3634 - accuracy: 0.8245
131/316 [===========>..................] - ETA: 42s - loss: 0.3624 - accuracy: 0.8254
132/316 [===========>..................] - ETA: 42s - loss: 0.3617 - accuracy: 0.8258
133/316 [===========>..................] - ETA: 42s - loss: 0.3628 - accuracy: 0.8261
134/316 [===========>..................] - ETA: 42s - loss: 0.3609 - accuracy: 0.8270
135/316 [===========>..................] - ETA: 42s - loss: 0.3595 - accuracy: 0.8278
136/316 [===========>..................] - ETA: 42s - loss: 0.3591 - accuracy: 0.8281
137/316 [============>.................] - ETA: 42s - loss: 0.3587 - accuracy: 0.8280
138/316 [============>.................] - ETA: 41s - loss: 0.3581 - accuracy: 0.8279
139/316 [============>.................] - ETA: 41s - loss: 0.3578 - accuracy: 0.8278
140/316 [============>.................] - ETA: 41s - loss: 0.3585 - accuracy: 0.8272
141/316 [============>.................] - ETA: 40s - loss: 0.3595 - accuracy: 0.8271
142/316 [============>.................] - ETA: 40s - loss: 0.3581 - accuracy: 0.8279
143/316 [============>.................] - ETA: 40s - loss: 0.3584 - accuracy: 0.8274
144/316 [============>.................] - ETA: 39s - loss: 0.3608 - accuracy: 0.8264
145/316 [============>.................] - ETA: 39s - loss: 0.3605 - accuracy: 0.8263
146/316 [============>.................] - ETA: 39s - loss: 0.3602 - accuracy: 0.8271
147/316 [============>.................] - ETA: 39s - loss: 0.3606 - accuracy: 0.8265
148/316 [=============>................] - ETA: 38s - loss: 0.3607 - accuracy: 0.8264
149/316 [=============>................] - ETA: 38s - loss: 0.3602 - accuracy: 0.8263
150/316 [=============>................] - ETA: 38s - loss: 0.3598 - accuracy: 0.8267
151/316 [=============>................] - ETA: 38s - loss: 0.3608 - accuracy: 0.8262
152/316 [=============>................] - ETA: 38s - loss: 0.3602 - accuracy: 0.8261
153/316 [=============>................] - ETA: 38s - loss: 0.3591 - accuracy: 0.8272
154/316 [=============>................] - ETA: 38s - loss: 0.3581 - accuracy: 0.8279
155/316 [=============>................] - ETA: 37s - loss: 0.3568 - accuracy: 0.8286
156/316 [=============>................] - ETA: 37s - loss: 0.3566 - accuracy: 0.8285
157/316 [=============>................] - ETA: 37s - loss: 0.3564 - accuracy: 0.8280
158/316 [==============>...............] - ETA: 36s - loss: 0.3559 - accuracy: 0.8283
159/316 [==============>...............] - ETA: 36s - loss: 0.3562 - accuracy: 0.8282
160/316 [==============>...............] - ETA: 36s - loss: 0.3573 - accuracy: 0.8273
161/316 [==============>...............] - ETA: 36s - loss: 0.3589 - accuracy: 0.8265
162/316 [==============>...............] - ETA: 35s - loss: 0.3576 - accuracy: 0.8272
163/316 [==============>...............] - ETA: 35s - loss: 0.3563 - accuracy: 0.8282
164/316 [==============>...............] - ETA: 35s - loss: 0.3566 - accuracy: 0.8281
165/316 [==============>...............] - ETA: 34s - loss: 0.3556 - accuracy: 0.8288
166/316 [==============>...............] - ETA: 34s - loss: 0.3580 - accuracy: 0.8276
167/316 [==============>...............] - ETA: 34s - loss: 0.3572 - accuracy: 0.8282
168/316 [==============>...............] - ETA: 34s - loss: 0.3574 - accuracy: 0.8281
169/316 [===============>..............] - ETA: 34s - loss: 0.3573 - accuracy: 0.8284
170/316 [===============>..............] - ETA: 34s - loss: 0.3574 - accuracy: 0.8279
171/316 [===============>..............] - ETA: 34s - loss: 0.3568 - accuracy: 0.8286
172/316 [===============>..............] - ETA: 33s - loss: 0.3576 - accuracy: 0.8281
173/316 [===============>..............] - ETA: 33s - loss: 0.3574 - accuracy: 0.8280
174/316 [===============>..............] - ETA: 33s - loss: 0.3576 - accuracy: 0.8283
175/316 [===============>..............] - ETA: 32s - loss: 0.3571 - accuracy: 0.8289
176/316 [===============>..............] - ETA: 32s - loss: 0.3567 - accuracy: 0.8288
177/316 [===============>..............] - ETA: 32s - loss: 0.3579 - accuracy: 0.8280
178/316 [===============>..............] - ETA: 32s - loss: 0.3581 - accuracy: 0.8279
179/316 [===============>..............] - ETA: 31s - loss: 0.3581 - accuracy: 0.8282
180/316 [================>.............] - ETA: 31s - loss: 0.3578 - accuracy: 0.8285
181/316 [================>.............] - ETA: 31s - loss: 0.3565 - accuracy: 0.8294
182/316 [================>.............] - ETA: 31s - loss: 0.3572 - accuracy: 0.8283
183/316 [================>.............] - ETA: 30s - loss: 0.3570 - accuracy: 0.8289
184/316 [================>.............] - ETA: 30s - loss: 0.3583 - accuracy: 0.8278
185/316 [================>.............] - ETA: 30s - loss: 0.3584 - accuracy: 0.8274
186/316 [================>.............] - ETA: 30s - loss: 0.3588 - accuracy: 0.8273
187/316 [================>.............] - ETA: 30s - loss: 0.3588 - accuracy: 0.8272
188/316 [================>.............] - ETA: 30s - loss: 0.3587 - accuracy: 0.8278
189/316 [================>.............] - ETA: 29s - loss: 0.3600 - accuracy: 0.8274
190/316 [=================>............] - ETA: 29s - loss: 0.3595 - accuracy: 0.8276
191/316 [=================>............] - ETA: 29s - loss: 0.3595 - accuracy: 0.8279
192/316 [=================>............] - ETA: 29s - loss: 0.3589 - accuracy: 0.8281
193/316 [=================>............] - ETA: 28s - loss: 0.3588 - accuracy: 0.8280
194/316 [=================>............] - ETA: 28s - loss: 0.3581 - accuracy: 0.8283
195/316 [=================>............] - ETA: 28s - loss: 0.3578 - accuracy: 0.8282
196/316 [=================>............] - ETA: 27s - loss: 0.3577 - accuracy: 0.8281
197/316 [=================>............] - ETA: 27s - loss: 0.3581 - accuracy: 0.8268
198/316 [=================>............] - ETA: 27s - loss: 0.3573 - accuracy: 0.8273
199/316 [=================>............] - ETA: 27s - loss: 0.3570 - accuracy: 0.8279
200/316 [=================>............] - ETA: 26s - loss: 0.3567 - accuracy: 0.8281
201/316 [==================>...........] - ETA: 26s - loss: 0.3567 - accuracy: 0.8280
202/316 [==================>...........] - ETA: 26s - loss: 0.3565 - accuracy: 0.8280
203/316 [==================>...........] - ETA: 26s - loss: 0.3568 - accuracy: 0.8273
204/316 [==================>...........] - ETA: 26s - loss: 0.3570 - accuracy: 0.8269
205/316 [==================>...........] - ETA: 26s - loss: 0.3563 - accuracy: 0.8277
206/316 [==================>...........] - ETA: 25s - loss: 0.3558 - accuracy: 0.8280
207/316 [==================>...........] - ETA: 25s - loss: 0.3554 - accuracy: 0.8285
208/316 [==================>...........] - ETA: 25s - loss: 0.3550 - accuracy: 0.8287
209/316 [==================>...........] - ETA: 25s - loss: 0.3551 - accuracy: 0.8286
210/316 [==================>...........] - ETA: 24s - loss: 0.3548 - accuracy: 0.8283
211/316 [===================>..........] - ETA: 24s - loss: 0.3545 - accuracy: 0.8282
212/316 [===================>..........] - ETA: 24s - loss: 0.3544 - accuracy: 0.8284
213/316 [===================>..........] - ETA: 24s - loss: 0.3548 - accuracy: 0.8281
214/316 [===================>..........] - ETA: 23s - loss: 0.3546 - accuracy: 0.8280
215/316 [===================>..........] - ETA: 23s - loss: 0.3536 - accuracy: 0.8285
216/316 [===================>..........] - ETA: 23s - loss: 0.3540 - accuracy: 0.8278
217/316 [===================>..........] - ETA: 23s - loss: 0.3536 - accuracy: 0.8281
218/316 [===================>..........] - ETA: 22s - loss: 0.3536 - accuracy: 0.8274
219/316 [===================>..........] - ETA: 22s - loss: 0.3530 - accuracy: 0.8282
220/316 [===================>..........] - ETA: 22s - loss: 0.3525 - accuracy: 0.8284
221/316 [===================>..........] - ETA: 22s - loss: 0.3535 - accuracy: 0.8283
222/316 [====================>.........] - ETA: 22s - loss: 0.3533 - accuracy: 0.8283
223/316 [====================>.........] - ETA: 21s - loss: 0.3533 - accuracy: 0.8282
224/316 [====================>.........] - ETA: 21s - loss: 0.3533 - accuracy: 0.8281
225/316 [====================>.........] - ETA: 21s - loss: 0.3528 - accuracy: 0.8286
226/316 [====================>.........] - ETA: 21s - loss: 0.3521 - accuracy: 0.8291
227/316 [====================>.........] - ETA: 20s - loss: 0.3514 - accuracy: 0.8296
228/316 [====================>.........] - ETA: 20s - loss: 0.3529 - accuracy: 0.8289
229/316 [====================>.........] - ETA: 20s - loss: 0.3532 - accuracy: 0.8286
230/316 [====================>.........] - ETA: 20s - loss: 0.3529 - accuracy: 0.8288
231/316 [====================>.........] - ETA: 19s - loss: 0.3531 - accuracy: 0.8287
232/316 [=====================>........] - ETA: 19s - loss: 0.3539 - accuracy: 0.8287
233/316 [=====================>........] - ETA: 19s - loss: 0.3551 - accuracy: 0.8283
234/316 [=====================>........] - ETA: 19s - loss: 0.3555 - accuracy: 0.8280
235/316 [=====================>........] - ETA: 19s - loss: 0.3561 - accuracy: 0.8277
236/316 [=====================>........] - ETA: 19s - loss: 0.3558 - accuracy: 0.8279
237/316 [=====================>........] - ETA: 18s - loss: 0.3559 - accuracy: 0.8278
238/316 [=====================>........] - ETA: 18s - loss: 0.3562 - accuracy: 0.8275
239/316 [=====================>........] - ETA: 18s - loss: 0.3573 - accuracy: 0.8269
240/316 [=====================>........] - ETA: 18s - loss: 0.3567 - accuracy: 0.8268
241/316 [=====================>........] - ETA: 17s - loss: 0.3560 - accuracy: 0.8275
242/316 [=====================>........] - ETA: 17s - loss: 0.3559 - accuracy: 0.8277
243/316 [======================>.......] - ETA: 17s - loss: 0.3560 - accuracy: 0.8277
244/316 [======================>.......] - ETA: 17s - loss: 0.3561 - accuracy: 0.8274
245/316 [======================>.......] - ETA: 16s - loss: 0.3555 - accuracy: 0.8278
246/316 [======================>.......] - ETA: 16s - loss: 0.3557 - accuracy: 0.8277
247/316 [======================>.......] - ETA: 16s - loss: 0.3552 - accuracy: 0.8282
248/316 [======================>.......] - ETA: 16s - loss: 0.3561 - accuracy: 0.8281
249/316 [======================>.......] - ETA: 15s - loss: 0.3565 - accuracy: 0.8276
250/316 [======================>.......] - ETA: 15s - loss: 0.3561 - accuracy: 0.8278
251/316 [======================>.......] - ETA: 15s - loss: 0.3554 - accuracy: 0.8282
252/316 [======================>.......] - ETA: 15s - loss: 0.3550 - accuracy: 0.8284
253/316 [=======================>......] - ETA: 14s - loss: 0.3549 - accuracy: 0.8286
254/316 [=======================>......] - ETA: 14s - loss: 0.3551 - accuracy: 0.8285
255/316 [=======================>......] - ETA: 14s - loss: 0.3551 - accuracy: 0.8287
256/316 [=======================>......] - ETA: 14s - loss: 0.3562 - accuracy: 0.8279
257/316 [=======================>......] - ETA: 13s - loss: 0.3562 - accuracy: 0.8278
258/316 [=======================>......] - ETA: 13s - loss: 0.3554 - accuracy: 0.8282
259/316 [=======================>......] - ETA: 13s - loss: 0.3553 - accuracy: 0.8279
260/316 [=======================>......] - ETA: 13s - loss: 0.3552 - accuracy: 0.8279
261/316 [=======================>......] - ETA: 12s - loss: 0.3554 - accuracy: 0.8281
262/316 [=======================>......] - ETA: 12s - loss: 0.3559 - accuracy: 0.8278
263/316 [=======================>......] - ETA: 12s - loss: 0.3558 - accuracy: 0.8277
264/316 [========================>.....] - ETA: 12s - loss: 0.3552 - accuracy: 0.8284
265/316 [========================>.....] - ETA: 12s - loss: 0.3559 - accuracy: 0.8278
266/316 [========================>.....] - ETA: 11s - loss: 0.3562 - accuracy: 0.8275
267/316 [========================>.....] - ETA: 11s - loss: 0.3565 - accuracy: 0.8275
268/316 [========================>.....] - ETA: 11s - loss: 0.3567 - accuracy: 0.8277
269/316 [========================>.....] - ETA: 11s - loss: 0.3568 - accuracy: 0.8281
270/316 [========================>.....] - ETA: 10s - loss: 0.3567 - accuracy: 0.8280
271/316 [========================>.....] - ETA: 10s - loss: 0.3570 - accuracy: 0.8280
272/316 [========================>.....] - ETA: 10s - loss: 0.3565 - accuracy: 0.8281
273/316 [========================>.....] - ETA: 10s - loss: 0.3564 - accuracy: 0.8283
274/316 [=========================>....] - ETA: 9s - loss: 0.3558 - accuracy: 0.8287 
275/316 [=========================>....] - ETA: 9s - loss: 0.3554 - accuracy: 0.8289
276/316 [=========================>....] - ETA: 9s - loss: 0.3555 - accuracy: 0.8288
277/316 [=========================>....] - ETA: 9s - loss: 0.3554 - accuracy: 0.8285
278/316 [=========================>....] - ETA: 8s - loss: 0.3557 - accuracy: 0.8282
279/316 [=========================>....] - ETA: 8s - loss: 0.3548 - accuracy: 0.8286
280/316 [=========================>....] - ETA: 8s - loss: 0.3543 - accuracy: 0.8290
281/316 [=========================>....] - ETA: 8s - loss: 0.3541 - accuracy: 0.8292
282/316 [=========================>....] - ETA: 8s - loss: 0.3536 - accuracy: 0.8293
283/316 [=========================>....] - ETA: 7s - loss: 0.3536 - accuracy: 0.8291
284/316 [=========================>....] - ETA: 7s - loss: 0.3538 - accuracy: 0.8290
285/316 [==========================>...] - ETA: 7s - loss: 0.3535 - accuracy: 0.8289
286/316 [==========================>...] - ETA: 7s - loss: 0.3532 - accuracy: 0.8291
287/316 [==========================>...] - ETA: 6s - loss: 0.3534 - accuracy: 0.8286
288/316 [==========================>...] - ETA: 6s - loss: 0.3533 - accuracy: 0.8288
289/316 [==========================>...] - ETA: 6s - loss: 0.3535 - accuracy: 0.8283
290/316 [==========================>...] - ETA: 6s - loss: 0.3543 - accuracy: 0.8282
291/316 [==========================>...] - ETA: 5s - loss: 0.3535 - accuracy: 0.8286
292/316 [==========================>...] - ETA: 5s - loss: 0.3543 - accuracy: 0.8283
293/316 [==========================>...] - ETA: 5s - loss: 0.3541 - accuracy: 0.8283
294/316 [==========================>...] - ETA: 5s - loss: 0.3536 - accuracy: 0.8282
295/316 [===========================>..] - ETA: 4s - loss: 0.3532 - accuracy: 0.8284
296/316 [===========================>..] - ETA: 4s - loss: 0.3530 - accuracy: 0.8283
297/316 [===========================>..] - ETA: 4s - loss: 0.3525 - accuracy: 0.8285
298/316 [===========================>..] - ETA: 4s - loss: 0.3520 - accuracy: 0.8289
299/316 [===========================>..] - ETA: 3s - loss: 0.3522 - accuracy: 0.8288
300/316 [===========================>..] - ETA: 3s - loss: 0.3524 - accuracy: 0.8285
301/316 [===========================>..] - ETA: 3s - loss: 0.3522 - accuracy: 0.8287
302/316 [===========================>..] - ETA: 3s - loss: 0.3521 - accuracy: 0.8288
303/316 [===========================>..] - ETA: 3s - loss: 0.3519 - accuracy: 0.8290
304/316 [===========================>..] - ETA: 2s - loss: 0.3520 - accuracy: 0.8292
305/316 [===========================>..] - ETA: 2s - loss: 0.3528 - accuracy: 0.8293
306/316 [============================>.] - ETA: 2s - loss: 0.3526 - accuracy: 0.8295
307/316 [============================>.] - ETA: 2s - loss: 0.3523 - accuracy: 0.8296
308/316 [============================>.] - ETA: 1s - loss: 0.3519 - accuracy: 0.8300
309/316 [============================>.] - ETA: 1s - loss: 0.3517 - accuracy: 0.8303
310/316 [============================>.] - ETA: 1s - loss: 0.3523 - accuracy: 0.8298
311/316 [============================>.] - ETA: 1s - loss: 0.3522 - accuracy: 0.8300
312/316 [============================>.] - ETA: 0s - loss: 0.3519 - accuracy: 0.8301
313/316 [============================>.] - ETA: 0s - loss: 0.3522 - accuracy: 0.8303
314/316 [============================>.] - ETA: 0s - loss: 0.3519 - accuracy: 0.8302
315/316 [============================>.] - ETA: 0s - loss: 0.3519 - accuracy: 0.8304
316/316 [==============================] - 74s 235ms/step - loss: 0.3521 - accuracy: 0.8302

316/316 [==============================] - 78s 248ms/step - loss: 0.3521 - accuracy: 0.8302 - val_loss: 0.3425 - val_accuracy: 0.8653
Epoch 55/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.4424 - accuracy: 0.8125
  2/316 [..............................] - ETA: 1:00 - loss: 0.4269 - accuracy: 0.7812
  3/316 [..............................] - ETA: 58s - loss: 0.3898 - accuracy: 0.8333 
  4/316 [..............................] - ETA: 1:34 - loss: 0.3910 - accuracy: 0.8438
  5/316 [..............................] - ETA: 1:58 - loss: 0.4004 - accuracy: 0.8500
  6/316 [..............................] - ETA: 1:45 - loss: 0.4174 - accuracy: 0.8646
  7/316 [..............................] - ETA: 1:37 - loss: 0.4029 - accuracy: 0.8661
  8/316 [..............................] - ETA: 1:32 - loss: 0.3921 - accuracy: 0.8750
  9/316 [..............................] - ETA: 1:28 - loss: 0.3792 - accuracy: 0.8750
 10/316 [..............................] - ETA: 1:24 - loss: 0.3761 - accuracy: 0.8687
 11/316 [>.............................] - ETA: 1:21 - loss: 0.3668 - accuracy: 0.8636
 12/316 [>.............................] - ETA: 1:18 - loss: 0.3458 - accuracy: 0.8698
 13/316 [>.............................] - ETA: 1:16 - loss: 0.3397 - accuracy: 0.8702
 14/316 [>.............................] - ETA: 1:14 - loss: 0.3231 - accuracy: 0.8795
 15/316 [>.............................] - ETA: 1:13 - loss: 0.3229 - accuracy: 0.8708
 16/316 [>.............................] - ETA: 1:12 - loss: 0.3307 - accuracy: 0.8711
 17/316 [>.............................] - ETA: 1:11 - loss: 0.3315 - accuracy: 0.8676
 18/316 [>.............................] - ETA: 1:10 - loss: 0.3343 - accuracy: 0.8646
 19/316 [>.............................] - ETA: 1:09 - loss: 0.3305 - accuracy: 0.8684
 20/316 [>.............................] - ETA: 1:08 - loss: 0.3359 - accuracy: 0.8625
 21/316 [>.............................] - ETA: 1:09 - loss: 0.3306 - accuracy: 0.8631
 22/316 [=>............................] - ETA: 1:14 - loss: 0.3323 - accuracy: 0.8636
 23/316 [=>............................] - ETA: 1:15 - loss: 0.3284 - accuracy: 0.8641
 24/316 [=>............................] - ETA: 1:13 - loss: 0.3339 - accuracy: 0.8594
 25/316 [=>............................] - ETA: 1:12 - loss: 0.3404 - accuracy: 0.8600
 26/316 [=>............................] - ETA: 1:12 - loss: 0.3347 - accuracy: 0.8630
 27/316 [=>............................] - ETA: 1:11 - loss: 0.3368 - accuracy: 0.8611
 28/316 [=>............................] - ETA: 1:10 - loss: 0.3432 - accuracy: 0.8571
 29/316 [=>............................] - ETA: 1:09 - loss: 0.3435 - accuracy: 0.8599
 30/316 [=>............................] - ETA: 1:08 - loss: 0.3450 - accuracy: 0.8583
 31/316 [=>............................] - ETA: 1:07 - loss: 0.3462 - accuracy: 0.8548
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.3588 - accuracy: 0.8496
 33/316 [==>...........................] - ETA: 1:06 - loss: 0.3678 - accuracy: 0.8447
 34/316 [==>...........................] - ETA: 1:05 - loss: 0.3690 - accuracy: 0.8419
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3690 - accuracy: 0.8446
 36/316 [==>...........................] - ETA: 1:04 - loss: 0.3625 - accuracy: 0.8490
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3667 - accuracy: 0.8446
 38/316 [==>...........................] - ETA: 1:03 - loss: 0.3633 - accuracy: 0.8470
 39/316 [==>...........................] - ETA: 1:05 - loss: 0.3649 - accuracy: 0.8478
 40/316 [==>...........................] - ETA: 1:08 - loss: 0.3615 - accuracy: 0.8469
 41/316 [==>...........................] - ETA: 1:07 - loss: 0.3651 - accuracy: 0.8430
 42/316 [==>...........................] - ETA: 1:06 - loss: 0.3618 - accuracy: 0.8467
 43/316 [===>..........................] - ETA: 1:06 - loss: 0.3601 - accuracy: 0.8459
 44/316 [===>..........................] - ETA: 1:05 - loss: 0.3586 - accuracy: 0.8466
 45/316 [===>..........................] - ETA: 1:05 - loss: 0.3613 - accuracy: 0.8444
 46/316 [===>..........................] - ETA: 1:04 - loss: 0.3618 - accuracy: 0.8438
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.3633 - accuracy: 0.8418
 48/316 [===>..........................] - ETA: 1:03 - loss: 0.3596 - accuracy: 0.8438
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.3621 - accuracy: 0.8431
 50/316 [===>..........................] - ETA: 1:02 - loss: 0.3578 - accuracy: 0.8462
 51/316 [===>..........................] - ETA: 1:01 - loss: 0.3572 - accuracy: 0.8468
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.3535 - accuracy: 0.8486
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3537 - accuracy: 0.8479
 54/316 [====>.........................] - ETA: 1:00 - loss: 0.3594 - accuracy: 0.8414
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3596 - accuracy: 0.8409
 56/316 [====>.........................] - ETA: 1:01 - loss: 0.3583 - accuracy: 0.8426
 57/316 [====>.........................] - ETA: 1:02 - loss: 0.3603 - accuracy: 0.8399
 58/316 [====>.........................] - ETA: 1:02 - loss: 0.3583 - accuracy: 0.8394
 59/316 [====>.........................] - ETA: 1:01 - loss: 0.3658 - accuracy: 0.8347
 60/316 [====>.........................] - ETA: 1:01 - loss: 0.3682 - accuracy: 0.8333
 61/316 [====>.........................] - ETA: 1:01 - loss: 0.3662 - accuracy: 0.8340
 62/316 [====>.........................] - ETA: 1:00 - loss: 0.3668 - accuracy: 0.8337
 63/316 [====>.........................] - ETA: 1:00 - loss: 0.3690 - accuracy: 0.8313
 64/316 [=====>........................] - ETA: 59s - loss: 0.3702 - accuracy: 0.8301 
 65/316 [=====>........................] - ETA: 59s - loss: 0.3706 - accuracy: 0.8288
 66/316 [=====>........................] - ETA: 58s - loss: 0.3706 - accuracy: 0.8286
 67/316 [=====>........................] - ETA: 58s - loss: 0.3698 - accuracy: 0.8293
 68/316 [=====>........................] - ETA: 58s - loss: 0.3722 - accuracy: 0.8272
 69/316 [=====>........................] - ETA: 57s - loss: 0.3698 - accuracy: 0.8288
 70/316 [=====>........................] - ETA: 57s - loss: 0.3674 - accuracy: 0.8313
 71/316 [=====>........................] - ETA: 56s - loss: 0.3676 - accuracy: 0.8301
 72/316 [=====>........................] - ETA: 56s - loss: 0.3711 - accuracy: 0.8290
 73/316 [=====>........................] - ETA: 56s - loss: 0.3719 - accuracy: 0.8279
 74/316 [======>.......................] - ETA: 57s - loss: 0.3729 - accuracy: 0.8269
 75/316 [======>.......................] - ETA: 57s - loss: 0.3728 - accuracy: 0.8250
 76/316 [======>.......................] - ETA: 57s - loss: 0.3728 - accuracy: 0.8257
 77/316 [======>.......................] - ETA: 56s - loss: 0.3730 - accuracy: 0.8255
 78/316 [======>.......................] - ETA: 56s - loss: 0.3729 - accuracy: 0.8261
 79/316 [======>.......................] - ETA: 56s - loss: 0.3712 - accuracy: 0.8259
 80/316 [======>.......................] - ETA: 55s - loss: 0.3707 - accuracy: 0.8242
 81/316 [======>.......................] - ETA: 55s - loss: 0.3706 - accuracy: 0.8241
 82/316 [======>.......................] - ETA: 55s - loss: 0.3725 - accuracy: 0.8224
 83/316 [======>.......................] - ETA: 54s - loss: 0.3715 - accuracy: 0.8230
 84/316 [======>.......................] - ETA: 54s - loss: 0.3697 - accuracy: 0.8244
 85/316 [=======>......................] - ETA: 53s - loss: 0.3690 - accuracy: 0.8243
 86/316 [=======>......................] - ETA: 53s - loss: 0.3670 - accuracy: 0.8256
 87/316 [=======>......................] - ETA: 53s - loss: 0.3660 - accuracy: 0.8269
 88/316 [=======>......................] - ETA: 52s - loss: 0.3675 - accuracy: 0.8260
 89/316 [=======>......................] - ETA: 52s - loss: 0.3649 - accuracy: 0.8272
 90/316 [=======>......................] - ETA: 52s - loss: 0.3656 - accuracy: 0.8278
 91/316 [=======>......................] - ETA: 52s - loss: 0.3642 - accuracy: 0.8290
 92/316 [=======>......................] - ETA: 53s - loss: 0.3635 - accuracy: 0.8295
 93/316 [=======>......................] - ETA: 53s - loss: 0.3662 - accuracy: 0.8293
 94/316 [=======>......................] - ETA: 52s - loss: 0.3660 - accuracy: 0.8291
 95/316 [========>.....................] - ETA: 52s - loss: 0.3653 - accuracy: 0.8296
 96/316 [========>.....................] - ETA: 52s - loss: 0.3641 - accuracy: 0.8301
 97/316 [========>.....................] - ETA: 51s - loss: 0.3642 - accuracy: 0.8293
 98/316 [========>.....................] - ETA: 51s - loss: 0.3630 - accuracy: 0.8297
 99/316 [========>.....................] - ETA: 51s - loss: 0.3643 - accuracy: 0.8283
100/316 [========>.....................] - ETA: 50s - loss: 0.3677 - accuracy: 0.8275
101/316 [========>.....................] - ETA: 50s - loss: 0.3684 - accuracy: 0.8267
102/316 [========>.....................] - ETA: 50s - loss: 0.3691 - accuracy: 0.8260
103/316 [========>.....................] - ETA: 49s - loss: 0.3686 - accuracy: 0.8258
104/316 [========>.....................] - ETA: 49s - loss: 0.3684 - accuracy: 0.8257
105/316 [========>.....................] - ETA: 49s - loss: 0.3680 - accuracy: 0.8256
106/316 [=========>....................] - ETA: 48s - loss: 0.3689 - accuracy: 0.8249
107/316 [=========>....................] - ETA: 48s - loss: 0.3690 - accuracy: 0.8236
108/316 [=========>....................] - ETA: 48s - loss: 0.3682 - accuracy: 0.8247
109/316 [=========>....................] - ETA: 49s - loss: 0.3663 - accuracy: 0.8263
110/316 [=========>....................] - ETA: 48s - loss: 0.3640 - accuracy: 0.8273
111/316 [=========>....................] - ETA: 48s - loss: 0.3625 - accuracy: 0.8277
112/316 [=========>....................] - ETA: 48s - loss: 0.3617 - accuracy: 0.8287
113/316 [=========>....................] - ETA: 47s - loss: 0.3629 - accuracy: 0.8285
114/316 [=========>....................] - ETA: 47s - loss: 0.3627 - accuracy: 0.8284
115/316 [=========>....................] - ETA: 47s - loss: 0.3617 - accuracy: 0.8277
116/316 [==========>...................] - ETA: 47s - loss: 0.3637 - accuracy: 0.8254
117/316 [==========>...................] - ETA: 46s - loss: 0.3652 - accuracy: 0.8248
118/316 [==========>...................] - ETA: 46s - loss: 0.3638 - accuracy: 0.8257
119/316 [==========>...................] - ETA: 46s - loss: 0.3628 - accuracy: 0.8262
120/316 [==========>...................] - ETA: 45s - loss: 0.3659 - accuracy: 0.8255
121/316 [==========>...................] - ETA: 45s - loss: 0.3643 - accuracy: 0.8264
122/316 [==========>...................] - ETA: 45s - loss: 0.3671 - accuracy: 0.8243
123/316 [==========>...................] - ETA: 44s - loss: 0.3682 - accuracy: 0.8227
124/316 [==========>...................] - ETA: 44s - loss: 0.3694 - accuracy: 0.8216
125/316 [==========>...................] - ETA: 44s - loss: 0.3685 - accuracy: 0.8215
126/316 [==========>...................] - ETA: 44s - loss: 0.3693 - accuracy: 0.8214
127/316 [===========>..................] - ETA: 44s - loss: 0.3682 - accuracy: 0.8223
128/316 [===========>..................] - ETA: 44s - loss: 0.3687 - accuracy: 0.8218
129/316 [===========>..................] - ETA: 44s - loss: 0.3675 - accuracy: 0.8227
130/316 [===========>..................] - ETA: 43s - loss: 0.3674 - accuracy: 0.8231
131/316 [===========>..................] - ETA: 43s - loss: 0.3664 - accuracy: 0.8240
132/316 [===========>..................] - ETA: 43s - loss: 0.3660 - accuracy: 0.8243
133/316 [===========>..................] - ETA: 42s - loss: 0.3652 - accuracy: 0.8247
134/316 [===========>..................] - ETA: 42s - loss: 0.3653 - accuracy: 0.8242
135/316 [===========>..................] - ETA: 42s - loss: 0.3651 - accuracy: 0.8236
136/316 [===========>..................] - ETA: 42s - loss: 0.3654 - accuracy: 0.8231
137/316 [============>.................] - ETA: 41s - loss: 0.3663 - accuracy: 0.8216
138/316 [============>.................] - ETA: 41s - loss: 0.3657 - accuracy: 0.8220
139/316 [============>.................] - ETA: 41s - loss: 0.3649 - accuracy: 0.8224
140/316 [============>.................] - ETA: 40s - loss: 0.3650 - accuracy: 0.8228
141/316 [============>.................] - ETA: 40s - loss: 0.3650 - accuracy: 0.8231
142/316 [============>.................] - ETA: 40s - loss: 0.3652 - accuracy: 0.8235
143/316 [============>.................] - ETA: 40s - loss: 0.3646 - accuracy: 0.8243
144/316 [============>.................] - ETA: 40s - loss: 0.3655 - accuracy: 0.8238
145/316 [============>.................] - ETA: 40s - loss: 0.3648 - accuracy: 0.8237
146/316 [============>.................] - ETA: 40s - loss: 0.3643 - accuracy: 0.8241
147/316 [============>.................] - ETA: 39s - loss: 0.3638 - accuracy: 0.8240
148/316 [=============>................] - ETA: 39s - loss: 0.3636 - accuracy: 0.8239
149/316 [=============>................] - ETA: 39s - loss: 0.3642 - accuracy: 0.8234
150/316 [=============>................] - ETA: 38s - loss: 0.3653 - accuracy: 0.8221
151/316 [=============>................] - ETA: 38s - loss: 0.3642 - accuracy: 0.8228
152/316 [=============>................] - ETA: 38s - loss: 0.3632 - accuracy: 0.8236
153/316 [=============>................] - ETA: 38s - loss: 0.3645 - accuracy: 0.8235
154/316 [=============>................] - ETA: 37s - loss: 0.3662 - accuracy: 0.8222
155/316 [=============>................] - ETA: 37s - loss: 0.3662 - accuracy: 0.8226
156/316 [=============>................] - ETA: 37s - loss: 0.3661 - accuracy: 0.8229
157/316 [=============>................] - ETA: 36s - loss: 0.3658 - accuracy: 0.8229
158/316 [==============>...............] - ETA: 36s - loss: 0.3660 - accuracy: 0.8228
159/316 [==============>...............] - ETA: 36s - loss: 0.3649 - accuracy: 0.8235
160/316 [==============>...............] - ETA: 36s - loss: 0.3658 - accuracy: 0.8223
161/316 [==============>...............] - ETA: 36s - loss: 0.3652 - accuracy: 0.8230
162/316 [==============>...............] - ETA: 36s - loss: 0.3642 - accuracy: 0.8241
163/316 [==============>...............] - ETA: 36s - loss: 0.3642 - accuracy: 0.8240
164/316 [==============>...............] - ETA: 35s - loss: 0.3634 - accuracy: 0.8243
165/316 [==============>...............] - ETA: 35s - loss: 0.3636 - accuracy: 0.8246
166/316 [==============>...............] - ETA: 35s - loss: 0.3630 - accuracy: 0.8245
167/316 [==============>...............] - ETA: 34s - loss: 0.3640 - accuracy: 0.8234
168/316 [==============>...............] - ETA: 34s - loss: 0.3631 - accuracy: 0.8240
169/316 [===============>..............] - ETA: 34s - loss: 0.3639 - accuracy: 0.8236
170/316 [===============>..............] - ETA: 34s - loss: 0.3628 - accuracy: 0.8243
171/316 [===============>..............] - ETA: 33s - loss: 0.3629 - accuracy: 0.8242
172/316 [===============>..............] - ETA: 33s - loss: 0.3622 - accuracy: 0.8245
173/316 [===============>..............] - ETA: 33s - loss: 0.3620 - accuracy: 0.8241
174/316 [===============>..............] - ETA: 33s - loss: 0.3620 - accuracy: 0.8244
175/316 [===============>..............] - ETA: 32s - loss: 0.3619 - accuracy: 0.8243
176/316 [===============>..............] - ETA: 32s - loss: 0.3619 - accuracy: 0.8239
177/316 [===============>..............] - ETA: 32s - loss: 0.3620 - accuracy: 0.8238
178/316 [===============>..............] - ETA: 32s - loss: 0.3613 - accuracy: 0.8241
179/316 [===============>..............] - ETA: 32s - loss: 0.3617 - accuracy: 0.8237
180/316 [================>.............] - ETA: 32s - loss: 0.3621 - accuracy: 0.8233
181/316 [================>.............] - ETA: 32s - loss: 0.3618 - accuracy: 0.8239
182/316 [================>.............] - ETA: 32s - loss: 0.3617 - accuracy: 0.8238
183/316 [================>.............] - ETA: 31s - loss: 0.3625 - accuracy: 0.8238
184/316 [================>.............] - ETA: 31s - loss: 0.3631 - accuracy: 0.8234
185/316 [================>.............] - ETA: 31s - loss: 0.3641 - accuracy: 0.8226
186/316 [================>.............] - ETA: 30s - loss: 0.3638 - accuracy: 0.8226
187/316 [================>.............] - ETA: 30s - loss: 0.3634 - accuracy: 0.8229
188/316 [================>.............] - ETA: 30s - loss: 0.3635 - accuracy: 0.8228
189/316 [================>.............] - ETA: 30s - loss: 0.3631 - accuracy: 0.8228
190/316 [=================>............] - ETA: 29s - loss: 0.3629 - accuracy: 0.8230
191/316 [=================>............] - ETA: 29s - loss: 0.3630 - accuracy: 0.8233
192/316 [=================>............] - ETA: 29s - loss: 0.3628 - accuracy: 0.8239
193/316 [=================>............] - ETA: 29s - loss: 0.3625 - accuracy: 0.8242
194/316 [=================>............] - ETA: 28s - loss: 0.3625 - accuracy: 0.8244
195/316 [=================>............] - ETA: 28s - loss: 0.3623 - accuracy: 0.8244
196/316 [=================>............] - ETA: 28s - loss: 0.3615 - accuracy: 0.8243
197/316 [=================>............] - ETA: 28s - loss: 0.3617 - accuracy: 0.8242
198/316 [=================>............] - ETA: 28s - loss: 0.3619 - accuracy: 0.8235
199/316 [=================>............] - ETA: 27s - loss: 0.3626 - accuracy: 0.8229
200/316 [=================>............] - ETA: 27s - loss: 0.3618 - accuracy: 0.8231
201/316 [==================>...........] - ETA: 27s - loss: 0.3616 - accuracy: 0.8231
202/316 [==================>...........] - ETA: 27s - loss: 0.3620 - accuracy: 0.8224
203/316 [==================>...........] - ETA: 26s - loss: 0.3621 - accuracy: 0.8227
204/316 [==================>...........] - ETA: 26s - loss: 0.3622 - accuracy: 0.8217
205/316 [==================>...........] - ETA: 26s - loss: 0.3620 - accuracy: 0.8216
206/316 [==================>...........] - ETA: 26s - loss: 0.3625 - accuracy: 0.8210
207/316 [==================>...........] - ETA: 25s - loss: 0.3616 - accuracy: 0.8216
208/316 [==================>...........] - ETA: 25s - loss: 0.3611 - accuracy: 0.8221
209/316 [==================>...........] - ETA: 25s - loss: 0.3610 - accuracy: 0.8221
210/316 [==================>...........] - ETA: 25s - loss: 0.3606 - accuracy: 0.8223
211/316 [===================>..........] - ETA: 24s - loss: 0.3598 - accuracy: 0.8226
212/316 [===================>..........] - ETA: 24s - loss: 0.3594 - accuracy: 0.8225
213/316 [===================>..........] - ETA: 24s - loss: 0.3602 - accuracy: 0.8225
214/316 [===================>..........] - ETA: 24s - loss: 0.3599 - accuracy: 0.8230
215/316 [===================>..........] - ETA: 24s - loss: 0.3596 - accuracy: 0.8233
216/316 [===================>..........] - ETA: 23s - loss: 0.3601 - accuracy: 0.8226
217/316 [===================>..........] - ETA: 23s - loss: 0.3601 - accuracy: 0.8229
218/316 [===================>..........] - ETA: 23s - loss: 0.3597 - accuracy: 0.8231
219/316 [===================>..........] - ETA: 23s - loss: 0.3593 - accuracy: 0.8233
220/316 [===================>..........] - ETA: 22s - loss: 0.3587 - accuracy: 0.8233
221/316 [===================>..........] - ETA: 22s - loss: 0.3585 - accuracy: 0.8232
222/316 [====================>.........] - ETA: 22s - loss: 0.3580 - accuracy: 0.8235
223/316 [====================>.........] - ETA: 21s - loss: 0.3571 - accuracy: 0.8237
224/316 [====================>.........] - ETA: 21s - loss: 0.3568 - accuracy: 0.8242
225/316 [====================>.........] - ETA: 21s - loss: 0.3572 - accuracy: 0.8242
226/316 [====================>.........] - ETA: 21s - loss: 0.3571 - accuracy: 0.8241
227/316 [====================>.........] - ETA: 20s - loss: 0.3575 - accuracy: 0.8238
228/316 [====================>.........] - ETA: 20s - loss: 0.3584 - accuracy: 0.8232
229/316 [====================>.........] - ETA: 20s - loss: 0.3581 - accuracy: 0.8231
230/316 [====================>.........] - ETA: 20s - loss: 0.3575 - accuracy: 0.8236
231/316 [====================>.........] - ETA: 20s - loss: 0.3569 - accuracy: 0.8239
232/316 [=====================>........] - ETA: 19s - loss: 0.3571 - accuracy: 0.8238
233/316 [=====================>........] - ETA: 19s - loss: 0.3566 - accuracy: 0.8240
234/316 [=====================>........] - ETA: 19s - loss: 0.3564 - accuracy: 0.8240
235/316 [=====================>........] - ETA: 19s - loss: 0.3562 - accuracy: 0.8237
236/316 [=====================>........] - ETA: 18s - loss: 0.3565 - accuracy: 0.8234
237/316 [=====================>........] - ETA: 18s - loss: 0.3566 - accuracy: 0.8233
238/316 [=====================>........] - ETA: 18s - loss: 0.3561 - accuracy: 0.8238
239/316 [=====================>........] - ETA: 18s - loss: 0.3562 - accuracy: 0.8237
240/316 [=====================>........] - ETA: 17s - loss: 0.3562 - accuracy: 0.8237
241/316 [=====================>........] - ETA: 17s - loss: 0.3561 - accuracy: 0.8237
242/316 [=====================>........] - ETA: 17s - loss: 0.3552 - accuracy: 0.8241
243/316 [======================>.......] - ETA: 17s - loss: 0.3546 - accuracy: 0.8243
244/316 [======================>.......] - ETA: 16s - loss: 0.3545 - accuracy: 0.8243
245/316 [======================>.......] - ETA: 16s - loss: 0.3541 - accuracy: 0.8245
246/316 [======================>.......] - ETA: 16s - loss: 0.3548 - accuracy: 0.8247
247/316 [======================>.......] - ETA: 16s - loss: 0.3545 - accuracy: 0.8249
248/316 [======================>.......] - ETA: 16s - loss: 0.3547 - accuracy: 0.8251
249/316 [======================>.......] - ETA: 15s - loss: 0.3542 - accuracy: 0.8256
250/316 [======================>.......] - ETA: 15s - loss: 0.3538 - accuracy: 0.8257
251/316 [======================>.......] - ETA: 15s - loss: 0.3535 - accuracy: 0.8259
252/316 [======================>.......] - ETA: 15s - loss: 0.3539 - accuracy: 0.8259
253/316 [=======================>......] - ETA: 14s - loss: 0.3543 - accuracy: 0.8253
254/316 [=======================>......] - ETA: 14s - loss: 0.3536 - accuracy: 0.8258
255/316 [=======================>......] - ETA: 14s - loss: 0.3537 - accuracy: 0.8255
256/316 [=======================>......] - ETA: 14s - loss: 0.3533 - accuracy: 0.8257
257/316 [=======================>......] - ETA: 13s - loss: 0.3525 - accuracy: 0.8261
258/316 [=======================>......] - ETA: 13s - loss: 0.3527 - accuracy: 0.8258
259/316 [=======================>......] - ETA: 13s - loss: 0.3529 - accuracy: 0.8255
260/316 [=======================>......] - ETA: 13s - loss: 0.3520 - accuracy: 0.8262
261/316 [=======================>......] - ETA: 12s - loss: 0.3514 - accuracy: 0.8261
262/316 [=======================>......] - ETA: 12s - loss: 0.3510 - accuracy: 0.8266
263/316 [=======================>......] - ETA: 12s - loss: 0.3510 - accuracy: 0.8263
264/316 [========================>.....] - ETA: 12s - loss: 0.3513 - accuracy: 0.8260
265/316 [========================>.....] - ETA: 12s - loss: 0.3509 - accuracy: 0.8267
266/316 [========================>.....] - ETA: 11s - loss: 0.3501 - accuracy: 0.8271
267/316 [========================>.....] - ETA: 11s - loss: 0.3497 - accuracy: 0.8275
268/316 [========================>.....] - ETA: 11s - loss: 0.3495 - accuracy: 0.8277
269/316 [========================>.....] - ETA: 11s - loss: 0.3493 - accuracy: 0.8278
270/316 [========================>.....] - ETA: 10s - loss: 0.3494 - accuracy: 0.8280
271/316 [========================>.....] - ETA: 10s - loss: 0.3502 - accuracy: 0.8282
272/316 [========================>.....] - ETA: 10s - loss: 0.3504 - accuracy: 0.8284
273/316 [========================>.....] - ETA: 10s - loss: 0.3505 - accuracy: 0.8285
274/316 [=========================>....] - ETA: 9s - loss: 0.3504 - accuracy: 0.8289 
275/316 [=========================>....] - ETA: 9s - loss: 0.3501 - accuracy: 0.8289
276/316 [=========================>....] - ETA: 9s - loss: 0.3511 - accuracy: 0.8281
277/316 [=========================>....] - ETA: 9s - loss: 0.3505 - accuracy: 0.8283
278/316 [=========================>....] - ETA: 8s - loss: 0.3506 - accuracy: 0.8280
279/316 [=========================>....] - ETA: 8s - loss: 0.3517 - accuracy: 0.8277
280/316 [=========================>....] - ETA: 8s - loss: 0.3509 - accuracy: 0.8283
281/316 [=========================>....] - ETA: 8s - loss: 0.3506 - accuracy: 0.8287
282/316 [=========================>....] - ETA: 7s - loss: 0.3501 - accuracy: 0.8291
283/316 [=========================>....] - ETA: 7s - loss: 0.3502 - accuracy: 0.8291
284/316 [=========================>....] - ETA: 7s - loss: 0.3507 - accuracy: 0.8286
285/316 [==========================>...] - ETA: 7s - loss: 0.3513 - accuracy: 0.8279
286/316 [==========================>...] - ETA: 7s - loss: 0.3520 - accuracy: 0.8274
287/316 [==========================>...] - ETA: 6s - loss: 0.3521 - accuracy: 0.8275
288/316 [==========================>...] - ETA: 6s - loss: 0.3521 - accuracy: 0.8277
289/316 [==========================>...] - ETA: 6s - loss: 0.3535 - accuracy: 0.8270
290/316 [==========================>...] - ETA: 6s - loss: 0.3538 - accuracy: 0.8267
291/316 [==========================>...] - ETA: 5s - loss: 0.3538 - accuracy: 0.8265
292/316 [==========================>...] - ETA: 5s - loss: 0.3542 - accuracy: 0.8264
293/316 [==========================>...] - ETA: 5s - loss: 0.3545 - accuracy: 0.8264
294/316 [==========================>...] - ETA: 5s - loss: 0.3547 - accuracy: 0.8259
295/316 [===========================>..] - ETA: 4s - loss: 0.3545 - accuracy: 0.8261
296/316 [===========================>..] - ETA: 4s - loss: 0.3540 - accuracy: 0.8264
297/316 [===========================>..] - ETA: 4s - loss: 0.3544 - accuracy: 0.8260
298/316 [===========================>..] - ETA: 4s - loss: 0.3538 - accuracy: 0.8266
299/316 [===========================>..] - ETA: 3s - loss: 0.3536 - accuracy: 0.8265
300/316 [===========================>..] - ETA: 3s - loss: 0.3537 - accuracy: 0.8265
301/316 [===========================>..] - ETA: 3s - loss: 0.3534 - accuracy: 0.8266
302/316 [===========================>..] - ETA: 3s - loss: 0.3531 - accuracy: 0.8266
303/316 [===========================>..] - ETA: 3s - loss: 0.3533 - accuracy: 0.8263
304/316 [===========================>..] - ETA: 2s - loss: 0.3534 - accuracy: 0.8261
305/316 [===========================>..] - ETA: 2s - loss: 0.3538 - accuracy: 0.8256
306/316 [============================>.] - ETA: 2s - loss: 0.3544 - accuracy: 0.8248
307/316 [============================>.] - ETA: 2s - loss: 0.3544 - accuracy: 0.8249
308/316 [============================>.] - ETA: 1s - loss: 0.3544 - accuracy: 0.8249
309/316 [============================>.] - ETA: 1s - loss: 0.3549 - accuracy: 0.8248
310/316 [============================>.] - ETA: 1s - loss: 0.3545 - accuracy: 0.8252
311/316 [============================>.] - ETA: 1s - loss: 0.3542 - accuracy: 0.8254
312/316 [============================>.] - ETA: 0s - loss: 0.3543 - accuracy: 0.8247
313/316 [============================>.] - ETA: 0s - loss: 0.3541 - accuracy: 0.8251
314/316 [============================>.] - ETA: 0s - loss: 0.3544 - accuracy: 0.8250
315/316 [============================>.] - ETA: 0s - loss: 0.3546 - accuracy: 0.8246
316/316 [==============================] - 74s 235ms/step - loss: 0.3551 - accuracy: 0.8242

316/316 [==============================] - 78s 248ms/step - loss: 0.3551 - accuracy: 0.8242 - val_loss: 0.3250 - val_accuracy: 0.8455
Epoch 56/100

  1/316 [..............................] - ETA: 2:58 - loss: 0.4137 - accuracy: 0.7500
  2/316 [..............................] - ETA: 2:39 - loss: 0.3454 - accuracy: 0.8438
  3/316 [..............................] - ETA: 1:47 - loss: 0.3836 - accuracy: 0.7917
  4/316 [..............................] - ETA: 1:30 - loss: 0.3595 - accuracy: 0.8281
  5/316 [..............................] - ETA: 1:22 - loss: 0.3615 - accuracy: 0.8375
  6/316 [..............................] - ETA: 1:18 - loss: 0.3451 - accuracy: 0.8333
  7/316 [..............................] - ETA: 1:14 - loss: 0.3563 - accuracy: 0.8393
  8/316 [..............................] - ETA: 1:12 - loss: 0.3524 - accuracy: 0.8438
  9/316 [..............................] - ETA: 1:10 - loss: 0.3529 - accuracy: 0.8403
 10/316 [..............................] - ETA: 1:08 - loss: 0.3548 - accuracy: 0.8313
 11/316 [>.............................] - ETA: 1:07 - loss: 0.3655 - accuracy: 0.8295
 12/316 [>.............................] - ETA: 1:06 - loss: 0.3530 - accuracy: 0.8385
 13/316 [>.............................] - ETA: 1:05 - loss: 0.3448 - accuracy: 0.8462
 14/316 [>.............................] - ETA: 1:04 - loss: 0.3483 - accuracy: 0.8527
 15/316 [>.............................] - ETA: 1:03 - loss: 0.3549 - accuracy: 0.8417
 16/316 [>.............................] - ETA: 1:03 - loss: 0.3497 - accuracy: 0.8398
 17/316 [>.............................] - ETA: 1:02 - loss: 0.3480 - accuracy: 0.8456
 18/316 [>.............................] - ETA: 1:07 - loss: 0.3446 - accuracy: 0.8403
 19/316 [>.............................] - ETA: 1:14 - loss: 0.3437 - accuracy: 0.8421
 20/316 [>.............................] - ETA: 1:13 - loss: 0.3401 - accuracy: 0.8469
 21/316 [>.............................] - ETA: 1:12 - loss: 0.3537 - accuracy: 0.8452
 22/316 [=>............................] - ETA: 1:10 - loss: 0.3569 - accuracy: 0.8438
 23/316 [=>............................] - ETA: 1:10 - loss: 0.3520 - accuracy: 0.8424
 24/316 [=>............................] - ETA: 1:09 - loss: 0.3525 - accuracy: 0.8411
 25/316 [=>............................] - ETA: 1:08 - loss: 0.3547 - accuracy: 0.8400
 26/316 [=>............................] - ETA: 1:07 - loss: 0.3483 - accuracy: 0.8438
 27/316 [=>............................] - ETA: 1:07 - loss: 0.3442 - accuracy: 0.8449
 28/316 [=>............................] - ETA: 1:06 - loss: 0.3538 - accuracy: 0.8348
 29/316 [=>............................] - ETA: 1:05 - loss: 0.3533 - accuracy: 0.8384
 30/316 [=>............................] - ETA: 1:04 - loss: 0.3524 - accuracy: 0.8417
 31/316 [=>............................] - ETA: 1:04 - loss: 0.3474 - accuracy: 0.8448
 32/316 [==>...........................] - ETA: 1:03 - loss: 0.3486 - accuracy: 0.8438
 33/316 [==>...........................] - ETA: 1:03 - loss: 0.3529 - accuracy: 0.8409
 34/316 [==>...........................] - ETA: 1:02 - loss: 0.3560 - accuracy: 0.8382
 35/316 [==>...........................] - ETA: 1:04 - loss: 0.3529 - accuracy: 0.8393
 36/316 [==>...........................] - ETA: 1:07 - loss: 0.3561 - accuracy: 0.8351
 37/316 [==>...........................] - ETA: 1:07 - loss: 0.3557 - accuracy: 0.8361
 38/316 [==>...........................] - ETA: 1:06 - loss: 0.3543 - accuracy: 0.8388
 39/316 [==>...........................] - ETA: 1:06 - loss: 0.3536 - accuracy: 0.8365
 40/316 [==>...........................] - ETA: 1:05 - loss: 0.3533 - accuracy: 0.8344
 41/316 [==>...........................] - ETA: 1:04 - loss: 0.3525 - accuracy: 0.8338
 42/316 [==>...........................] - ETA: 1:04 - loss: 0.3476 - accuracy: 0.8378
 43/316 [===>..........................] - ETA: 1:03 - loss: 0.3507 - accuracy: 0.8328
 44/316 [===>..........................] - ETA: 1:03 - loss: 0.3507 - accuracy: 0.8310
 45/316 [===>..........................] - ETA: 1:02 - loss: 0.3503 - accuracy: 0.8306
 46/316 [===>..........................] - ETA: 1:02 - loss: 0.3463 - accuracy: 0.8329
 47/316 [===>..........................] - ETA: 1:01 - loss: 0.3490 - accuracy: 0.8324
 48/316 [===>..........................] - ETA: 1:01 - loss: 0.3526 - accuracy: 0.8307
 49/316 [===>..........................] - ETA: 1:00 - loss: 0.3609 - accuracy: 0.8265
 50/316 [===>..........................] - ETA: 1:00 - loss: 0.3606 - accuracy: 0.8288
 51/316 [===>..........................] - ETA: 1:00 - loss: 0.3574 - accuracy: 0.8309
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.3533 - accuracy: 0.8341
 53/316 [====>.........................] - ETA: 1:02 - loss: 0.3566 - accuracy: 0.8325
 54/316 [====>.........................] - ETA: 1:02 - loss: 0.3529 - accuracy: 0.8356
 55/316 [====>.........................] - ETA: 1:02 - loss: 0.3535 - accuracy: 0.8341
 56/316 [====>.........................] - ETA: 1:01 - loss: 0.3501 - accuracy: 0.8371
 57/316 [====>.........................] - ETA: 1:01 - loss: 0.3493 - accuracy: 0.8377
 58/316 [====>.........................] - ETA: 1:00 - loss: 0.3499 - accuracy: 0.8373
 59/316 [====>.........................] - ETA: 1:00 - loss: 0.3500 - accuracy: 0.8358
 60/316 [====>.........................] - ETA: 59s - loss: 0.3483 - accuracy: 0.8375 
 61/316 [====>.........................] - ETA: 59s - loss: 0.3444 - accuracy: 0.8391
 62/316 [====>.........................] - ETA: 59s - loss: 0.3442 - accuracy: 0.8367
 63/316 [====>.........................] - ETA: 58s - loss: 0.3432 - accuracy: 0.8363
 64/316 [=====>........................] - ETA: 58s - loss: 0.3448 - accuracy: 0.8350
 65/316 [=====>........................] - ETA: 59s - loss: 0.3471 - accuracy: 0.8317
 66/316 [=====>........................] - ETA: 1:00 - loss: 0.3470 - accuracy: 0.8314
 67/316 [=====>........................] - ETA: 1:01 - loss: 0.3507 - accuracy: 0.8302
 68/316 [=====>........................] - ETA: 1:01 - loss: 0.3502 - accuracy: 0.8300
 69/316 [=====>........................] - ETA: 1:01 - loss: 0.3560 - accuracy: 0.8288
 70/316 [=====>........................] - ETA: 1:00 - loss: 0.3553 - accuracy: 0.8286
 71/316 [=====>........................] - ETA: 1:00 - loss: 0.3516 - accuracy: 0.8310
 72/316 [=====>........................] - ETA: 59s - loss: 0.3503 - accuracy: 0.8325 
 73/316 [=====>........................] - ETA: 59s - loss: 0.3484 - accuracy: 0.8339
 74/316 [======>.......................] - ETA: 59s - loss: 0.3501 - accuracy: 0.8328
 75/316 [======>.......................] - ETA: 58s - loss: 0.3507 - accuracy: 0.8333
 76/316 [======>.......................] - ETA: 58s - loss: 0.3502 - accuracy: 0.8331
 77/316 [======>.......................] - ETA: 57s - loss: 0.3491 - accuracy: 0.8336
 78/316 [======>.......................] - ETA: 57s - loss: 0.3502 - accuracy: 0.8317
 79/316 [======>.......................] - ETA: 57s - loss: 0.3541 - accuracy: 0.8283
 80/316 [======>.......................] - ETA: 56s - loss: 0.3539 - accuracy: 0.8281
 81/316 [======>.......................] - ETA: 56s - loss: 0.3512 - accuracy: 0.8302
 82/316 [======>.......................] - ETA: 55s - loss: 0.3491 - accuracy: 0.8316
 83/316 [======>.......................] - ETA: 55s - loss: 0.3486 - accuracy: 0.8328
 84/316 [======>.......................] - ETA: 56s - loss: 0.3506 - accuracy: 0.8318
 85/316 [=======>......................] - ETA: 56s - loss: 0.3487 - accuracy: 0.8331
 86/316 [=======>......................] - ETA: 56s - loss: 0.3483 - accuracy: 0.8336
 87/316 [=======>......................] - ETA: 56s - loss: 0.3507 - accuracy: 0.8326
 88/316 [=======>......................] - ETA: 55s - loss: 0.3517 - accuracy: 0.8324
 89/316 [=======>......................] - ETA: 55s - loss: 0.3507 - accuracy: 0.8336
 90/316 [=======>......................] - ETA: 54s - loss: 0.3523 - accuracy: 0.8326
 91/316 [=======>......................] - ETA: 54s - loss: 0.3504 - accuracy: 0.8338
 92/316 [=======>......................] - ETA: 54s - loss: 0.3494 - accuracy: 0.8342
 93/316 [=======>......................] - ETA: 53s - loss: 0.3505 - accuracy: 0.8320
 94/316 [=======>......................] - ETA: 53s - loss: 0.3498 - accuracy: 0.8324
 95/316 [========>.....................] - ETA: 53s - loss: 0.3501 - accuracy: 0.8309
 96/316 [========>.....................] - ETA: 52s - loss: 0.3491 - accuracy: 0.8314
 97/316 [========>.....................] - ETA: 52s - loss: 0.3504 - accuracy: 0.8312
 98/316 [========>.....................] - ETA: 52s - loss: 0.3497 - accuracy: 0.8323
 99/316 [========>.....................] - ETA: 51s - loss: 0.3495 - accuracy: 0.8321
100/316 [========>.....................] - ETA: 51s - loss: 0.3489 - accuracy: 0.8331
101/316 [========>.....................] - ETA: 51s - loss: 0.3488 - accuracy: 0.8329
102/316 [========>.....................] - ETA: 52s - loss: 0.3496 - accuracy: 0.8327
103/316 [========>.....................] - ETA: 51s - loss: 0.3493 - accuracy: 0.8331
104/316 [========>.....................] - ETA: 51s - loss: 0.3517 - accuracy: 0.8317
105/316 [========>.....................] - ETA: 51s - loss: 0.3532 - accuracy: 0.8304
106/316 [=========>....................] - ETA: 50s - loss: 0.3526 - accuracy: 0.8314
107/316 [=========>....................] - ETA: 50s - loss: 0.3535 - accuracy: 0.8306
108/316 [=========>....................] - ETA: 50s - loss: 0.3537 - accuracy: 0.8304
109/316 [=========>....................] - ETA: 49s - loss: 0.3536 - accuracy: 0.8308
110/316 [=========>....................] - ETA: 49s - loss: 0.3527 - accuracy: 0.8313
111/316 [=========>....................] - ETA: 49s - loss: 0.3529 - accuracy: 0.8311
112/316 [=========>....................] - ETA: 48s - loss: 0.3520 - accuracy: 0.8309
113/316 [=========>....................] - ETA: 48s - loss: 0.3522 - accuracy: 0.8302
114/316 [=========>....................] - ETA: 48s - loss: 0.3522 - accuracy: 0.8295
115/316 [=========>....................] - ETA: 47s - loss: 0.3509 - accuracy: 0.8304
116/316 [==========>...................] - ETA: 47s - loss: 0.3526 - accuracy: 0.8303
117/316 [==========>...................] - ETA: 47s - loss: 0.3520 - accuracy: 0.8312
118/316 [==========>...................] - ETA: 47s - loss: 0.3531 - accuracy: 0.8305
119/316 [==========>...................] - ETA: 47s - loss: 0.3530 - accuracy: 0.8304
120/316 [==========>...................] - ETA: 47s - loss: 0.3539 - accuracy: 0.8297
121/316 [==========>...................] - ETA: 47s - loss: 0.3526 - accuracy: 0.8306
122/316 [==========>...................] - ETA: 46s - loss: 0.3510 - accuracy: 0.8320
123/316 [==========>...................] - ETA: 46s - loss: 0.3509 - accuracy: 0.8323
124/316 [==========>...................] - ETA: 46s - loss: 0.3506 - accuracy: 0.8317
125/316 [==========>...................] - ETA: 45s - loss: 0.3494 - accuracy: 0.8330
126/316 [==========>...................] - ETA: 45s - loss: 0.3484 - accuracy: 0.8338
127/316 [===========>..................] - ETA: 45s - loss: 0.3476 - accuracy: 0.8342
128/316 [===========>..................] - ETA: 45s - loss: 0.3479 - accuracy: 0.8340
129/316 [===========>..................] - ETA: 44s - loss: 0.3497 - accuracy: 0.8319
130/316 [===========>..................] - ETA: 44s - loss: 0.3503 - accuracy: 0.8317
131/316 [===========>..................] - ETA: 44s - loss: 0.3490 - accuracy: 0.8321
132/316 [===========>..................] - ETA: 43s - loss: 0.3497 - accuracy: 0.8314
133/316 [===========>..................] - ETA: 43s - loss: 0.3507 - accuracy: 0.8304
134/316 [===========>..................] - ETA: 43s - loss: 0.3506 - accuracy: 0.8302
135/316 [===========>..................] - ETA: 43s - loss: 0.3495 - accuracy: 0.8310
136/316 [===========>..................] - ETA: 43s - loss: 0.3485 - accuracy: 0.8318
137/316 [============>.................] - ETA: 43s - loss: 0.3475 - accuracy: 0.8326
138/316 [============>.................] - ETA: 42s - loss: 0.3466 - accuracy: 0.8333
139/316 [============>.................] - ETA: 42s - loss: 0.3465 - accuracy: 0.8327
140/316 [============>.................] - ETA: 42s - loss: 0.3462 - accuracy: 0.8321
141/316 [============>.................] - ETA: 42s - loss: 0.3455 - accuracy: 0.8324
142/316 [============>.................] - ETA: 41s - loss: 0.3437 - accuracy: 0.8336
143/316 [============>.................] - ETA: 41s - loss: 0.3439 - accuracy: 0.8335
144/316 [============>.................] - ETA: 41s - loss: 0.3437 - accuracy: 0.8333
145/316 [============>.................] - ETA: 40s - loss: 0.3442 - accuracy: 0.8332
146/316 [============>.................] - ETA: 40s - loss: 0.3438 - accuracy: 0.8330
147/316 [============>.................] - ETA: 40s - loss: 0.3442 - accuracy: 0.8333
148/316 [=============>................] - ETA: 39s - loss: 0.3439 - accuracy: 0.8332
149/316 [=============>................] - ETA: 39s - loss: 0.3450 - accuracy: 0.8326
150/316 [=============>................] - ETA: 39s - loss: 0.3444 - accuracy: 0.8333
151/316 [=============>................] - ETA: 39s - loss: 0.3453 - accuracy: 0.8324
152/316 [=============>................] - ETA: 38s - loss: 0.3457 - accuracy: 0.8322
153/316 [=============>................] - ETA: 39s - loss: 0.3454 - accuracy: 0.8321
154/316 [=============>................] - ETA: 39s - loss: 0.3445 - accuracy: 0.8324
155/316 [=============>................] - ETA: 39s - loss: 0.3465 - accuracy: 0.8323
156/316 [=============>................] - ETA: 39s - loss: 0.3461 - accuracy: 0.8329
157/316 [=============>................] - ETA: 38s - loss: 0.3457 - accuracy: 0.8328
158/316 [==============>...............] - ETA: 38s - loss: 0.3452 - accuracy: 0.8331
159/316 [==============>...............] - ETA: 38s - loss: 0.3444 - accuracy: 0.8337
160/316 [==============>...............] - ETA: 37s - loss: 0.3437 - accuracy: 0.8336
161/316 [==============>...............] - ETA: 37s - loss: 0.3431 - accuracy: 0.8339
162/316 [==============>...............] - ETA: 37s - loss: 0.3421 - accuracy: 0.8345
163/316 [==============>...............] - ETA: 37s - loss: 0.3416 - accuracy: 0.8351
164/316 [==============>...............] - ETA: 36s - loss: 0.3415 - accuracy: 0.8350
165/316 [==============>...............] - ETA: 36s - loss: 0.3412 - accuracy: 0.8356
166/316 [==============>...............] - ETA: 36s - loss: 0.3408 - accuracy: 0.8358
167/316 [==============>...............] - ETA: 35s - loss: 0.3411 - accuracy: 0.8353
168/316 [==============>...............] - ETA: 35s - loss: 0.3409 - accuracy: 0.8356
169/316 [===============>..............] - ETA: 35s - loss: 0.3419 - accuracy: 0.8347
170/316 [===============>..............] - ETA: 35s - loss: 0.3418 - accuracy: 0.8346
171/316 [===============>..............] - ETA: 34s - loss: 0.3427 - accuracy: 0.8341
172/316 [===============>..............] - ETA: 34s - loss: 0.3419 - accuracy: 0.8347
173/316 [===============>..............] - ETA: 34s - loss: 0.3424 - accuracy: 0.8338
174/316 [===============>..............] - ETA: 34s - loss: 0.3416 - accuracy: 0.8344
175/316 [===============>..............] - ETA: 34s - loss: 0.3412 - accuracy: 0.8343
176/316 [===============>..............] - ETA: 33s - loss: 0.3407 - accuracy: 0.8345
177/316 [===============>..............] - ETA: 33s - loss: 0.3410 - accuracy: 0.8344
178/316 [===============>..............] - ETA: 33s - loss: 0.3403 - accuracy: 0.8353
179/316 [===============>..............] - ETA: 33s - loss: 0.3398 - accuracy: 0.8355
180/316 [================>.............] - ETA: 32s - loss: 0.3403 - accuracy: 0.8351
181/316 [================>.............] - ETA: 32s - loss: 0.3401 - accuracy: 0.8356
182/316 [================>.............] - ETA: 32s - loss: 0.3403 - accuracy: 0.8355
183/316 [================>.............] - ETA: 31s - loss: 0.3418 - accuracy: 0.8347
184/316 [================>.............] - ETA: 31s - loss: 0.3420 - accuracy: 0.8346
185/316 [================>.............] - ETA: 31s - loss: 0.3414 - accuracy: 0.8348
186/316 [================>.............] - ETA: 31s - loss: 0.3418 - accuracy: 0.8347
187/316 [================>.............] - ETA: 30s - loss: 0.3423 - accuracy: 0.8346
188/316 [================>.............] - ETA: 30s - loss: 0.3428 - accuracy: 0.8341
189/316 [================>.............] - ETA: 30s - loss: 0.3440 - accuracy: 0.8337
190/316 [=================>............] - ETA: 30s - loss: 0.3438 - accuracy: 0.8339
191/316 [=================>............] - ETA: 30s - loss: 0.3435 - accuracy: 0.8341
192/316 [=================>............] - ETA: 30s - loss: 0.3436 - accuracy: 0.8340
193/316 [=================>............] - ETA: 29s - loss: 0.3447 - accuracy: 0.8332
194/316 [=================>............] - ETA: 29s - loss: 0.3439 - accuracy: 0.8341
195/316 [=================>............] - ETA: 29s - loss: 0.3431 - accuracy: 0.8343
196/316 [=================>............] - ETA: 28s - loss: 0.3425 - accuracy: 0.8345
197/316 [=================>............] - ETA: 28s - loss: 0.3418 - accuracy: 0.8350
198/316 [=================>............] - ETA: 28s - loss: 0.3420 - accuracy: 0.8349
199/316 [=================>............] - ETA: 28s - loss: 0.3417 - accuracy: 0.8351
200/316 [=================>............] - ETA: 27s - loss: 0.3428 - accuracy: 0.8341
201/316 [==================>...........] - ETA: 27s - loss: 0.3413 - accuracy: 0.8349
202/316 [==================>...........] - ETA: 27s - loss: 0.3406 - accuracy: 0.8351
203/316 [==================>...........] - ETA: 27s - loss: 0.3411 - accuracy: 0.8347
204/316 [==================>...........] - ETA: 26s - loss: 0.3405 - accuracy: 0.8352
205/316 [==================>...........] - ETA: 26s - loss: 0.3408 - accuracy: 0.8348
206/316 [==================>...........] - ETA: 26s - loss: 0.3401 - accuracy: 0.8350
207/316 [==================>...........] - ETA: 26s - loss: 0.3398 - accuracy: 0.8348
208/316 [==================>...........] - ETA: 26s - loss: 0.3409 - accuracy: 0.8344
209/316 [==================>...........] - ETA: 25s - loss: 0.3406 - accuracy: 0.8346
210/316 [==================>...........] - ETA: 25s - loss: 0.3406 - accuracy: 0.8348
211/316 [===================>..........] - ETA: 25s - loss: 0.3404 - accuracy: 0.8347
212/316 [===================>..........] - ETA: 25s - loss: 0.3406 - accuracy: 0.8349
213/316 [===================>..........] - ETA: 24s - loss: 0.3407 - accuracy: 0.8345
214/316 [===================>..........] - ETA: 24s - loss: 0.3400 - accuracy: 0.8350
215/316 [===================>..........] - ETA: 24s - loss: 0.3392 - accuracy: 0.8358
216/316 [===================>..........] - ETA: 23s - loss: 0.3395 - accuracy: 0.8354
217/316 [===================>..........] - ETA: 23s - loss: 0.3385 - accuracy: 0.8358
218/316 [===================>..........] - ETA: 23s - loss: 0.3399 - accuracy: 0.8354
219/316 [===================>..........] - ETA: 23s - loss: 0.3401 - accuracy: 0.8350
220/316 [===================>..........] - ETA: 22s - loss: 0.3405 - accuracy: 0.8349
221/316 [===================>..........] - ETA: 22s - loss: 0.3409 - accuracy: 0.8348
222/316 [====================>.........] - ETA: 22s - loss: 0.3408 - accuracy: 0.8347
223/316 [====================>.........] - ETA: 22s - loss: 0.3405 - accuracy: 0.8346
224/316 [====================>.........] - ETA: 22s - loss: 0.3409 - accuracy: 0.8340
225/316 [====================>.........] - ETA: 21s - loss: 0.3410 - accuracy: 0.8342
226/316 [====================>.........] - ETA: 21s - loss: 0.3412 - accuracy: 0.8341
227/316 [====================>.........] - ETA: 21s - loss: 0.3406 - accuracy: 0.8345
228/316 [====================>.........] - ETA: 21s - loss: 0.3419 - accuracy: 0.8342
229/316 [====================>.........] - ETA: 20s - loss: 0.3421 - accuracy: 0.8341
230/316 [====================>.........] - ETA: 20s - loss: 0.3418 - accuracy: 0.8348
231/316 [====================>.........] - ETA: 20s - loss: 0.3434 - accuracy: 0.8344
232/316 [=====================>........] - ETA: 20s - loss: 0.3435 - accuracy: 0.8346
233/316 [=====================>........] - ETA: 19s - loss: 0.3435 - accuracy: 0.8345
234/316 [=====================>........] - ETA: 19s - loss: 0.3427 - accuracy: 0.8349
235/316 [=====================>........] - ETA: 19s - loss: 0.3427 - accuracy: 0.8351
236/316 [=====================>........] - ETA: 19s - loss: 0.3433 - accuracy: 0.8347
237/316 [=====================>........] - ETA: 18s - loss: 0.3427 - accuracy: 0.8354
238/316 [=====================>........] - ETA: 18s - loss: 0.3431 - accuracy: 0.8353
239/316 [=====================>........] - ETA: 18s - loss: 0.3434 - accuracy: 0.8355
240/316 [=====================>........] - ETA: 18s - loss: 0.3444 - accuracy: 0.8352
241/316 [=====================>........] - ETA: 17s - loss: 0.3435 - accuracy: 0.8358
242/316 [=====================>........] - ETA: 17s - loss: 0.3433 - accuracy: 0.8357
243/316 [======================>.......] - ETA: 17s - loss: 0.3439 - accuracy: 0.8351
244/316 [======================>.......] - ETA: 17s - loss: 0.3435 - accuracy: 0.8356
245/316 [======================>.......] - ETA: 17s - loss: 0.3441 - accuracy: 0.8352
246/316 [======================>.......] - ETA: 16s - loss: 0.3447 - accuracy: 0.8346
247/316 [======================>.......] - ETA: 16s - loss: 0.3449 - accuracy: 0.8343
248/316 [======================>.......] - ETA: 16s - loss: 0.3452 - accuracy: 0.8334
249/316 [======================>.......] - ETA: 16s - loss: 0.3456 - accuracy: 0.8328
250/316 [======================>.......] - ETA: 15s - loss: 0.3453 - accuracy: 0.8325
251/316 [======================>.......] - ETA: 15s - loss: 0.3451 - accuracy: 0.8324
252/316 [======================>.......] - ETA: 15s - loss: 0.3449 - accuracy: 0.8323
253/316 [=======================>......] - ETA: 15s - loss: 0.3451 - accuracy: 0.8323
254/316 [=======================>......] - ETA: 14s - loss: 0.3452 - accuracy: 0.8322
255/316 [=======================>......] - ETA: 14s - loss: 0.3457 - accuracy: 0.8319
256/316 [=======================>......] - ETA: 14s - loss: 0.3453 - accuracy: 0.8323
257/316 [=======================>......] - ETA: 14s - loss: 0.3454 - accuracy: 0.8322
258/316 [=======================>......] - ETA: 13s - loss: 0.3452 - accuracy: 0.8324
259/316 [=======================>......] - ETA: 13s - loss: 0.3454 - accuracy: 0.8323
260/316 [=======================>......] - ETA: 13s - loss: 0.3453 - accuracy: 0.8325
261/316 [=======================>......] - ETA: 13s - loss: 0.3456 - accuracy: 0.8321
262/316 [=======================>......] - ETA: 12s - loss: 0.3454 - accuracy: 0.8323
263/316 [=======================>......] - ETA: 12s - loss: 0.3456 - accuracy: 0.8325
264/316 [========================>.....] - ETA: 12s - loss: 0.3451 - accuracy: 0.8326
265/316 [========================>.....] - ETA: 12s - loss: 0.3442 - accuracy: 0.8330
266/316 [========================>.....] - ETA: 11s - loss: 0.3439 - accuracy: 0.8332
267/316 [========================>.....] - ETA: 11s - loss: 0.3440 - accuracy: 0.8333
268/316 [========================>.....] - ETA: 11s - loss: 0.3435 - accuracy: 0.8335
269/316 [========================>.....] - ETA: 11s - loss: 0.3433 - accuracy: 0.8339
270/316 [========================>.....] - ETA: 10s - loss: 0.3432 - accuracy: 0.8340
271/316 [========================>.....] - ETA: 10s - loss: 0.3424 - accuracy: 0.8344
272/316 [========================>.....] - ETA: 10s - loss: 0.3417 - accuracy: 0.8348
273/316 [========================>.....] - ETA: 10s - loss: 0.3422 - accuracy: 0.8347
274/316 [=========================>....] - ETA: 9s - loss: 0.3421 - accuracy: 0.8351 
275/316 [=========================>....] - ETA: 9s - loss: 0.3420 - accuracy: 0.8350
276/316 [=========================>....] - ETA: 9s - loss: 0.3418 - accuracy: 0.8351
277/316 [=========================>....] - ETA: 9s - loss: 0.3415 - accuracy: 0.8351
278/316 [=========================>....] - ETA: 9s - loss: 0.3414 - accuracy: 0.8350
279/316 [=========================>....] - ETA: 8s - loss: 0.3420 - accuracy: 0.8345
280/316 [=========================>....] - ETA: 8s - loss: 0.3416 - accuracy: 0.8348
281/316 [=========================>....] - ETA: 8s - loss: 0.3416 - accuracy: 0.8347
282/316 [=========================>....] - ETA: 8s - loss: 0.3445 - accuracy: 0.8336
283/316 [=========================>....] - ETA: 7s - loss: 0.3444 - accuracy: 0.8335
284/316 [=========================>....] - ETA: 7s - loss: 0.3440 - accuracy: 0.8334
285/316 [==========================>...] - ETA: 7s - loss: 0.3446 - accuracy: 0.8333
286/316 [==========================>...] - ETA: 7s - loss: 0.3450 - accuracy: 0.8328
287/316 [==========================>...] - ETA: 6s - loss: 0.3452 - accuracy: 0.8325
288/316 [==========================>...] - ETA: 6s - loss: 0.3447 - accuracy: 0.8329
289/316 [==========================>...] - ETA: 6s - loss: 0.3449 - accuracy: 0.8328
290/316 [==========================>...] - ETA: 6s - loss: 0.3451 - accuracy: 0.8328
291/316 [==========================>...] - ETA: 5s - loss: 0.3448 - accuracy: 0.8329
292/316 [==========================>...] - ETA: 5s - loss: 0.3448 - accuracy: 0.8328
293/316 [==========================>...] - ETA: 5s - loss: 0.3451 - accuracy: 0.8328
294/316 [==========================>...] - ETA: 5s - loss: 0.3447 - accuracy: 0.8331
295/316 [===========================>..] - ETA: 5s - loss: 0.3448 - accuracy: 0.8331
296/316 [===========================>..] - ETA: 4s - loss: 0.3457 - accuracy: 0.8323
297/316 [===========================>..] - ETA: 4s - loss: 0.3455 - accuracy: 0.8323
298/316 [===========================>..] - ETA: 4s - loss: 0.3464 - accuracy: 0.8324
299/316 [===========================>..] - ETA: 4s - loss: 0.3458 - accuracy: 0.8328
300/316 [===========================>..] - ETA: 3s - loss: 0.3459 - accuracy: 0.8329
301/316 [===========================>..] - ETA: 3s - loss: 0.3462 - accuracy: 0.8331
302/316 [===========================>..] - ETA: 3s - loss: 0.3460 - accuracy: 0.8332
303/316 [===========================>..] - ETA: 3s - loss: 0.3455 - accuracy: 0.8333
304/316 [===========================>..] - ETA: 2s - loss: 0.3451 - accuracy: 0.8335
305/316 [===========================>..] - ETA: 2s - loss: 0.3450 - accuracy: 0.8336
306/316 [============================>.] - ETA: 2s - loss: 0.3453 - accuracy: 0.8335
307/316 [============================>.] - ETA: 2s - loss: 0.3445 - accuracy: 0.8341
308/316 [============================>.] - ETA: 1s - loss: 0.3444 - accuracy: 0.8342
309/316 [============================>.] - ETA: 1s - loss: 0.3446 - accuracy: 0.8339
310/316 [============================>.] - ETA: 1s - loss: 0.3452 - accuracy: 0.8339
311/316 [============================>.] - ETA: 1s - loss: 0.3454 - accuracy: 0.8332
312/316 [============================>.] - ETA: 0s - loss: 0.3455 - accuracy: 0.8331
313/316 [============================>.] - ETA: 0s - loss: 0.3456 - accuracy: 0.8333
314/316 [============================>.] - ETA: 0s - loss: 0.3454 - accuracy: 0.8336
315/316 [============================>.] - ETA: 0s - loss: 0.3451 - accuracy: 0.8337
316/316 [==============================] - 76s 238ms/step - loss: 0.3457 - accuracy: 0.8333

316/316 [==============================] - 80s 252ms/step - loss: 0.3457 - accuracy: 0.8333 - val_loss: 0.3914 - val_accuracy: 0.7964
Epoch 57/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.3922 - accuracy: 0.9375
  2/316 [..............................] - ETA: 1:04 - loss: 0.4271 - accuracy: 0.8125
  3/316 [..............................] - ETA: 1:00 - loss: 0.4937 - accuracy: 0.7708
  4/316 [..............................] - ETA: 1:01 - loss: 0.4345 - accuracy: 0.7969
  5/316 [..............................] - ETA: 1:00 - loss: 0.4248 - accuracy: 0.8000
  6/316 [..............................] - ETA: 59s - loss: 0.4218 - accuracy: 0.7917 
  7/316 [..............................] - ETA: 59s - loss: 0.4316 - accuracy: 0.7946
  8/316 [..............................] - ETA: 58s - loss: 0.4298 - accuracy: 0.7891
  9/316 [..............................] - ETA: 58s - loss: 0.4049 - accuracy: 0.7986
 10/316 [..............................] - ETA: 1:11 - loss: 0.3929 - accuracy: 0.8000
 11/316 [>.............................] - ETA: 1:21 - loss: 0.3927 - accuracy: 0.8011
 12/316 [>.............................] - ETA: 1:18 - loss: 0.3866 - accuracy: 0.7969
 13/316 [>.............................] - ETA: 1:17 - loss: 0.4051 - accuracy: 0.7885
 14/316 [>.............................] - ETA: 1:15 - loss: 0.4148 - accuracy: 0.7857
 15/316 [>.............................] - ETA: 1:14 - loss: 0.4112 - accuracy: 0.7917
 16/316 [>.............................] - ETA: 1:12 - loss: 0.4119 - accuracy: 0.7930
 17/316 [>.............................] - ETA: 1:11 - loss: 0.4010 - accuracy: 0.7978
 18/316 [>.............................] - ETA: 1:10 - loss: 0.4095 - accuracy: 0.7882
 19/316 [>.............................] - ETA: 1:09 - loss: 0.4007 - accuracy: 0.7928
 20/316 [>.............................] - ETA: 1:08 - loss: 0.3859 - accuracy: 0.8031
 21/316 [>.............................] - ETA: 1:07 - loss: 0.3971 - accuracy: 0.7887
 22/316 [=>............................] - ETA: 1:06 - loss: 0.4007 - accuracy: 0.7869
 23/316 [=>............................] - ETA: 1:06 - loss: 0.3903 - accuracy: 0.7962
 24/316 [=>............................] - ETA: 1:05 - loss: 0.3848 - accuracy: 0.8021
 25/316 [=>............................] - ETA: 1:04 - loss: 0.3829 - accuracy: 0.8050
 26/316 [=>............................] - ETA: 1:04 - loss: 0.3801 - accuracy: 0.8053
 27/316 [=>............................] - ETA: 1:06 - loss: 0.3795 - accuracy: 0.8009
 28/316 [=>............................] - ETA: 1:09 - loss: 0.3828 - accuracy: 0.7969
 29/316 [=>............................] - ETA: 1:09 - loss: 0.3726 - accuracy: 0.8039
 30/316 [=>............................] - ETA: 1:08 - loss: 0.3682 - accuracy: 0.8104
 31/316 [=>............................] - ETA: 1:08 - loss: 0.3665 - accuracy: 0.8085
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.3652 - accuracy: 0.8066
 33/316 [==>...........................] - ETA: 1:07 - loss: 0.3621 - accuracy: 0.8087
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3639 - accuracy: 0.8070
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3639 - accuracy: 0.8036
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.3666 - accuracy: 0.8038
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3622 - accuracy: 0.8074
 38/316 [==>...........................] - ETA: 1:03 - loss: 0.3614 - accuracy: 0.8076
 39/316 [==>...........................] - ETA: 1:04 - loss: 0.3594 - accuracy: 0.8109
 40/316 [==>...........................] - ETA: 1:06 - loss: 0.3596 - accuracy: 0.8094
 41/316 [==>...........................] - ETA: 1:08 - loss: 0.3566 - accuracy: 0.8125
 42/316 [==>...........................] - ETA: 1:10 - loss: 0.3537 - accuracy: 0.8140
 43/316 [===>..........................] - ETA: 1:10 - loss: 0.3513 - accuracy: 0.8154
 44/316 [===>..........................] - ETA: 1:09 - loss: 0.3507 - accuracy: 0.8168
 45/316 [===>..........................] - ETA: 1:09 - loss: 0.3498 - accuracy: 0.8153
 46/316 [===>..........................] - ETA: 1:08 - loss: 0.3492 - accuracy: 0.8152
 47/316 [===>..........................] - ETA: 1:07 - loss: 0.3500 - accuracy: 0.8165
 48/316 [===>..........................] - ETA: 1:07 - loss: 0.3530 - accuracy: 0.8151
 49/316 [===>..........................] - ETA: 1:06 - loss: 0.3522 - accuracy: 0.8163
 50/316 [===>..........................] - ETA: 1:06 - loss: 0.3525 - accuracy: 0.8150
 51/316 [===>..........................] - ETA: 1:05 - loss: 0.3492 - accuracy: 0.8186
 52/316 [===>..........................] - ETA: 1:04 - loss: 0.3487 - accuracy: 0.8197
 53/316 [====>.........................] - ETA: 1:04 - loss: 0.3461 - accuracy: 0.8219
 54/316 [====>.........................] - ETA: 1:03 - loss: 0.3482 - accuracy: 0.8206
 55/316 [====>.........................] - ETA: 1:03 - loss: 0.3483 - accuracy: 0.8205
 56/316 [====>.........................] - ETA: 1:02 - loss: 0.3480 - accuracy: 0.8203
 57/316 [====>.........................] - ETA: 1:02 - loss: 0.3474 - accuracy: 0.8213
 58/316 [====>.........................] - ETA: 1:02 - loss: 0.3467 - accuracy: 0.8211
 59/316 [====>.........................] - ETA: 1:03 - loss: 0.3450 - accuracy: 0.8231
 60/316 [====>.........................] - ETA: 1:04 - loss: 0.3451 - accuracy: 0.8240
 61/316 [====>.........................] - ETA: 1:03 - loss: 0.3500 - accuracy: 0.8238
 62/316 [====>.........................] - ETA: 1:03 - loss: 0.3495 - accuracy: 0.8236
 63/316 [====>.........................] - ETA: 1:02 - loss: 0.3516 - accuracy: 0.8214
 64/316 [=====>........................] - ETA: 1:02 - loss: 0.3490 - accuracy: 0.8232
 65/316 [=====>........................] - ETA: 1:01 - loss: 0.3486 - accuracy: 0.8240
 66/316 [=====>........................] - ETA: 1:01 - loss: 0.3475 - accuracy: 0.8239
 67/316 [=====>........................] - ETA: 1:00 - loss: 0.3436 - accuracy: 0.8265
 68/316 [=====>........................] - ETA: 1:00 - loss: 0.3435 - accuracy: 0.8263
 69/316 [=====>........................] - ETA: 1:00 - loss: 0.3436 - accuracy: 0.8270
 70/316 [=====>........................] - ETA: 59s - loss: 0.3425 - accuracy: 0.8277 
 71/316 [=====>........................] - ETA: 59s - loss: 0.3412 - accuracy: 0.8292
 72/316 [=====>........................] - ETA: 58s - loss: 0.3408 - accuracy: 0.8299
 73/316 [=====>........................] - ETA: 58s - loss: 0.3402 - accuracy: 0.8305
 74/316 [======>.......................] - ETA: 57s - loss: 0.3388 - accuracy: 0.8311
 75/316 [======>.......................] - ETA: 57s - loss: 0.3363 - accuracy: 0.8325
 76/316 [======>.......................] - ETA: 58s - loss: 0.3348 - accuracy: 0.8331
 77/316 [======>.......................] - ETA: 59s - loss: 0.3340 - accuracy: 0.8336
 78/316 [======>.......................] - ETA: 58s - loss: 0.3363 - accuracy: 0.8325
 79/316 [======>.......................] - ETA: 58s - loss: 0.3347 - accuracy: 0.8339
 80/316 [======>.......................] - ETA: 57s - loss: 0.3336 - accuracy: 0.8344
 81/316 [======>.......................] - ETA: 57s - loss: 0.3333 - accuracy: 0.8333
 82/316 [======>.......................] - ETA: 57s - loss: 0.3321 - accuracy: 0.8346
 83/316 [======>.......................] - ETA: 56s - loss: 0.3333 - accuracy: 0.8343
 84/316 [======>.......................] - ETA: 56s - loss: 0.3321 - accuracy: 0.8356
 85/316 [=======>......................] - ETA: 55s - loss: 0.3306 - accuracy: 0.8360
 86/316 [=======>......................] - ETA: 55s - loss: 0.3290 - accuracy: 0.8372
 87/316 [=======>......................] - ETA: 55s - loss: 0.3312 - accuracy: 0.8348
 88/316 [=======>......................] - ETA: 54s - loss: 0.3312 - accuracy: 0.8345
 89/316 [=======>......................] - ETA: 54s - loss: 0.3336 - accuracy: 0.8329
 90/316 [=======>......................] - ETA: 54s - loss: 0.3339 - accuracy: 0.8326
 91/316 [=======>......................] - ETA: 53s - loss: 0.3315 - accuracy: 0.8338
 92/316 [=======>......................] - ETA: 53s - loss: 0.3322 - accuracy: 0.8322
 93/316 [=======>......................] - ETA: 53s - loss: 0.3311 - accuracy: 0.8320
 94/316 [=======>......................] - ETA: 54s - loss: 0.3312 - accuracy: 0.8311
 95/316 [========>.....................] - ETA: 54s - loss: 0.3311 - accuracy: 0.8296
 96/316 [========>.....................] - ETA: 53s - loss: 0.3287 - accuracy: 0.8314
 97/316 [========>.....................] - ETA: 53s - loss: 0.3270 - accuracy: 0.8331
 98/316 [========>.....................] - ETA: 52s - loss: 0.3274 - accuracy: 0.8323
 99/316 [========>.....................] - ETA: 52s - loss: 0.3280 - accuracy: 0.8321
100/316 [========>.....................] - ETA: 52s - loss: 0.3284 - accuracy: 0.8313
101/316 [========>.....................] - ETA: 51s - loss: 0.3293 - accuracy: 0.8317
102/316 [========>.....................] - ETA: 51s - loss: 0.3291 - accuracy: 0.8321
103/316 [========>.....................] - ETA: 51s - loss: 0.3306 - accuracy: 0.8307
104/316 [========>.....................] - ETA: 50s - loss: 0.3301 - accuracy: 0.8311
105/316 [========>.....................] - ETA: 50s - loss: 0.3286 - accuracy: 0.8315
106/316 [=========>....................] - ETA: 50s - loss: 0.3282 - accuracy: 0.8320
107/316 [=========>....................] - ETA: 49s - loss: 0.3293 - accuracy: 0.8306
108/316 [=========>....................] - ETA: 49s - loss: 0.3281 - accuracy: 0.8316
109/316 [=========>....................] - ETA: 49s - loss: 0.3263 - accuracy: 0.8326
110/316 [=========>....................] - ETA: 49s - loss: 0.3242 - accuracy: 0.8341
111/316 [=========>....................] - ETA: 49s - loss: 0.3234 - accuracy: 0.8339
112/316 [=========>....................] - ETA: 49s - loss: 0.3239 - accuracy: 0.8331
113/316 [=========>....................] - ETA: 49s - loss: 0.3238 - accuracy: 0.8324
114/316 [=========>....................] - ETA: 48s - loss: 0.3231 - accuracy: 0.8333
115/316 [=========>....................] - ETA: 48s - loss: 0.3239 - accuracy: 0.8337
116/316 [==========>...................] - ETA: 48s - loss: 0.3233 - accuracy: 0.8341
117/316 [==========>...................] - ETA: 47s - loss: 0.3230 - accuracy: 0.8333
118/316 [==========>...................] - ETA: 47s - loss: 0.3240 - accuracy: 0.8321
119/316 [==========>...................] - ETA: 47s - loss: 0.3261 - accuracy: 0.8319
120/316 [==========>...................] - ETA: 46s - loss: 0.3270 - accuracy: 0.8318
121/316 [==========>...................] - ETA: 46s - loss: 0.3282 - accuracy: 0.8316
122/316 [==========>...................] - ETA: 46s - loss: 0.3283 - accuracy: 0.8315
123/316 [==========>...................] - ETA: 45s - loss: 0.3272 - accuracy: 0.8323
124/316 [==========>...................] - ETA: 45s - loss: 0.3257 - accuracy: 0.8337
125/316 [==========>...................] - ETA: 45s - loss: 0.3273 - accuracy: 0.8330
126/316 [==========>...................] - ETA: 45s - loss: 0.3280 - accuracy: 0.8323
127/316 [===========>..................] - ETA: 44s - loss: 0.3277 - accuracy: 0.8322
128/316 [===========>..................] - ETA: 45s - loss: 0.3270 - accuracy: 0.8325
129/316 [===========>..................] - ETA: 45s - loss: 0.3303 - accuracy: 0.8314
130/316 [===========>..................] - ETA: 44s - loss: 0.3287 - accuracy: 0.8327
131/316 [===========>..................] - ETA: 44s - loss: 0.3293 - accuracy: 0.8321
132/316 [===========>..................] - ETA: 44s - loss: 0.3288 - accuracy: 0.8324
133/316 [===========>..................] - ETA: 43s - loss: 0.3280 - accuracy: 0.8332
134/316 [===========>..................] - ETA: 43s - loss: 0.3269 - accuracy: 0.8340
135/316 [===========>..................] - ETA: 43s - loss: 0.3287 - accuracy: 0.8333
136/316 [===========>..................] - ETA: 43s - loss: 0.3282 - accuracy: 0.8332
137/316 [============>.................] - ETA: 42s - loss: 0.3293 - accuracy: 0.8326
138/316 [============>.................] - ETA: 42s - loss: 0.3293 - accuracy: 0.8320
139/316 [============>.................] - ETA: 42s - loss: 0.3289 - accuracy: 0.8327
140/316 [============>.................] - ETA: 41s - loss: 0.3286 - accuracy: 0.8330
141/316 [============>.................] - ETA: 41s - loss: 0.3292 - accuracy: 0.8329
142/316 [============>.................] - ETA: 41s - loss: 0.3285 - accuracy: 0.8336
143/316 [============>.................] - ETA: 40s - loss: 0.3279 - accuracy: 0.8344
144/316 [============>.................] - ETA: 40s - loss: 0.3280 - accuracy: 0.8342
145/316 [============>.................] - ETA: 40s - loss: 0.3277 - accuracy: 0.8345
146/316 [============>.................] - ETA: 40s - loss: 0.3276 - accuracy: 0.8343
147/316 [============>.................] - ETA: 40s - loss: 0.3273 - accuracy: 0.8350
148/316 [=============>................] - ETA: 40s - loss: 0.3271 - accuracy: 0.8353
149/316 [=============>................] - ETA: 40s - loss: 0.3265 - accuracy: 0.8360
150/316 [=============>................] - ETA: 39s - loss: 0.3263 - accuracy: 0.8363
151/316 [=============>................] - ETA: 39s - loss: 0.3254 - accuracy: 0.8369
152/316 [=============>................] - ETA: 39s - loss: 0.3254 - accuracy: 0.8368
153/316 [=============>................] - ETA: 38s - loss: 0.3252 - accuracy: 0.8370
154/316 [=============>................] - ETA: 38s - loss: 0.3250 - accuracy: 0.8369
155/316 [=============>................] - ETA: 38s - loss: 0.3260 - accuracy: 0.8367
156/316 [=============>................] - ETA: 38s - loss: 0.3256 - accuracy: 0.8373
157/316 [=============>................] - ETA: 37s - loss: 0.3280 - accuracy: 0.8364
158/316 [==============>...............] - ETA: 37s - loss: 0.3279 - accuracy: 0.8362
159/316 [==============>...............] - ETA: 37s - loss: 0.3287 - accuracy: 0.8349
160/316 [==============>...............] - ETA: 36s - loss: 0.3288 - accuracy: 0.8352
161/316 [==============>...............] - ETA: 36s - loss: 0.3308 - accuracy: 0.8342
162/316 [==============>...............] - ETA: 36s - loss: 0.3350 - accuracy: 0.8329
163/316 [==============>...............] - ETA: 36s - loss: 0.3359 - accuracy: 0.8324
164/316 [==============>...............] - ETA: 36s - loss: 0.3359 - accuracy: 0.8319
165/316 [==============>...............] - ETA: 36s - loss: 0.3374 - accuracy: 0.8311
166/316 [==============>...............] - ETA: 35s - loss: 0.3368 - accuracy: 0.8317
167/316 [==============>...............] - ETA: 35s - loss: 0.3366 - accuracy: 0.8320
168/316 [==============>...............] - ETA: 35s - loss: 0.3356 - accuracy: 0.8326
169/316 [===============>..............] - ETA: 35s - loss: 0.3359 - accuracy: 0.8321
170/316 [===============>..............] - ETA: 34s - loss: 0.3360 - accuracy: 0.8320
171/316 [===============>..............] - ETA: 34s - loss: 0.3361 - accuracy: 0.8319
172/316 [===============>..............] - ETA: 34s - loss: 0.3357 - accuracy: 0.8321
173/316 [===============>..............] - ETA: 34s - loss: 0.3373 - accuracy: 0.8313
174/316 [===============>..............] - ETA: 33s - loss: 0.3362 - accuracy: 0.8323
175/316 [===============>..............] - ETA: 33s - loss: 0.3358 - accuracy: 0.8329
176/316 [===============>..............] - ETA: 33s - loss: 0.3360 - accuracy: 0.8320
177/316 [===============>..............] - ETA: 32s - loss: 0.3358 - accuracy: 0.8323
178/316 [===============>..............] - ETA: 32s - loss: 0.3357 - accuracy: 0.8325
179/316 [===============>..............] - ETA: 32s - loss: 0.3354 - accuracy: 0.8321
180/316 [================>.............] - ETA: 32s - loss: 0.3353 - accuracy: 0.8323
181/316 [================>.............] - ETA: 32s - loss: 0.3363 - accuracy: 0.8318
182/316 [================>.............] - ETA: 32s - loss: 0.3358 - accuracy: 0.8321
183/316 [================>.............] - ETA: 31s - loss: 0.3352 - accuracy: 0.8327
184/316 [================>.............] - ETA: 31s - loss: 0.3369 - accuracy: 0.8319
185/316 [================>.............] - ETA: 31s - loss: 0.3365 - accuracy: 0.8324
186/316 [================>.............] - ETA: 31s - loss: 0.3380 - accuracy: 0.8317
187/316 [================>.............] - ETA: 30s - loss: 0.3379 - accuracy: 0.8319
188/316 [================>.............] - ETA: 30s - loss: 0.3373 - accuracy: 0.8328
189/316 [================>.............] - ETA: 30s - loss: 0.3374 - accuracy: 0.8327
190/316 [=================>............] - ETA: 29s - loss: 0.3382 - accuracy: 0.8322
191/316 [=================>............] - ETA: 29s - loss: 0.3387 - accuracy: 0.8318
192/316 [=================>............] - ETA: 29s - loss: 0.3390 - accuracy: 0.8311
193/316 [=================>............] - ETA: 29s - loss: 0.3390 - accuracy: 0.8306
194/316 [=================>............] - ETA: 28s - loss: 0.3377 - accuracy: 0.8315
195/316 [=================>............] - ETA: 28s - loss: 0.3379 - accuracy: 0.8311
196/316 [=================>............] - ETA: 28s - loss: 0.3380 - accuracy: 0.8307
197/316 [=================>............] - ETA: 28s - loss: 0.3382 - accuracy: 0.8312
198/316 [=================>............] - ETA: 28s - loss: 0.3382 - accuracy: 0.8314
199/316 [=================>............] - ETA: 28s - loss: 0.3383 - accuracy: 0.8313
200/316 [=================>............] - ETA: 27s - loss: 0.3382 - accuracy: 0.8313
201/316 [==================>...........] - ETA: 27s - loss: 0.3384 - accuracy: 0.8308
202/316 [==================>...........] - ETA: 27s - loss: 0.3377 - accuracy: 0.8314
203/316 [==================>...........] - ETA: 26s - loss: 0.3372 - accuracy: 0.8319
204/316 [==================>...........] - ETA: 26s - loss: 0.3382 - accuracy: 0.8303
205/316 [==================>...........] - ETA: 26s - loss: 0.3380 - accuracy: 0.8302
206/316 [==================>...........] - ETA: 26s - loss: 0.3385 - accuracy: 0.8298
207/316 [==================>...........] - ETA: 25s - loss: 0.3384 - accuracy: 0.8294
208/316 [==================>...........] - ETA: 25s - loss: 0.3381 - accuracy: 0.8299
209/316 [==================>...........] - ETA: 25s - loss: 0.3384 - accuracy: 0.8301
210/316 [==================>...........] - ETA: 25s - loss: 0.3389 - accuracy: 0.8301
211/316 [===================>..........] - ETA: 24s - loss: 0.3396 - accuracy: 0.8294
212/316 [===================>..........] - ETA: 24s - loss: 0.3399 - accuracy: 0.8290
213/316 [===================>..........] - ETA: 24s - loss: 0.3401 - accuracy: 0.8286
214/316 [===================>..........] - ETA: 24s - loss: 0.3403 - accuracy: 0.8286
215/316 [===================>..........] - ETA: 24s - loss: 0.3396 - accuracy: 0.8288
216/316 [===================>..........] - ETA: 23s - loss: 0.3390 - accuracy: 0.8296
217/316 [===================>..........] - ETA: 23s - loss: 0.3388 - accuracy: 0.8298
218/316 [===================>..........] - ETA: 23s - loss: 0.3386 - accuracy: 0.8297
219/316 [===================>..........] - ETA: 23s - loss: 0.3385 - accuracy: 0.8296
220/316 [===================>..........] - ETA: 22s - loss: 0.3381 - accuracy: 0.8301
221/316 [===================>..........] - ETA: 22s - loss: 0.3382 - accuracy: 0.8300
222/316 [====================>.........] - ETA: 22s - loss: 0.3386 - accuracy: 0.8297
223/316 [====================>.........] - ETA: 22s - loss: 0.3390 - accuracy: 0.8293
224/316 [====================>.........] - ETA: 21s - loss: 0.3398 - accuracy: 0.8292
225/316 [====================>.........] - ETA: 21s - loss: 0.3392 - accuracy: 0.8297
226/316 [====================>.........] - ETA: 21s - loss: 0.3390 - accuracy: 0.8299
227/316 [====================>.........] - ETA: 21s - loss: 0.3400 - accuracy: 0.8293
228/316 [====================>.........] - ETA: 20s - loss: 0.3402 - accuracy: 0.8295
229/316 [====================>.........] - ETA: 20s - loss: 0.3400 - accuracy: 0.8300
230/316 [====================>.........] - ETA: 20s - loss: 0.3396 - accuracy: 0.8302
231/316 [====================>.........] - ETA: 20s - loss: 0.3386 - accuracy: 0.8309
232/316 [=====================>........] - ETA: 20s - loss: 0.3400 - accuracy: 0.8305
233/316 [=====================>........] - ETA: 19s - loss: 0.3394 - accuracy: 0.8313
234/316 [=====================>........] - ETA: 19s - loss: 0.3392 - accuracy: 0.8315
235/316 [=====================>........] - ETA: 19s - loss: 0.3386 - accuracy: 0.8319
236/316 [=====================>........] - ETA: 19s - loss: 0.3388 - accuracy: 0.8318
237/316 [=====================>........] - ETA: 18s - loss: 0.3389 - accuracy: 0.8323
238/316 [=====================>........] - ETA: 18s - loss: 0.3386 - accuracy: 0.8325
239/316 [=====================>........] - ETA: 18s - loss: 0.3386 - accuracy: 0.8324
240/316 [=====================>........] - ETA: 18s - loss: 0.3384 - accuracy: 0.8326
241/316 [=====================>........] - ETA: 17s - loss: 0.3381 - accuracy: 0.8327
242/316 [=====================>........] - ETA: 17s - loss: 0.3374 - accuracy: 0.8332
243/316 [======================>.......] - ETA: 17s - loss: 0.3373 - accuracy: 0.8333
244/316 [======================>.......] - ETA: 17s - loss: 0.3369 - accuracy: 0.8335
245/316 [======================>.......] - ETA: 16s - loss: 0.3360 - accuracy: 0.8342
246/316 [======================>.......] - ETA: 16s - loss: 0.3367 - accuracy: 0.8338
247/316 [======================>.......] - ETA: 16s - loss: 0.3364 - accuracy: 0.8343
248/316 [======================>.......] - ETA: 16s - loss: 0.3364 - accuracy: 0.8342
249/316 [======================>.......] - ETA: 15s - loss: 0.3360 - accuracy: 0.8346
250/316 [======================>.......] - ETA: 15s - loss: 0.3354 - accuracy: 0.8350
251/316 [======================>.......] - ETA: 15s - loss: 0.3358 - accuracy: 0.8349
252/316 [======================>.......] - ETA: 15s - loss: 0.3356 - accuracy: 0.8348
253/316 [=======================>......] - ETA: 14s - loss: 0.3347 - accuracy: 0.8352
254/316 [=======================>......] - ETA: 14s - loss: 0.3340 - accuracy: 0.8356
255/316 [=======================>......] - ETA: 14s - loss: 0.3339 - accuracy: 0.8355
256/316 [=======================>......] - ETA: 14s - loss: 0.3335 - accuracy: 0.8357
257/316 [=======================>......] - ETA: 13s - loss: 0.3339 - accuracy: 0.8358
258/316 [=======================>......] - ETA: 13s - loss: 0.3343 - accuracy: 0.8355
259/316 [=======================>......] - ETA: 13s - loss: 0.3338 - accuracy: 0.8359
260/316 [=======================>......] - ETA: 13s - loss: 0.3332 - accuracy: 0.8363
261/316 [=======================>......] - ETA: 13s - loss: 0.3338 - accuracy: 0.8360
262/316 [=======================>......] - ETA: 12s - loss: 0.3335 - accuracy: 0.8361
263/316 [=======================>......] - ETA: 12s - loss: 0.3336 - accuracy: 0.8360
264/316 [========================>.....] - ETA: 12s - loss: 0.3337 - accuracy: 0.8355
265/316 [========================>.....] - ETA: 12s - loss: 0.3334 - accuracy: 0.8354
266/316 [========================>.....] - ETA: 11s - loss: 0.3341 - accuracy: 0.8353
267/316 [========================>.....] - ETA: 11s - loss: 0.3356 - accuracy: 0.8347
268/316 [========================>.....] - ETA: 11s - loss: 0.3356 - accuracy: 0.8347
269/316 [========================>.....] - ETA: 11s - loss: 0.3355 - accuracy: 0.8350
270/316 [========================>.....] - ETA: 10s - loss: 0.3358 - accuracy: 0.8345
271/316 [========================>.....] - ETA: 10s - loss: 0.3364 - accuracy: 0.8339
272/316 [========================>.....] - ETA: 10s - loss: 0.3366 - accuracy: 0.8339
273/316 [========================>.....] - ETA: 10s - loss: 0.3362 - accuracy: 0.8342
274/316 [=========================>....] - ETA: 9s - loss: 0.3374 - accuracy: 0.8335 
275/316 [=========================>....] - ETA: 9s - loss: 0.3372 - accuracy: 0.8336
276/316 [=========================>....] - ETA: 9s - loss: 0.3377 - accuracy: 0.8336
277/316 [=========================>....] - ETA: 9s - loss: 0.3385 - accuracy: 0.8326
278/316 [=========================>....] - ETA: 8s - loss: 0.3391 - accuracy: 0.8323
279/316 [=========================>....] - ETA: 8s - loss: 0.3397 - accuracy: 0.8315
280/316 [=========================>....] - ETA: 8s - loss: 0.3393 - accuracy: 0.8321
281/316 [=========================>....] - ETA: 8s - loss: 0.3395 - accuracy: 0.8319
282/316 [=========================>....] - ETA: 8s - loss: 0.3395 - accuracy: 0.8320
283/316 [=========================>....] - ETA: 7s - loss: 0.3396 - accuracy: 0.8319
284/316 [=========================>....] - ETA: 7s - loss: 0.3395 - accuracy: 0.8323
285/316 [==========================>...] - ETA: 7s - loss: 0.3395 - accuracy: 0.8325
286/316 [==========================>...] - ETA: 7s - loss: 0.3394 - accuracy: 0.8324
287/316 [==========================>...] - ETA: 6s - loss: 0.3397 - accuracy: 0.8325
288/316 [==========================>...] - ETA: 6s - loss: 0.3398 - accuracy: 0.8325
289/316 [==========================>...] - ETA: 6s - loss: 0.3394 - accuracy: 0.8326
290/316 [==========================>...] - ETA: 6s - loss: 0.3394 - accuracy: 0.8328
291/316 [==========================>...] - ETA: 5s - loss: 0.3397 - accuracy: 0.8327
292/316 [==========================>...] - ETA: 5s - loss: 0.3395 - accuracy: 0.8330
293/316 [==========================>...] - ETA: 5s - loss: 0.3400 - accuracy: 0.8323
294/316 [==========================>...] - ETA: 5s - loss: 0.3397 - accuracy: 0.8327
295/316 [===========================>..] - ETA: 4s - loss: 0.3400 - accuracy: 0.8326
296/316 [===========================>..] - ETA: 4s - loss: 0.3398 - accuracy: 0.8330
297/316 [===========================>..] - ETA: 4s - loss: 0.3395 - accuracy: 0.8331
298/316 [===========================>..] - ETA: 4s - loss: 0.3399 - accuracy: 0.8331
299/316 [===========================>..] - ETA: 4s - loss: 0.3396 - accuracy: 0.8330
300/316 [===========================>..] - ETA: 3s - loss: 0.3394 - accuracy: 0.8333
301/316 [===========================>..] - ETA: 3s - loss: 0.3397 - accuracy: 0.8333
302/316 [===========================>..] - ETA: 3s - loss: 0.3398 - accuracy: 0.8330
303/316 [===========================>..] - ETA: 3s - loss: 0.3412 - accuracy: 0.8323
304/316 [===========================>..] - ETA: 2s - loss: 0.3409 - accuracy: 0.8326
305/316 [===========================>..] - ETA: 2s - loss: 0.3403 - accuracy: 0.8330
306/316 [============================>.] - ETA: 2s - loss: 0.3410 - accuracy: 0.8329
307/316 [============================>.] - ETA: 2s - loss: 0.3414 - accuracy: 0.8329
308/316 [============================>.] - ETA: 1s - loss: 0.3414 - accuracy: 0.8328
309/316 [============================>.] - ETA: 1s - loss: 0.3422 - accuracy: 0.8325
310/316 [============================>.] - ETA: 1s - loss: 0.3420 - accuracy: 0.8329
311/316 [============================>.] - ETA: 1s - loss: 0.3422 - accuracy: 0.8326
312/316 [============================>.] - ETA: 0s - loss: 0.3428 - accuracy: 0.8321
313/316 [============================>.] - ETA: 0s - loss: 0.3428 - accuracy: 0.8321
314/316 [============================>.] - ETA: 0s - loss: 0.3434 - accuracy: 0.8318
315/316 [============================>.] - ETA: 0s - loss: 0.3430 - accuracy: 0.8323
316/316 [==============================] - 74s 235ms/step - loss: 0.3435 - accuracy: 0.8319

316/316 [==============================] - 78s 248ms/step - loss: 0.3435 - accuracy: 0.8319 - val_loss: 0.2469 - val_accuracy: 0.8899
Epoch 58/100

  1/316 [..............................] - ETA: 3:00 - loss: 0.2971 - accuracy: 0.8125
  2/316 [..............................] - ETA: 2:34 - loss: 0.3688 - accuracy: 0.8125
  3/316 [..............................] - ETA: 1:46 - loss: 0.3352 - accuracy: 0.8542
  4/316 [..............................] - ETA: 1:29 - loss: 0.3195 - accuracy: 0.8594
  5/316 [..............................] - ETA: 1:21 - loss: 0.2997 - accuracy: 0.8750
  6/316 [..............................] - ETA: 1:17 - loss: 0.3303 - accuracy: 0.8542
  7/316 [..............................] - ETA: 1:15 - loss: 0.3198 - accuracy: 0.8482
  8/316 [..............................] - ETA: 1:12 - loss: 0.3241 - accuracy: 0.8359
  9/316 [..............................] - ETA: 1:10 - loss: 0.3247 - accuracy: 0.8333
 10/316 [..............................] - ETA: 1:08 - loss: 0.3166 - accuracy: 0.8375
 11/316 [>.............................] - ETA: 1:07 - loss: 0.3093 - accuracy: 0.8466
 12/316 [>.............................] - ETA: 1:06 - loss: 0.3047 - accuracy: 0.8542
 13/316 [>.............................] - ETA: 1:05 - loss: 0.3135 - accuracy: 0.8462
 14/316 [>.............................] - ETA: 1:04 - loss: 0.3196 - accuracy: 0.8393
 15/316 [>.............................] - ETA: 1:04 - loss: 0.3229 - accuracy: 0.8333
 16/316 [>.............................] - ETA: 1:03 - loss: 0.3112 - accuracy: 0.8398
 17/316 [>.............................] - ETA: 1:03 - loss: 0.3059 - accuracy: 0.8456
 18/316 [>.............................] - ETA: 1:08 - loss: 0.3131 - accuracy: 0.8403
 19/316 [>.............................] - ETA: 1:14 - loss: 0.3148 - accuracy: 0.8355
 20/316 [>.............................] - ETA: 1:13 - loss: 0.3112 - accuracy: 0.8375
 21/316 [>.............................] - ETA: 1:11 - loss: 0.3082 - accuracy: 0.8423
 22/316 [=>............................] - ETA: 1:10 - loss: 0.3153 - accuracy: 0.8352
 23/316 [=>............................] - ETA: 1:09 - loss: 0.3144 - accuracy: 0.8397
 24/316 [=>............................] - ETA: 1:09 - loss: 0.3118 - accuracy: 0.8385
 25/316 [=>............................] - ETA: 1:08 - loss: 0.3162 - accuracy: 0.8400
 26/316 [=>............................] - ETA: 1:07 - loss: 0.3143 - accuracy: 0.8389
 27/316 [=>............................] - ETA: 1:06 - loss: 0.3130 - accuracy: 0.8380
 28/316 [=>............................] - ETA: 1:06 - loss: 0.3103 - accuracy: 0.8393
 29/316 [=>............................] - ETA: 1:05 - loss: 0.3053 - accuracy: 0.8427
 30/316 [=>............................] - ETA: 1:04 - loss: 0.3062 - accuracy: 0.8417
 31/316 [=>............................] - ETA: 1:04 - loss: 0.3085 - accuracy: 0.8407
 32/316 [==>...........................] - ETA: 1:03 - loss: 0.3268 - accuracy: 0.8379
 33/316 [==>...........................] - ETA: 1:03 - loss: 0.3290 - accuracy: 0.8352
 34/316 [==>...........................] - ETA: 1:02 - loss: 0.3305 - accuracy: 0.8346
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3379 - accuracy: 0.8286
 36/316 [==>...........................] - ETA: 1:08 - loss: 0.3366 - accuracy: 0.8299
 37/316 [==>...........................] - ETA: 1:07 - loss: 0.3459 - accuracy: 0.8243
 38/316 [==>...........................] - ETA: 1:06 - loss: 0.3400 - accuracy: 0.8289
 39/316 [==>...........................] - ETA: 1:06 - loss: 0.3398 - accuracy: 0.8285
 40/316 [==>...........................] - ETA: 1:05 - loss: 0.3356 - accuracy: 0.8328
 41/316 [==>...........................] - ETA: 1:05 - loss: 0.3344 - accuracy: 0.8354
 42/316 [==>...........................] - ETA: 1:04 - loss: 0.3334 - accuracy: 0.8363
 43/316 [===>..........................] - ETA: 1:04 - loss: 0.3351 - accuracy: 0.8358
 44/316 [===>..........................] - ETA: 1:03 - loss: 0.3347 - accuracy: 0.8352
 45/316 [===>..........................] - ETA: 1:03 - loss: 0.3390 - accuracy: 0.8319
 46/316 [===>..........................] - ETA: 1:02 - loss: 0.3359 - accuracy: 0.8356
 47/316 [===>..........................] - ETA: 1:02 - loss: 0.3379 - accuracy: 0.8338
 48/316 [===>..........................] - ETA: 1:01 - loss: 0.3371 - accuracy: 0.8333
 49/316 [===>..........................] - ETA: 1:01 - loss: 0.3398 - accuracy: 0.8316
 50/316 [===>..........................] - ETA: 1:00 - loss: 0.3378 - accuracy: 0.8338
 51/316 [===>..........................] - ETA: 1:00 - loss: 0.3394 - accuracy: 0.8321
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.3407 - accuracy: 0.8305
 53/316 [====>.........................] - ETA: 1:03 - loss: 0.3398 - accuracy: 0.8314
 54/316 [====>.........................] - ETA: 1:02 - loss: 0.3384 - accuracy: 0.8310
 55/316 [====>.........................] - ETA: 1:02 - loss: 0.3386 - accuracy: 0.8318
 56/316 [====>.........................] - ETA: 1:01 - loss: 0.3405 - accuracy: 0.8315
 57/316 [====>.........................] - ETA: 1:01 - loss: 0.3404 - accuracy: 0.8311
 58/316 [====>.........................] - ETA: 1:00 - loss: 0.3396 - accuracy: 0.8319
 59/316 [====>.........................] - ETA: 1:00 - loss: 0.3394 - accuracy: 0.8316
 60/316 [====>.........................] - ETA: 1:00 - loss: 0.3392 - accuracy: 0.8313
 61/316 [====>.........................] - ETA: 59s - loss: 0.3369 - accuracy: 0.8320 
 62/316 [====>.........................] - ETA: 59s - loss: 0.3368 - accuracy: 0.8337
 63/316 [====>.........................] - ETA: 58s - loss: 0.3360 - accuracy: 0.8353
 64/316 [=====>........................] - ETA: 58s - loss: 0.3357 - accuracy: 0.8369
 65/316 [=====>........................] - ETA: 58s - loss: 0.3376 - accuracy: 0.8365
 66/316 [=====>........................] - ETA: 57s - loss: 0.3396 - accuracy: 0.8343
 67/316 [=====>........................] - ETA: 57s - loss: 0.3397 - accuracy: 0.8349
 68/316 [=====>........................] - ETA: 56s - loss: 0.3384 - accuracy: 0.8355
 69/316 [=====>........................] - ETA: 57s - loss: 0.3390 - accuracy: 0.8361
 70/316 [=====>........................] - ETA: 58s - loss: 0.3371 - accuracy: 0.8375
 71/316 [=====>........................] - ETA: 59s - loss: 0.3365 - accuracy: 0.8380
 72/316 [=====>........................] - ETA: 1:00 - loss: 0.3347 - accuracy: 0.8385
 73/316 [=====>........................] - ETA: 59s - loss: 0.3334 - accuracy: 0.8390 
 74/316 [======>.......................] - ETA: 59s - loss: 0.3352 - accuracy: 0.8387
 75/316 [======>.......................] - ETA: 59s - loss: 0.3350 - accuracy: 0.8400
 76/316 [======>.......................] - ETA: 58s - loss: 0.3358 - accuracy: 0.8405
 77/316 [======>.......................] - ETA: 58s - loss: 0.3387 - accuracy: 0.8393
 78/316 [======>.......................] - ETA: 57s - loss: 0.3388 - accuracy: 0.8373
 79/316 [======>.......................] - ETA: 57s - loss: 0.3384 - accuracy: 0.8370
 80/316 [======>.......................] - ETA: 56s - loss: 0.3374 - accuracy: 0.8375
 81/316 [======>.......................] - ETA: 56s - loss: 0.3388 - accuracy: 0.8356
 82/316 [======>.......................] - ETA: 56s - loss: 0.3373 - accuracy: 0.8369
 83/316 [======>.......................] - ETA: 55s - loss: 0.3378 - accuracy: 0.8366
 84/316 [======>.......................] - ETA: 55s - loss: 0.3358 - accuracy: 0.8385
 85/316 [=======>......................] - ETA: 54s - loss: 0.3378 - accuracy: 0.8390
 86/316 [=======>......................] - ETA: 54s - loss: 0.3370 - accuracy: 0.8387
 87/316 [=======>......................] - ETA: 54s - loss: 0.3356 - accuracy: 0.8398
 88/316 [=======>......................] - ETA: 53s - loss: 0.3364 - accuracy: 0.8388
 89/316 [=======>......................] - ETA: 54s - loss: 0.3386 - accuracy: 0.8371
 90/316 [=======>......................] - ETA: 54s - loss: 0.3378 - accuracy: 0.8375
 91/316 [=======>......................] - ETA: 54s - loss: 0.3386 - accuracy: 0.8365
 92/316 [=======>......................] - ETA: 54s - loss: 0.3380 - accuracy: 0.8376
 93/316 [=======>......................] - ETA: 53s - loss: 0.3385 - accuracy: 0.8360
 94/316 [=======>......................] - ETA: 53s - loss: 0.3363 - accuracy: 0.8371
 95/316 [========>.....................] - ETA: 53s - loss: 0.3351 - accuracy: 0.8375
 96/316 [========>.....................] - ETA: 52s - loss: 0.3370 - accuracy: 0.8353
 97/316 [========>.....................] - ETA: 52s - loss: 0.3388 - accuracy: 0.8351
 98/316 [========>.....................] - ETA: 52s - loss: 0.3392 - accuracy: 0.8342
 99/316 [========>.....................] - ETA: 51s - loss: 0.3379 - accuracy: 0.8352
100/316 [========>.....................] - ETA: 51s - loss: 0.3379 - accuracy: 0.8356
101/316 [========>.....................] - ETA: 51s - loss: 0.3380 - accuracy: 0.8348
102/316 [========>.....................] - ETA: 50s - loss: 0.3358 - accuracy: 0.8358
103/316 [========>.....................] - ETA: 50s - loss: 0.3349 - accuracy: 0.8368
104/316 [========>.....................] - ETA: 50s - loss: 0.3344 - accuracy: 0.8371
105/316 [========>.....................] - ETA: 49s - loss: 0.3342 - accuracy: 0.8369
106/316 [=========>....................] - ETA: 50s - loss: 0.3370 - accuracy: 0.8349
107/316 [=========>....................] - ETA: 50s - loss: 0.3363 - accuracy: 0.8347
108/316 [=========>....................] - ETA: 50s - loss: 0.3351 - accuracy: 0.8356
109/316 [=========>....................] - ETA: 49s - loss: 0.3354 - accuracy: 0.8360
110/316 [=========>....................] - ETA: 49s - loss: 0.3361 - accuracy: 0.8352
111/316 [=========>....................] - ETA: 49s - loss: 0.3355 - accuracy: 0.8361
112/316 [=========>....................] - ETA: 48s - loss: 0.3342 - accuracy: 0.8376
113/316 [=========>....................] - ETA: 48s - loss: 0.3353 - accuracy: 0.8363
114/316 [=========>....................] - ETA: 48s - loss: 0.3348 - accuracy: 0.8366
115/316 [=========>....................] - ETA: 47s - loss: 0.3361 - accuracy: 0.8359
116/316 [==========>...................] - ETA: 47s - loss: 0.3377 - accuracy: 0.8351
117/316 [==========>...................] - ETA: 47s - loss: 0.3377 - accuracy: 0.8349
118/316 [==========>...................] - ETA: 46s - loss: 0.3377 - accuracy: 0.8353
119/316 [==========>...................] - ETA: 46s - loss: 0.3378 - accuracy: 0.8351
120/316 [==========>...................] - ETA: 46s - loss: 0.3377 - accuracy: 0.8349
121/316 [==========>...................] - ETA: 46s - loss: 0.3387 - accuracy: 0.8347
122/316 [==========>...................] - ETA: 45s - loss: 0.3371 - accuracy: 0.8361
123/316 [==========>...................] - ETA: 45s - loss: 0.3387 - accuracy: 0.8354
124/316 [==========>...................] - ETA: 46s - loss: 0.3394 - accuracy: 0.8347
125/316 [==========>...................] - ETA: 46s - loss: 0.3381 - accuracy: 0.8355
126/316 [==========>...................] - ETA: 45s - loss: 0.3386 - accuracy: 0.8353
127/316 [===========>..................] - ETA: 45s - loss: 0.3383 - accuracy: 0.8351
128/316 [===========>..................] - ETA: 45s - loss: 0.3415 - accuracy: 0.8335
129/316 [===========>..................] - ETA: 44s - loss: 0.3403 - accuracy: 0.8343
130/316 [===========>..................] - ETA: 44s - loss: 0.3413 - accuracy: 0.8332
131/316 [===========>..................] - ETA: 44s - loss: 0.3417 - accuracy: 0.8325
132/316 [===========>..................] - ETA: 43s - loss: 0.3408 - accuracy: 0.8329
133/316 [===========>..................] - ETA: 43s - loss: 0.3425 - accuracy: 0.8313
134/316 [===========>..................] - ETA: 43s - loss: 0.3431 - accuracy: 0.8312
135/316 [===========>..................] - ETA: 42s - loss: 0.3456 - accuracy: 0.8292
136/316 [===========>..................] - ETA: 42s - loss: 0.3447 - accuracy: 0.8300
137/316 [============>.................] - ETA: 42s - loss: 0.3453 - accuracy: 0.8294
138/316 [============>.................] - ETA: 42s - loss: 0.3457 - accuracy: 0.8293
139/316 [============>.................] - ETA: 41s - loss: 0.3457 - accuracy: 0.8282
140/316 [============>.................] - ETA: 41s - loss: 0.3459 - accuracy: 0.8281
141/316 [============>.................] - ETA: 42s - loss: 0.3446 - accuracy: 0.8289
142/316 [============>.................] - ETA: 41s - loss: 0.3448 - accuracy: 0.8288
143/316 [============>.................] - ETA: 41s - loss: 0.3450 - accuracy: 0.8282
144/316 [============>.................] - ETA: 41s - loss: 0.3448 - accuracy: 0.8290
145/316 [============>.................] - ETA: 40s - loss: 0.3437 - accuracy: 0.8297
146/316 [============>.................] - ETA: 40s - loss: 0.3429 - accuracy: 0.8305
147/316 [============>.................] - ETA: 40s - loss: 0.3428 - accuracy: 0.8304
148/316 [=============>................] - ETA: 40s - loss: 0.3435 - accuracy: 0.8298
149/316 [=============>................] - ETA: 39s - loss: 0.3422 - accuracy: 0.8310
150/316 [=============>................] - ETA: 39s - loss: 0.3415 - accuracy: 0.8313
151/316 [=============>................] - ETA: 39s - loss: 0.3414 - accuracy: 0.8311
152/316 [=============>................] - ETA: 38s - loss: 0.3411 - accuracy: 0.8314
153/316 [=============>................] - ETA: 38s - loss: 0.3406 - accuracy: 0.8325
154/316 [=============>................] - ETA: 38s - loss: 0.3414 - accuracy: 0.8324
155/316 [=============>................] - ETA: 38s - loss: 0.3417 - accuracy: 0.8323
156/316 [=============>................] - ETA: 37s - loss: 0.3420 - accuracy: 0.8313
157/316 [=============>................] - ETA: 37s - loss: 0.3414 - accuracy: 0.8320
158/316 [==============>...............] - ETA: 37s - loss: 0.3414 - accuracy: 0.8319
159/316 [==============>...............] - ETA: 37s - loss: 0.3408 - accuracy: 0.8322
160/316 [==============>...............] - ETA: 37s - loss: 0.3406 - accuracy: 0.8324
161/316 [==============>...............] - ETA: 37s - loss: 0.3413 - accuracy: 0.8319
162/316 [==============>...............] - ETA: 36s - loss: 0.3417 - accuracy: 0.8318
163/316 [==============>...............] - ETA: 36s - loss: 0.3416 - accuracy: 0.8317
164/316 [==============>...............] - ETA: 36s - loss: 0.3410 - accuracy: 0.8319
165/316 [==============>...............] - ETA: 35s - loss: 0.3408 - accuracy: 0.8322
166/316 [==============>...............] - ETA: 35s - loss: 0.3429 - accuracy: 0.8321
167/316 [==============>...............] - ETA: 35s - loss: 0.3424 - accuracy: 0.8323
168/316 [==============>...............] - ETA: 35s - loss: 0.3421 - accuracy: 0.8326
169/316 [===============>..............] - ETA: 34s - loss: 0.3420 - accuracy: 0.8325
170/316 [===============>..............] - ETA: 34s - loss: 0.3423 - accuracy: 0.8320
171/316 [===============>..............] - ETA: 34s - loss: 0.3426 - accuracy: 0.8319
172/316 [===============>..............] - ETA: 33s - loss: 0.3426 - accuracy: 0.8318
173/316 [===============>..............] - ETA: 33s - loss: 0.3436 - accuracy: 0.8309
174/316 [===============>..............] - ETA: 33s - loss: 0.3445 - accuracy: 0.8301
175/316 [===============>..............] - ETA: 33s - loss: 0.3434 - accuracy: 0.8307
176/316 [===============>..............] - ETA: 33s - loss: 0.3448 - accuracy: 0.8295
177/316 [===============>..............] - ETA: 33s - loss: 0.3454 - accuracy: 0.8291
178/316 [===============>..............] - ETA: 32s - loss: 0.3453 - accuracy: 0.8294
179/316 [===============>..............] - ETA: 32s - loss: 0.3454 - accuracy: 0.8296
180/316 [================>.............] - ETA: 32s - loss: 0.3458 - accuracy: 0.8292
181/316 [================>.............] - ETA: 32s - loss: 0.3472 - accuracy: 0.8280
182/316 [================>.............] - ETA: 31s - loss: 0.3471 - accuracy: 0.8280
183/316 [================>.............] - ETA: 31s - loss: 0.3470 - accuracy: 0.8282
184/316 [================>.............] - ETA: 31s - loss: 0.3465 - accuracy: 0.8285
185/316 [================>.............] - ETA: 31s - loss: 0.3469 - accuracy: 0.8280
186/316 [================>.............] - ETA: 30s - loss: 0.3465 - accuracy: 0.8283
187/316 [================>.............] - ETA: 30s - loss: 0.3454 - accuracy: 0.8292
188/316 [================>.............] - ETA: 30s - loss: 0.3454 - accuracy: 0.8295
189/316 [================>.............] - ETA: 29s - loss: 0.3461 - accuracy: 0.8287
190/316 [=================>............] - ETA: 29s - loss: 0.3450 - accuracy: 0.8296
191/316 [=================>............] - ETA: 29s - loss: 0.3453 - accuracy: 0.8295
192/316 [=================>............] - ETA: 29s - loss: 0.3451 - accuracy: 0.8294
193/316 [=================>............] - ETA: 29s - loss: 0.3444 - accuracy: 0.8300
194/316 [=================>............] - ETA: 29s - loss: 0.3453 - accuracy: 0.8296
195/316 [=================>............] - ETA: 28s - loss: 0.3456 - accuracy: 0.8301
196/316 [=================>............] - ETA: 28s - loss: 0.3445 - accuracy: 0.8310
197/316 [=================>............] - ETA: 28s - loss: 0.3438 - accuracy: 0.8315
198/316 [=================>............] - ETA: 28s - loss: 0.3439 - accuracy: 0.8318
199/316 [=================>............] - ETA: 27s - loss: 0.3441 - accuracy: 0.8317
200/316 [=================>............] - ETA: 27s - loss: 0.3442 - accuracy: 0.8316
201/316 [==================>...........] - ETA: 27s - loss: 0.3452 - accuracy: 0.8305
202/316 [==================>...........] - ETA: 26s - loss: 0.3455 - accuracy: 0.8304
203/316 [==================>...........] - ETA: 26s - loss: 0.3452 - accuracy: 0.8304
204/316 [==================>...........] - ETA: 26s - loss: 0.3451 - accuracy: 0.8309
205/316 [==================>...........] - ETA: 26s - loss: 0.3444 - accuracy: 0.8314
206/316 [==================>...........] - ETA: 25s - loss: 0.3445 - accuracy: 0.8313
207/316 [==================>...........] - ETA: 25s - loss: 0.3446 - accuracy: 0.8309
208/316 [==================>...........] - ETA: 25s - loss: 0.3453 - accuracy: 0.8311
209/316 [==================>...........] - ETA: 25s - loss: 0.3456 - accuracy: 0.8304
210/316 [==================>...........] - ETA: 25s - loss: 0.3449 - accuracy: 0.8307
211/316 [===================>..........] - ETA: 25s - loss: 0.3453 - accuracy: 0.8306
212/316 [===================>..........] - ETA: 24s - loss: 0.3453 - accuracy: 0.8308
213/316 [===================>..........] - ETA: 24s - loss: 0.3450 - accuracy: 0.8310
214/316 [===================>..........] - ETA: 24s - loss: 0.3445 - accuracy: 0.8315
215/316 [===================>..........] - ETA: 23s - loss: 0.3441 - accuracy: 0.8320
216/316 [===================>..........] - ETA: 23s - loss: 0.3447 - accuracy: 0.8310
217/316 [===================>..........] - ETA: 23s - loss: 0.3461 - accuracy: 0.8304
218/316 [===================>..........] - ETA: 23s - loss: 0.3452 - accuracy: 0.8308
219/316 [===================>..........] - ETA: 22s - loss: 0.3449 - accuracy: 0.8311
220/316 [===================>..........] - ETA: 22s - loss: 0.3451 - accuracy: 0.8307
221/316 [===================>..........] - ETA: 22s - loss: 0.3457 - accuracy: 0.8303
222/316 [====================>.........] - ETA: 22s - loss: 0.3461 - accuracy: 0.8300
223/316 [====================>.........] - ETA: 21s - loss: 0.3464 - accuracy: 0.8296
224/316 [====================>.........] - ETA: 21s - loss: 0.3459 - accuracy: 0.8298
225/316 [====================>.........] - ETA: 21s - loss: 0.3454 - accuracy: 0.8303
226/316 [====================>.........] - ETA: 21s - loss: 0.3449 - accuracy: 0.8302
227/316 [====================>.........] - ETA: 21s - loss: 0.3443 - accuracy: 0.8304
228/316 [====================>.........] - ETA: 20s - loss: 0.3435 - accuracy: 0.8309
229/316 [====================>.........] - ETA: 20s - loss: 0.3434 - accuracy: 0.8313
230/316 [====================>.........] - ETA: 20s - loss: 0.3427 - accuracy: 0.8318
231/316 [====================>.........] - ETA: 20s - loss: 0.3435 - accuracy: 0.8312
232/316 [=====================>........] - ETA: 19s - loss: 0.3432 - accuracy: 0.8314
233/316 [=====================>........] - ETA: 19s - loss: 0.3438 - accuracy: 0.8310
234/316 [=====================>........] - ETA: 19s - loss: 0.3431 - accuracy: 0.8317
235/316 [=====================>........] - ETA: 19s - loss: 0.3428 - accuracy: 0.8319
236/316 [=====================>........] - ETA: 18s - loss: 0.3424 - accuracy: 0.8318
237/316 [=====================>........] - ETA: 18s - loss: 0.3438 - accuracy: 0.8315
238/316 [=====================>........] - ETA: 18s - loss: 0.3438 - accuracy: 0.8317
239/316 [=====================>........] - ETA: 18s - loss: 0.3447 - accuracy: 0.8311
240/316 [=====================>........] - ETA: 17s - loss: 0.3448 - accuracy: 0.8315
241/316 [=====================>........] - ETA: 17s - loss: 0.3454 - accuracy: 0.8312
242/316 [=====================>........] - ETA: 17s - loss: 0.3452 - accuracy: 0.8314
243/316 [======================>.......] - ETA: 17s - loss: 0.3452 - accuracy: 0.8315
244/316 [======================>.......] - ETA: 17s - loss: 0.3445 - accuracy: 0.8317
245/316 [======================>.......] - ETA: 16s - loss: 0.3440 - accuracy: 0.8319
246/316 [======================>.......] - ETA: 16s - loss: 0.3441 - accuracy: 0.8318
247/316 [======================>.......] - ETA: 16s - loss: 0.3442 - accuracy: 0.8315
248/316 [======================>.......] - ETA: 16s - loss: 0.3455 - accuracy: 0.8311
249/316 [======================>.......] - ETA: 15s - loss: 0.3452 - accuracy: 0.8311
250/316 [======================>.......] - ETA: 15s - loss: 0.3451 - accuracy: 0.8313
251/316 [======================>.......] - ETA: 15s - loss: 0.3450 - accuracy: 0.8317
252/316 [======================>.......] - ETA: 15s - loss: 0.3454 - accuracy: 0.8313
253/316 [=======================>......] - ETA: 14s - loss: 0.3462 - accuracy: 0.8310
254/316 [=======================>......] - ETA: 14s - loss: 0.3458 - accuracy: 0.8314
255/316 [=======================>......] - ETA: 14s - loss: 0.3459 - accuracy: 0.8309
256/316 [=======================>......] - ETA: 14s - loss: 0.3456 - accuracy: 0.8313
257/316 [=======================>......] - ETA: 14s - loss: 0.3458 - accuracy: 0.8312
258/316 [=======================>......] - ETA: 13s - loss: 0.3453 - accuracy: 0.8316
259/316 [=======================>......] - ETA: 13s - loss: 0.3449 - accuracy: 0.8318
260/316 [=======================>......] - ETA: 13s - loss: 0.3446 - accuracy: 0.8322
261/316 [=======================>......] - ETA: 13s - loss: 0.3446 - accuracy: 0.8319
262/316 [=======================>......] - ETA: 12s - loss: 0.3454 - accuracy: 0.8316
263/316 [=======================>......] - ETA: 12s - loss: 0.3452 - accuracy: 0.8315
264/316 [========================>.....] - ETA: 12s - loss: 0.3455 - accuracy: 0.8310
265/316 [========================>.....] - ETA: 12s - loss: 0.3464 - accuracy: 0.8304
266/316 [========================>.....] - ETA: 11s - loss: 0.3458 - accuracy: 0.8308
267/316 [========================>.....] - ETA: 11s - loss: 0.3456 - accuracy: 0.8310
268/316 [========================>.....] - ETA: 11s - loss: 0.3455 - accuracy: 0.8309
269/316 [========================>.....] - ETA: 11s - loss: 0.3457 - accuracy: 0.8311
270/316 [========================>.....] - ETA: 10s - loss: 0.3460 - accuracy: 0.8310
271/316 [========================>.....] - ETA: 10s - loss: 0.3459 - accuracy: 0.8312
272/316 [========================>.....] - ETA: 10s - loss: 0.3459 - accuracy: 0.8313
273/316 [========================>.....] - ETA: 10s - loss: 0.3456 - accuracy: 0.8315
274/316 [=========================>....] - ETA: 9s - loss: 0.3455 - accuracy: 0.8312 
275/316 [=========================>....] - ETA: 9s - loss: 0.3458 - accuracy: 0.8314
276/316 [=========================>....] - ETA: 9s - loss: 0.3458 - accuracy: 0.8308
277/316 [=========================>....] - ETA: 9s - loss: 0.3462 - accuracy: 0.8308
278/316 [=========================>....] - ETA: 9s - loss: 0.3460 - accuracy: 0.8309
279/316 [=========================>....] - ETA: 8s - loss: 0.3460 - accuracy: 0.8311
280/316 [=========================>....] - ETA: 8s - loss: 0.3457 - accuracy: 0.8310
281/316 [=========================>....] - ETA: 8s - loss: 0.3456 - accuracy: 0.8312
282/316 [=========================>....] - ETA: 8s - loss: 0.3464 - accuracy: 0.8309
283/316 [=========================>....] - ETA: 7s - loss: 0.3460 - accuracy: 0.8313
284/316 [=========================>....] - ETA: 7s - loss: 0.3458 - accuracy: 0.8314
285/316 [==========================>...] - ETA: 7s - loss: 0.3454 - accuracy: 0.8314
286/316 [==========================>...] - ETA: 7s - loss: 0.3467 - accuracy: 0.8309
287/316 [==========================>...] - ETA: 6s - loss: 0.3465 - accuracy: 0.8312
288/316 [==========================>...] - ETA: 6s - loss: 0.3464 - accuracy: 0.8316
289/316 [==========================>...] - ETA: 6s - loss: 0.3464 - accuracy: 0.8315
290/316 [==========================>...] - ETA: 6s - loss: 0.3464 - accuracy: 0.8313
291/316 [==========================>...] - ETA: 5s - loss: 0.3458 - accuracy: 0.8316
292/316 [==========================>...] - ETA: 5s - loss: 0.3458 - accuracy: 0.8315
293/316 [==========================>...] - ETA: 5s - loss: 0.3457 - accuracy: 0.8317
294/316 [==========================>...] - ETA: 5s - loss: 0.3456 - accuracy: 0.8318
295/316 [===========================>..] - ETA: 5s - loss: 0.3459 - accuracy: 0.8316
296/316 [===========================>..] - ETA: 4s - loss: 0.3454 - accuracy: 0.8321
297/316 [===========================>..] - ETA: 4s - loss: 0.3449 - accuracy: 0.8323
298/316 [===========================>..] - ETA: 4s - loss: 0.3447 - accuracy: 0.8322
299/316 [===========================>..] - ETA: 4s - loss: 0.3444 - accuracy: 0.8324
300/316 [===========================>..] - ETA: 3s - loss: 0.3444 - accuracy: 0.8323
301/316 [===========================>..] - ETA: 3s - loss: 0.3444 - accuracy: 0.8320
302/316 [===========================>..] - ETA: 3s - loss: 0.3442 - accuracy: 0.8322
303/316 [===========================>..] - ETA: 3s - loss: 0.3438 - accuracy: 0.8325
304/316 [===========================>..] - ETA: 2s - loss: 0.3436 - accuracy: 0.8326
305/316 [===========================>..] - ETA: 2s - loss: 0.3431 - accuracy: 0.8332
306/316 [============================>.] - ETA: 2s - loss: 0.3425 - accuracy: 0.8335
307/316 [============================>.] - ETA: 2s - loss: 0.3426 - accuracy: 0.8335
308/316 [============================>.] - ETA: 1s - loss: 0.3429 - accuracy: 0.8332
309/316 [============================>.] - ETA: 1s - loss: 0.3433 - accuracy: 0.8327
310/316 [============================>.] - ETA: 1s - loss: 0.3432 - accuracy: 0.8327
311/316 [============================>.] - ETA: 1s - loss: 0.3430 - accuracy: 0.8328
312/316 [============================>.] - ETA: 0s - loss: 0.3437 - accuracy: 0.8325
313/316 [============================>.] - ETA: 0s - loss: 0.3439 - accuracy: 0.8325
314/316 [============================>.] - ETA: 0s - loss: 0.3437 - accuracy: 0.8324
315/316 [============================>.] - ETA: 0s - loss: 0.3434 - accuracy: 0.8327
316/316 [==============================] - 76s 238ms/step - loss: 0.3436 - accuracy: 0.8325

316/316 [==============================] - 80s 252ms/step - loss: 0.3436 - accuracy: 0.8325 - val_loss: 0.3312 - val_accuracy: 0.8479
Epoch 59/100

  1/316 [..............................] - ETA: 1:02 - loss: 0.3503 - accuracy: 0.7500
  2/316 [..............................] - ETA: 1:05 - loss: 0.3276 - accuracy: 0.8125
  3/316 [..............................] - ETA: 1:04 - loss: 0.3836 - accuracy: 0.7917
  4/316 [..............................] - ETA: 1:02 - loss: 0.3438 - accuracy: 0.7969
  5/316 [..............................] - ETA: 1:01 - loss: 0.3274 - accuracy: 0.8250
  6/316 [..............................] - ETA: 1:00 - loss: 0.3219 - accuracy: 0.8229
  7/316 [..............................] - ETA: 59s - loss: 0.2987 - accuracy: 0.8393 
  8/316 [..............................] - ETA: 58s - loss: 0.2955 - accuracy: 0.8438
  9/316 [..............................] - ETA: 1:06 - loss: 0.2979 - accuracy: 0.8333
 10/316 [..............................] - ETA: 1:17 - loss: 0.3556 - accuracy: 0.8250
 11/316 [>.............................] - ETA: 1:25 - loss: 0.3374 - accuracy: 0.8352
 12/316 [>.............................] - ETA: 1:34 - loss: 0.3335 - accuracy: 0.8385
 13/316 [>.............................] - ETA: 1:33 - loss: 0.3285 - accuracy: 0.8413
 14/316 [>.............................] - ETA: 1:30 - loss: 0.3338 - accuracy: 0.8393
 15/316 [>.............................] - ETA: 1:27 - loss: 0.3378 - accuracy: 0.8375
 16/316 [>.............................] - ETA: 1:25 - loss: 0.3372 - accuracy: 0.8398
 17/316 [>.............................] - ETA: 1:23 - loss: 0.3341 - accuracy: 0.8382
 18/316 [>.............................] - ETA: 1:21 - loss: 0.3374 - accuracy: 0.8333
 19/316 [>.............................] - ETA: 1:19 - loss: 0.3360 - accuracy: 0.8322
 20/316 [>.............................] - ETA: 1:18 - loss: 0.3342 - accuracy: 0.8344
 21/316 [>.............................] - ETA: 1:16 - loss: 0.3306 - accuracy: 0.8363
 22/316 [=>............................] - ETA: 1:15 - loss: 0.3515 - accuracy: 0.8324
 23/316 [=>............................] - ETA: 1:14 - loss: 0.3475 - accuracy: 0.8288
 24/316 [=>............................] - ETA: 1:13 - loss: 0.3472 - accuracy: 0.8255
 25/316 [=>............................] - ETA: 1:12 - loss: 0.3456 - accuracy: 0.8275
 26/316 [=>............................] - ETA: 1:11 - loss: 0.3459 - accuracy: 0.8269
 27/316 [=>............................] - ETA: 1:10 - loss: 0.3464 - accuracy: 0.8241
 28/316 [=>............................] - ETA: 1:10 - loss: 0.3490 - accuracy: 0.8237
 29/316 [=>............................] - ETA: 1:13 - loss: 0.3436 - accuracy: 0.8254
 30/316 [=>............................] - ETA: 1:15 - loss: 0.3451 - accuracy: 0.8229
 31/316 [=>............................] - ETA: 1:14 - loss: 0.3430 - accuracy: 0.8226
 32/316 [==>...........................] - ETA: 1:13 - loss: 0.3439 - accuracy: 0.8242
 33/316 [==>...........................] - ETA: 1:12 - loss: 0.3403 - accuracy: 0.8277
 34/316 [==>...........................] - ETA: 1:11 - loss: 0.3427 - accuracy: 0.8254
 35/316 [==>...........................] - ETA: 1:10 - loss: 0.3442 - accuracy: 0.8250
 36/316 [==>...........................] - ETA: 1:10 - loss: 0.3424 - accuracy: 0.8247
 37/316 [==>...........................] - ETA: 1:09 - loss: 0.3427 - accuracy: 0.8260
 38/316 [==>...........................] - ETA: 1:08 - loss: 0.3475 - accuracy: 0.8224
 39/316 [==>...........................] - ETA: 1:08 - loss: 0.3439 - accuracy: 0.8253
 40/316 [==>...........................] - ETA: 1:07 - loss: 0.3427 - accuracy: 0.8266
 41/316 [==>...........................] - ETA: 1:06 - loss: 0.3430 - accuracy: 0.8293
 42/316 [==>...........................] - ETA: 1:06 - loss: 0.3423 - accuracy: 0.8289
 43/316 [===>..........................] - ETA: 1:05 - loss: 0.3421 - accuracy: 0.8299
 44/316 [===>..........................] - ETA: 1:05 - loss: 0.3422 - accuracy: 0.8295
 45/316 [===>..........................] - ETA: 1:04 - loss: 0.3487 - accuracy: 0.8264
 46/316 [===>..........................] - ETA: 1:06 - loss: 0.3465 - accuracy: 0.8274
 47/316 [===>..........................] - ETA: 1:08 - loss: 0.3476 - accuracy: 0.8285
 48/316 [===>..........................] - ETA: 1:07 - loss: 0.3453 - accuracy: 0.8307
 49/316 [===>..........................] - ETA: 1:06 - loss: 0.3467 - accuracy: 0.8316
 50/316 [===>..........................] - ETA: 1:06 - loss: 0.3501 - accuracy: 0.8325
 51/316 [===>..........................] - ETA: 1:05 - loss: 0.3499 - accuracy: 0.8333
 52/316 [===>..........................] - ETA: 1:05 - loss: 0.3501 - accuracy: 0.8329
 53/316 [====>.........................] - ETA: 1:07 - loss: 0.3521 - accuracy: 0.8302
 54/316 [====>.........................] - ETA: 1:07 - loss: 0.3495 - accuracy: 0.8322
 55/316 [====>.........................] - ETA: 1:07 - loss: 0.3462 - accuracy: 0.8341
 56/316 [====>.........................] - ETA: 1:06 - loss: 0.3467 - accuracy: 0.8337
 57/316 [====>.........................] - ETA: 1:06 - loss: 0.3478 - accuracy: 0.8322
 58/316 [====>.........................] - ETA: 1:05 - loss: 0.3476 - accuracy: 0.8330
 59/316 [====>.........................] - ETA: 1:06 - loss: 0.3483 - accuracy: 0.8305
 60/316 [====>.........................] - ETA: 1:07 - loss: 0.3477 - accuracy: 0.8313
 61/316 [====>.........................] - ETA: 1:07 - loss: 0.3470 - accuracy: 0.8309
 62/316 [====>.........................] - ETA: 1:06 - loss: 0.3484 - accuracy: 0.8327
 63/316 [====>.........................] - ETA: 1:05 - loss: 0.3493 - accuracy: 0.8323
 64/316 [=====>........................] - ETA: 1:05 - loss: 0.3502 - accuracy: 0.8301
 65/316 [=====>........................] - ETA: 1:04 - loss: 0.3506 - accuracy: 0.8298
 66/316 [=====>........................] - ETA: 1:04 - loss: 0.3501 - accuracy: 0.8305
 67/316 [=====>........................] - ETA: 1:03 - loss: 0.3496 - accuracy: 0.8302
 68/316 [=====>........................] - ETA: 1:03 - loss: 0.3507 - accuracy: 0.8290
 69/316 [=====>........................] - ETA: 1:02 - loss: 0.3490 - accuracy: 0.8288
 70/316 [=====>........................] - ETA: 1:02 - loss: 0.3494 - accuracy: 0.8277
 71/316 [=====>........................] - ETA: 1:01 - loss: 0.3476 - accuracy: 0.8283
 72/316 [=====>........................] - ETA: 1:01 - loss: 0.3453 - accuracy: 0.8299
 73/316 [=====>........................] - ETA: 1:00 - loss: 0.3461 - accuracy: 0.8296
 74/316 [======>.......................] - ETA: 1:00 - loss: 0.3475 - accuracy: 0.8277
 75/316 [======>.......................] - ETA: 1:00 - loss: 0.3485 - accuracy: 0.8267
 76/316 [======>.......................] - ETA: 59s - loss: 0.3480 - accuracy: 0.8273 
 77/316 [======>.......................] - ETA: 1:00 - loss: 0.3500 - accuracy: 0.8263
 78/316 [======>.......................] - ETA: 1:01 - loss: 0.3480 - accuracy: 0.8285
 79/316 [======>.......................] - ETA: 1:00 - loss: 0.3470 - accuracy: 0.8291
 80/316 [======>.......................] - ETA: 1:00 - loss: 0.3494 - accuracy: 0.8273
 81/316 [======>.......................] - ETA: 59s - loss: 0.3489 - accuracy: 0.8279 
 82/316 [======>.......................] - ETA: 59s - loss: 0.3471 - accuracy: 0.8293
 83/316 [======>.......................] - ETA: 58s - loss: 0.3480 - accuracy: 0.8276
 84/316 [======>.......................] - ETA: 58s - loss: 0.3463 - accuracy: 0.8281
 85/316 [=======>......................] - ETA: 57s - loss: 0.3444 - accuracy: 0.8294
 86/316 [=======>......................] - ETA: 57s - loss: 0.3442 - accuracy: 0.8299
 87/316 [=======>......................] - ETA: 57s - loss: 0.3433 - accuracy: 0.8305
 88/316 [=======>......................] - ETA: 56s - loss: 0.3437 - accuracy: 0.8295
 89/316 [=======>......................] - ETA: 56s - loss: 0.3439 - accuracy: 0.8301
 90/316 [=======>......................] - ETA: 55s - loss: 0.3431 - accuracy: 0.8299
 91/316 [=======>......................] - ETA: 55s - loss: 0.3422 - accuracy: 0.8310
 92/316 [=======>......................] - ETA: 55s - loss: 0.3426 - accuracy: 0.8315
 93/316 [=======>......................] - ETA: 54s - loss: 0.3447 - accuracy: 0.8306
 94/316 [=======>......................] - ETA: 55s - loss: 0.3453 - accuracy: 0.8305
 95/316 [========>.....................] - ETA: 55s - loss: 0.3458 - accuracy: 0.8296
 96/316 [========>.....................] - ETA: 55s - loss: 0.3477 - accuracy: 0.8294
 97/316 [========>.....................] - ETA: 55s - loss: 0.3497 - accuracy: 0.8273
 98/316 [========>.....................] - ETA: 54s - loss: 0.3502 - accuracy: 0.8265
 99/316 [========>.....................] - ETA: 54s - loss: 0.3486 - accuracy: 0.8277
100/316 [========>.....................] - ETA: 53s - loss: 0.3462 - accuracy: 0.8294
101/316 [========>.....................] - ETA: 53s - loss: 0.3461 - accuracy: 0.8298
102/316 [========>.....................] - ETA: 53s - loss: 0.3461 - accuracy: 0.8303
103/316 [========>.....................] - ETA: 52s - loss: 0.3474 - accuracy: 0.8295
104/316 [========>.....................] - ETA: 52s - loss: 0.3471 - accuracy: 0.8299
105/316 [========>.....................] - ETA: 52s - loss: 0.3494 - accuracy: 0.8274
106/316 [=========>....................] - ETA: 51s - loss: 0.3494 - accuracy: 0.8284
107/316 [=========>....................] - ETA: 51s - loss: 0.3488 - accuracy: 0.8289
108/316 [=========>....................] - ETA: 50s - loss: 0.3501 - accuracy: 0.8275
109/316 [=========>....................] - ETA: 50s - loss: 0.3489 - accuracy: 0.8286
110/316 [=========>....................] - ETA: 50s - loss: 0.3491 - accuracy: 0.8290
111/316 [=========>....................] - ETA: 50s - loss: 0.3505 - accuracy: 0.8283
112/316 [=========>....................] - ETA: 50s - loss: 0.3517 - accuracy: 0.8270
113/316 [=========>....................] - ETA: 50s - loss: 0.3510 - accuracy: 0.8269
114/316 [=========>....................] - ETA: 50s - loss: 0.3514 - accuracy: 0.8268
115/316 [=========>....................] - ETA: 49s - loss: 0.3511 - accuracy: 0.8272
116/316 [==========>...................] - ETA: 49s - loss: 0.3506 - accuracy: 0.8270
117/316 [==========>...................] - ETA: 49s - loss: 0.3514 - accuracy: 0.8264
118/316 [==========>...................] - ETA: 48s - loss: 0.3527 - accuracy: 0.8263
119/316 [==========>...................] - ETA: 48s - loss: 0.3519 - accuracy: 0.8262
120/316 [==========>...................] - ETA: 48s - loss: 0.3503 - accuracy: 0.8276
121/316 [==========>...................] - ETA: 47s - loss: 0.3480 - accuracy: 0.8290
122/316 [==========>...................] - ETA: 47s - loss: 0.3495 - accuracy: 0.8284
123/316 [==========>...................] - ETA: 47s - loss: 0.3517 - accuracy: 0.8267
124/316 [==========>...................] - ETA: 46s - loss: 0.3516 - accuracy: 0.8261
125/316 [==========>...................] - ETA: 46s - loss: 0.3513 - accuracy: 0.8260
126/316 [==========>...................] - ETA: 46s - loss: 0.3503 - accuracy: 0.8264
127/316 [===========>..................] - ETA: 45s - loss: 0.3503 - accuracy: 0.8263
128/316 [===========>..................] - ETA: 45s - loss: 0.3502 - accuracy: 0.8262
129/316 [===========>..................] - ETA: 45s - loss: 0.3508 - accuracy: 0.8266
130/316 [===========>..................] - ETA: 46s - loss: 0.3507 - accuracy: 0.8269
131/316 [===========>..................] - ETA: 46s - loss: 0.3503 - accuracy: 0.8273
132/316 [===========>..................] - ETA: 46s - loss: 0.3508 - accuracy: 0.8267
133/316 [===========>..................] - ETA: 45s - loss: 0.3506 - accuracy: 0.8261
134/316 [===========>..................] - ETA: 45s - loss: 0.3499 - accuracy: 0.8270
135/316 [===========>..................] - ETA: 45s - loss: 0.3510 - accuracy: 0.8255
136/316 [===========>..................] - ETA: 44s - loss: 0.3500 - accuracy: 0.8263
137/316 [============>.................] - ETA: 44s - loss: 0.3494 - accuracy: 0.8266
138/316 [============>.................] - ETA: 44s - loss: 0.3493 - accuracy: 0.8270
139/316 [============>.................] - ETA: 43s - loss: 0.3497 - accuracy: 0.8264
140/316 [============>.................] - ETA: 43s - loss: 0.3507 - accuracy: 0.8254
141/316 [============>.................] - ETA: 43s - loss: 0.3497 - accuracy: 0.8262
142/316 [============>.................] - ETA: 42s - loss: 0.3496 - accuracy: 0.8266
143/316 [============>.................] - ETA: 42s - loss: 0.3499 - accuracy: 0.8256
144/316 [============>.................] - ETA: 42s - loss: 0.3502 - accuracy: 0.8251
145/316 [============>.................] - ETA: 41s - loss: 0.3497 - accuracy: 0.8259
146/316 [============>.................] - ETA: 41s - loss: 0.3499 - accuracy: 0.8258
147/316 [============>.................] - ETA: 41s - loss: 0.3507 - accuracy: 0.8244
148/316 [=============>................] - ETA: 41s - loss: 0.3513 - accuracy: 0.8239
149/316 [=============>................] - ETA: 41s - loss: 0.3516 - accuracy: 0.8238
150/316 [=============>................] - ETA: 41s - loss: 0.3511 - accuracy: 0.8242
151/316 [=============>................] - ETA: 40s - loss: 0.3511 - accuracy: 0.8241
152/316 [=============>................] - ETA: 40s - loss: 0.3532 - accuracy: 0.8224
153/316 [=============>................] - ETA: 40s - loss: 0.3520 - accuracy: 0.8231
154/316 [=============>................] - ETA: 40s - loss: 0.3520 - accuracy: 0.8239
155/316 [=============>................] - ETA: 39s - loss: 0.3517 - accuracy: 0.8246
156/316 [=============>................] - ETA: 39s - loss: 0.3513 - accuracy: 0.8249
157/316 [=============>................] - ETA: 39s - loss: 0.3509 - accuracy: 0.8248
158/316 [==============>...............] - ETA: 38s - loss: 0.3505 - accuracy: 0.8256
159/316 [==============>...............] - ETA: 38s - loss: 0.3498 - accuracy: 0.8263
160/316 [==============>...............] - ETA: 38s - loss: 0.3494 - accuracy: 0.8266
161/316 [==============>...............] - ETA: 37s - loss: 0.3497 - accuracy: 0.8261
162/316 [==============>...............] - ETA: 37s - loss: 0.3493 - accuracy: 0.8260
163/316 [==============>...............] - ETA: 37s - loss: 0.3488 - accuracy: 0.8263
164/316 [==============>...............] - ETA: 37s - loss: 0.3490 - accuracy: 0.8262
165/316 [==============>...............] - ETA: 37s - loss: 0.3494 - accuracy: 0.8258
166/316 [==============>...............] - ETA: 37s - loss: 0.3479 - accuracy: 0.8268
167/316 [==============>...............] - ETA: 36s - loss: 0.3479 - accuracy: 0.8275
168/316 [==============>...............] - ETA: 36s - loss: 0.3475 - accuracy: 0.8274
169/316 [===============>..............] - ETA: 36s - loss: 0.3470 - accuracy: 0.8280
170/316 [===============>..............] - ETA: 35s - loss: 0.3478 - accuracy: 0.8272
171/316 [===============>..............] - ETA: 35s - loss: 0.3497 - accuracy: 0.8260
172/316 [===============>..............] - ETA: 35s - loss: 0.3487 - accuracy: 0.8270
173/316 [===============>..............] - ETA: 35s - loss: 0.3494 - accuracy: 0.8262
174/316 [===============>..............] - ETA: 34s - loss: 0.3492 - accuracy: 0.8261
175/316 [===============>..............] - ETA: 34s - loss: 0.3483 - accuracy: 0.8271
176/316 [===============>..............] - ETA: 34s - loss: 0.3491 - accuracy: 0.8267
177/316 [===============>..............] - ETA: 33s - loss: 0.3484 - accuracy: 0.8270
178/316 [===============>..............] - ETA: 33s - loss: 0.3487 - accuracy: 0.8269
179/316 [===============>..............] - ETA: 33s - loss: 0.3486 - accuracy: 0.8272
180/316 [================>.............] - ETA: 33s - loss: 0.3478 - accuracy: 0.8278
181/316 [================>.............] - ETA: 32s - loss: 0.3469 - accuracy: 0.8284
182/316 [================>.............] - ETA: 32s - loss: 0.3465 - accuracy: 0.8286
183/316 [================>.............] - ETA: 32s - loss: 0.3462 - accuracy: 0.8286
184/316 [================>.............] - ETA: 32s - loss: 0.3460 - accuracy: 0.8288
185/316 [================>.............] - ETA: 32s - loss: 0.3471 - accuracy: 0.8284
186/316 [================>.............] - ETA: 32s - loss: 0.3481 - accuracy: 0.8273
187/316 [================>.............] - ETA: 32s - loss: 0.3478 - accuracy: 0.8275
188/316 [================>.............] - ETA: 31s - loss: 0.3470 - accuracy: 0.8281
189/316 [================>.............] - ETA: 31s - loss: 0.3471 - accuracy: 0.8284
190/316 [=================>............] - ETA: 31s - loss: 0.3470 - accuracy: 0.8283
191/316 [=================>............] - ETA: 30s - loss: 0.3466 - accuracy: 0.8285
192/316 [=================>............] - ETA: 30s - loss: 0.3479 - accuracy: 0.8281
193/316 [=================>............] - ETA: 30s - loss: 0.3477 - accuracy: 0.8284
194/316 [=================>............] - ETA: 30s - loss: 0.3481 - accuracy: 0.8283
195/316 [=================>............] - ETA: 29s - loss: 0.3484 - accuracy: 0.8279
196/316 [=================>............] - ETA: 29s - loss: 0.3504 - accuracy: 0.8275
197/316 [=================>............] - ETA: 29s - loss: 0.3500 - accuracy: 0.8280
198/316 [=================>............] - ETA: 28s - loss: 0.3502 - accuracy: 0.8280
199/316 [=================>............] - ETA: 28s - loss: 0.3511 - accuracy: 0.8282
200/316 [=================>............] - ETA: 28s - loss: 0.3507 - accuracy: 0.8278
201/316 [==================>...........] - ETA: 28s - loss: 0.3513 - accuracy: 0.8280
202/316 [==================>...........] - ETA: 28s - loss: 0.3510 - accuracy: 0.8280
203/316 [==================>...........] - ETA: 28s - loss: 0.3509 - accuracy: 0.8276
204/316 [==================>...........] - ETA: 27s - loss: 0.3509 - accuracy: 0.8281
205/316 [==================>...........] - ETA: 27s - loss: 0.3512 - accuracy: 0.8280
206/316 [==================>...........] - ETA: 27s - loss: 0.3512 - accuracy: 0.8280
207/316 [==================>...........] - ETA: 26s - loss: 0.3516 - accuracy: 0.8273
208/316 [==================>...........] - ETA: 26s - loss: 0.3514 - accuracy: 0.8272
209/316 [==================>...........] - ETA: 26s - loss: 0.3512 - accuracy: 0.8272
210/316 [==================>...........] - ETA: 26s - loss: 0.3505 - accuracy: 0.8280
211/316 [===================>..........] - ETA: 25s - loss: 0.3506 - accuracy: 0.8276
212/316 [===================>..........] - ETA: 25s - loss: 0.3503 - accuracy: 0.8278
213/316 [===================>..........] - ETA: 25s - loss: 0.3499 - accuracy: 0.8281
214/316 [===================>..........] - ETA: 24s - loss: 0.3502 - accuracy: 0.8280
215/316 [===================>..........] - ETA: 24s - loss: 0.3496 - accuracy: 0.8282
216/316 [===================>..........] - ETA: 24s - loss: 0.3488 - accuracy: 0.8287
217/316 [===================>..........] - ETA: 24s - loss: 0.3493 - accuracy: 0.8286
218/316 [===================>..........] - ETA: 23s - loss: 0.3483 - accuracy: 0.8291
219/316 [===================>..........] - ETA: 23s - loss: 0.3477 - accuracy: 0.8296
220/316 [===================>..........] - ETA: 23s - loss: 0.3483 - accuracy: 0.8287
221/316 [===================>..........] - ETA: 23s - loss: 0.3478 - accuracy: 0.8292
222/316 [====================>.........] - ETA: 23s - loss: 0.3470 - accuracy: 0.8294
223/316 [====================>.........] - ETA: 23s - loss: 0.3461 - accuracy: 0.8302
224/316 [====================>.........] - ETA: 22s - loss: 0.3471 - accuracy: 0.8292
225/316 [====================>.........] - ETA: 22s - loss: 0.3477 - accuracy: 0.8289
226/316 [====================>.........] - ETA: 22s - loss: 0.3473 - accuracy: 0.8288
227/316 [====================>.........] - ETA: 22s - loss: 0.3474 - accuracy: 0.8285
228/316 [====================>.........] - ETA: 21s - loss: 0.3477 - accuracy: 0.8281
229/316 [====================>.........] - ETA: 21s - loss: 0.3479 - accuracy: 0.8286
230/316 [====================>.........] - ETA: 21s - loss: 0.3480 - accuracy: 0.8285
231/316 [====================>.........] - ETA: 20s - loss: 0.3477 - accuracy: 0.8285
232/316 [=====================>........] - ETA: 20s - loss: 0.3488 - accuracy: 0.8284
233/316 [=====================>........] - ETA: 20s - loss: 0.3492 - accuracy: 0.8281
234/316 [=====================>........] - ETA: 20s - loss: 0.3483 - accuracy: 0.8285
235/316 [=====================>........] - ETA: 19s - loss: 0.3490 - accuracy: 0.8279
236/316 [=====================>........] - ETA: 19s - loss: 0.3488 - accuracy: 0.8284
237/316 [=====================>........] - ETA: 19s - loss: 0.3491 - accuracy: 0.8281
238/316 [=====================>........] - ETA: 19s - loss: 0.3494 - accuracy: 0.8283
239/316 [=====================>........] - ETA: 19s - loss: 0.3490 - accuracy: 0.8287
240/316 [=====================>........] - ETA: 18s - loss: 0.3494 - accuracy: 0.8284
241/316 [=====================>........] - ETA: 18s - loss: 0.3508 - accuracy: 0.8281
242/316 [=====================>........] - ETA: 18s - loss: 0.3514 - accuracy: 0.8275
243/316 [======================>.......] - ETA: 18s - loss: 0.3514 - accuracy: 0.8274
244/316 [======================>.......] - ETA: 17s - loss: 0.3527 - accuracy: 0.8261
245/316 [======================>.......] - ETA: 17s - loss: 0.3525 - accuracy: 0.8263
246/316 [======================>.......] - ETA: 17s - loss: 0.3521 - accuracy: 0.8267
247/316 [======================>.......] - ETA: 17s - loss: 0.3515 - accuracy: 0.8272
248/316 [======================>.......] - ETA: 16s - loss: 0.3515 - accuracy: 0.8274
249/316 [======================>.......] - ETA: 16s - loss: 0.3514 - accuracy: 0.8271
250/316 [======================>.......] - ETA: 16s - loss: 0.3515 - accuracy: 0.8267
251/316 [======================>.......] - ETA: 16s - loss: 0.3515 - accuracy: 0.8274
252/316 [======================>.......] - ETA: 16s - loss: 0.3510 - accuracy: 0.8276
253/316 [=======================>......] - ETA: 15s - loss: 0.3510 - accuracy: 0.8278
254/316 [=======================>......] - ETA: 15s - loss: 0.3510 - accuracy: 0.8275
255/316 [=======================>......] - ETA: 15s - loss: 0.3507 - accuracy: 0.8277
256/316 [=======================>......] - ETA: 14s - loss: 0.3511 - accuracy: 0.8279
257/316 [=======================>......] - ETA: 14s - loss: 0.3517 - accuracy: 0.8276
258/316 [=======================>......] - ETA: 14s - loss: 0.3522 - accuracy: 0.8270
259/316 [=======================>......] - ETA: 14s - loss: 0.3519 - accuracy: 0.8270
260/316 [=======================>......] - ETA: 13s - loss: 0.3522 - accuracy: 0.8269
261/316 [=======================>......] - ETA: 13s - loss: 0.3519 - accuracy: 0.8271
262/316 [=======================>......] - ETA: 13s - loss: 0.3516 - accuracy: 0.8273
263/316 [=======================>......] - ETA: 13s - loss: 0.3510 - accuracy: 0.8277
264/316 [========================>.....] - ETA: 12s - loss: 0.3511 - accuracy: 0.8279
265/316 [========================>.....] - ETA: 12s - loss: 0.3511 - accuracy: 0.8283
266/316 [========================>.....] - ETA: 12s - loss: 0.3508 - accuracy: 0.8282
267/316 [========================>.....] - ETA: 12s - loss: 0.3503 - accuracy: 0.8289
268/316 [========================>.....] - ETA: 11s - loss: 0.3506 - accuracy: 0.8286
269/316 [========================>.....] - ETA: 11s - loss: 0.3510 - accuracy: 0.8281
270/316 [========================>.....] - ETA: 11s - loss: 0.3509 - accuracy: 0.8280
271/316 [========================>.....] - ETA: 11s - loss: 0.3514 - accuracy: 0.8280
272/316 [========================>.....] - ETA: 10s - loss: 0.3510 - accuracy: 0.8281
273/316 [========================>.....] - ETA: 10s - loss: 0.3509 - accuracy: 0.8281
274/316 [=========================>....] - ETA: 10s - loss: 0.3508 - accuracy: 0.8282
275/316 [=========================>....] - ETA: 10s - loss: 0.3510 - accuracy: 0.8280
276/316 [=========================>....] - ETA: 9s - loss: 0.3504 - accuracy: 0.8284 
277/316 [=========================>....] - ETA: 9s - loss: 0.3498 - accuracy: 0.8287
278/316 [=========================>....] - ETA: 9s - loss: 0.3498 - accuracy: 0.8287
279/316 [=========================>....] - ETA: 9s - loss: 0.3499 - accuracy: 0.8284
280/316 [=========================>....] - ETA: 8s - loss: 0.3490 - accuracy: 0.8290
281/316 [=========================>....] - ETA: 8s - loss: 0.3486 - accuracy: 0.8294
282/316 [=========================>....] - ETA: 8s - loss: 0.3483 - accuracy: 0.8293
283/316 [=========================>....] - ETA: 8s - loss: 0.3491 - accuracy: 0.8291
284/316 [=========================>....] - ETA: 7s - loss: 0.3487 - accuracy: 0.8294
285/316 [==========================>...] - ETA: 7s - loss: 0.3480 - accuracy: 0.8300
286/316 [==========================>...] - ETA: 7s - loss: 0.3483 - accuracy: 0.8300
287/316 [==========================>...] - ETA: 7s - loss: 0.3488 - accuracy: 0.8299
288/316 [==========================>...] - ETA: 6s - loss: 0.3485 - accuracy: 0.8301
289/316 [==========================>...] - ETA: 6s - loss: 0.3490 - accuracy: 0.8296
290/316 [==========================>...] - ETA: 6s - loss: 0.3485 - accuracy: 0.8297
291/316 [==========================>...] - ETA: 6s - loss: 0.3486 - accuracy: 0.8297
292/316 [==========================>...] - ETA: 5s - loss: 0.3491 - accuracy: 0.8290
293/316 [==========================>...] - ETA: 5s - loss: 0.3489 - accuracy: 0.8294
294/316 [==========================>...] - ETA: 5s - loss: 0.3487 - accuracy: 0.8295
295/316 [===========================>..] - ETA: 5s - loss: 0.3495 - accuracy: 0.8292
296/316 [===========================>..] - ETA: 4s - loss: 0.3494 - accuracy: 0.8294
297/316 [===========================>..] - ETA: 4s - loss: 0.3495 - accuracy: 0.8291
298/316 [===========================>..] - ETA: 4s - loss: 0.3494 - accuracy: 0.8291
299/316 [===========================>..] - ETA: 4s - loss: 0.3489 - accuracy: 0.8294
300/316 [===========================>..] - ETA: 3s - loss: 0.3490 - accuracy: 0.8294
301/316 [===========================>..] - ETA: 3s - loss: 0.3492 - accuracy: 0.8291
302/316 [===========================>..] - ETA: 3s - loss: 0.3489 - accuracy: 0.8291
303/316 [===========================>..] - ETA: 3s - loss: 0.3486 - accuracy: 0.8296
304/316 [===========================>..] - ETA: 2s - loss: 0.3479 - accuracy: 0.8300
305/316 [===========================>..] - ETA: 2s - loss: 0.3481 - accuracy: 0.8301
306/316 [============================>.] - ETA: 2s - loss: 0.3483 - accuracy: 0.8299
307/316 [============================>.] - ETA: 2s - loss: 0.3482 - accuracy: 0.8302
308/316 [============================>.] - ETA: 1s - loss: 0.3476 - accuracy: 0.8306
309/316 [============================>.] - ETA: 1s - loss: 0.3480 - accuracy: 0.8303
310/316 [============================>.] - ETA: 1s - loss: 0.3476 - accuracy: 0.8306
311/316 [============================>.] - ETA: 1s - loss: 0.3474 - accuracy: 0.8310
312/316 [============================>.] - ETA: 0s - loss: 0.3476 - accuracy: 0.8307
313/316 [============================>.] - ETA: 0s - loss: 0.3471 - accuracy: 0.8313
314/316 [============================>.] - ETA: 0s - loss: 0.3468 - accuracy: 0.8316
315/316 [============================>.] - ETA: 0s - loss: 0.3462 - accuracy: 0.8321
316/316 [==============================] - 78s 246ms/step - loss: 0.3461 - accuracy: 0.8321

316/316 [==============================] - 82s 259ms/step - loss: 0.3461 - accuracy: 0.8321 - val_loss: 0.2253 - val_accuracy: 0.9089
Epoch 60/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.4862 - accuracy: 0.8125
  2/316 [..............................] - ETA: 1:00 - loss: 0.6380 - accuracy: 0.7500
  3/316 [..............................] - ETA: 1:33 - loss: 0.5577 - accuracy: 0.7500
  4/316 [..............................] - ETA: 2:04 - loss: 0.5427 - accuracy: 0.7500
  5/316 [..............................] - ETA: 1:53 - loss: 0.4879 - accuracy: 0.7750
  6/316 [..............................] - ETA: 1:42 - loss: 0.4500 - accuracy: 0.7917
  7/316 [..............................] - ETA: 1:34 - loss: 0.4286 - accuracy: 0.8125
  8/316 [..............................] - ETA: 1:29 - loss: 0.3993 - accuracy: 0.8281
  9/316 [..............................] - ETA: 1:24 - loss: 0.3801 - accuracy: 0.8333
 10/316 [..............................] - ETA: 1:21 - loss: 0.3703 - accuracy: 0.8438
 11/316 [>.............................] - ETA: 1:19 - loss: 0.3688 - accuracy: 0.8466
 12/316 [>.............................] - ETA: 1:17 - loss: 0.3892 - accuracy: 0.8385
 13/316 [>.............................] - ETA: 1:15 - loss: 0.3793 - accuracy: 0.8413
 14/316 [>.............................] - ETA: 1:13 - loss: 0.3806 - accuracy: 0.8438
 15/316 [>.............................] - ETA: 1:13 - loss: 0.3921 - accuracy: 0.8417
 16/316 [>.............................] - ETA: 1:19 - loss: 0.3832 - accuracy: 0.8398
 17/316 [>.............................] - ETA: 1:24 - loss: 0.3708 - accuracy: 0.8493
 18/316 [>.............................] - ETA: 1:29 - loss: 0.3711 - accuracy: 0.8438
 19/316 [>.............................] - ETA: 1:30 - loss: 0.3667 - accuracy: 0.8487
 20/316 [>.............................] - ETA: 1:28 - loss: 0.3625 - accuracy: 0.8469
 21/316 [>.............................] - ETA: 1:26 - loss: 0.3598 - accuracy: 0.8512
 22/316 [=>............................] - ETA: 1:24 - loss: 0.3608 - accuracy: 0.8523
 23/316 [=>............................] - ETA: 1:22 - loss: 0.3554 - accuracy: 0.8505
 24/316 [=>............................] - ETA: 1:21 - loss: 0.3549 - accuracy: 0.8516
 25/316 [=>............................] - ETA: 1:20 - loss: 0.3621 - accuracy: 0.8500
 26/316 [=>............................] - ETA: 1:19 - loss: 0.3640 - accuracy: 0.8486
 27/316 [=>............................] - ETA: 1:17 - loss: 0.3644 - accuracy: 0.8472
 28/316 [=>............................] - ETA: 1:16 - loss: 0.3603 - accuracy: 0.8504
 29/316 [=>............................] - ETA: 1:15 - loss: 0.3583 - accuracy: 0.8491
 30/316 [=>............................] - ETA: 1:14 - loss: 0.3532 - accuracy: 0.8521
 31/316 [=>............................] - ETA: 1:13 - loss: 0.3576 - accuracy: 0.8488
 32/316 [==>...........................] - ETA: 1:12 - loss: 0.3516 - accuracy: 0.8516
 33/316 [==>...........................] - ETA: 1:12 - loss: 0.3488 - accuracy: 0.8523
 34/316 [==>...........................] - ETA: 1:11 - loss: 0.3465 - accuracy: 0.8529
 35/316 [==>...........................] - ETA: 1:13 - loss: 0.3439 - accuracy: 0.8554
 36/316 [==>...........................] - ETA: 1:15 - loss: 0.3471 - accuracy: 0.8542
 37/316 [==>...........................] - ETA: 1:15 - loss: 0.3441 - accuracy: 0.8564
 38/316 [==>...........................] - ETA: 1:14 - loss: 0.3429 - accuracy: 0.8569
 39/316 [==>...........................] - ETA: 1:13 - loss: 0.3425 - accuracy: 0.8574
 40/316 [==>...........................] - ETA: 1:12 - loss: 0.3435 - accuracy: 0.8562
 41/316 [==>...........................] - ETA: 1:12 - loss: 0.3433 - accuracy: 0.8582
 42/316 [==>...........................] - ETA: 1:13 - loss: 0.3517 - accuracy: 0.8557
 43/316 [===>..........................] - ETA: 1:14 - loss: 0.3490 - accuracy: 0.8561
 44/316 [===>..........................] - ETA: 1:14 - loss: 0.3522 - accuracy: 0.8537
 45/316 [===>..........................] - ETA: 1:13 - loss: 0.3520 - accuracy: 0.8542
 46/316 [===>..........................] - ETA: 1:12 - loss: 0.3504 - accuracy: 0.8533
 47/316 [===>..........................] - ETA: 1:11 - loss: 0.3488 - accuracy: 0.8524
 48/316 [===>..........................] - ETA: 1:12 - loss: 0.3476 - accuracy: 0.8529
 49/316 [===>..........................] - ETA: 1:13 - loss: 0.3457 - accuracy: 0.8533
 50/316 [===>..........................] - ETA: 1:13 - loss: 0.3482 - accuracy: 0.8475
 51/316 [===>..........................] - ETA: 1:13 - loss: 0.3455 - accuracy: 0.8493
 52/316 [===>..........................] - ETA: 1:12 - loss: 0.3471 - accuracy: 0.8474
 53/316 [====>.........................] - ETA: 1:11 - loss: 0.3485 - accuracy: 0.8455
 54/316 [====>.........................] - ETA: 1:10 - loss: 0.3465 - accuracy: 0.8472
 55/316 [====>.........................] - ETA: 1:10 - loss: 0.3446 - accuracy: 0.8477
 56/316 [====>.........................] - ETA: 1:09 - loss: 0.3460 - accuracy: 0.8471
 57/316 [====>.........................] - ETA: 1:09 - loss: 0.3463 - accuracy: 0.8465
 58/316 [====>.........................] - ETA: 1:08 - loss: 0.3472 - accuracy: 0.8438
 59/316 [====>.........................] - ETA: 1:07 - loss: 0.3452 - accuracy: 0.8443
 60/316 [====>.........................] - ETA: 1:07 - loss: 0.3455 - accuracy: 0.8448
 61/316 [====>.........................] - ETA: 1:06 - loss: 0.3444 - accuracy: 0.8463
 62/316 [====>.........................] - ETA: 1:06 - loss: 0.3468 - accuracy: 0.8427
 63/316 [====>.........................] - ETA: 1:05 - loss: 0.3436 - accuracy: 0.8452
 64/316 [=====>........................] - ETA: 1:04 - loss: 0.3431 - accuracy: 0.8467
 65/316 [=====>........................] - ETA: 1:04 - loss: 0.3404 - accuracy: 0.8481
 66/316 [=====>........................] - ETA: 1:05 - loss: 0.3389 - accuracy: 0.8494
 67/316 [=====>........................] - ETA: 1:06 - loss: 0.3409 - accuracy: 0.8489
 68/316 [=====>........................] - ETA: 1:05 - loss: 0.3413 - accuracy: 0.8474
 69/316 [=====>........................] - ETA: 1:05 - loss: 0.3451 - accuracy: 0.8424
 70/316 [=====>........................] - ETA: 1:04 - loss: 0.3442 - accuracy: 0.8438
 71/316 [=====>........................] - ETA: 1:04 - loss: 0.3426 - accuracy: 0.8442
 72/316 [=====>........................] - ETA: 1:03 - loss: 0.3417 - accuracy: 0.8446
 73/316 [=====>........................] - ETA: 1:03 - loss: 0.3410 - accuracy: 0.8433
 74/316 [======>.......................] - ETA: 1:02 - loss: 0.3384 - accuracy: 0.8454
 75/316 [======>.......................] - ETA: 1:02 - loss: 0.3363 - accuracy: 0.8467
 76/316 [======>.......................] - ETA: 1:01 - loss: 0.3363 - accuracy: 0.8462
 77/316 [======>.......................] - ETA: 1:01 - loss: 0.3350 - accuracy: 0.8458
 78/316 [======>.......................] - ETA: 1:00 - loss: 0.3345 - accuracy: 0.8462
 79/316 [======>.......................] - ETA: 1:00 - loss: 0.3326 - accuracy: 0.8465
 80/316 [======>.......................] - ETA: 59s - loss: 0.3334 - accuracy: 0.8469 
 81/316 [======>.......................] - ETA: 59s - loss: 0.3326 - accuracy: 0.8472
 82/316 [======>.......................] - ETA: 58s - loss: 0.3306 - accuracy: 0.8476
 83/316 [======>.......................] - ETA: 59s - loss: 0.3298 - accuracy: 0.8471
 84/316 [======>.......................] - ETA: 1:00 - loss: 0.3330 - accuracy: 0.8460
 85/316 [=======>......................] - ETA: 59s - loss: 0.3329 - accuracy: 0.8456 
 86/316 [=======>......................] - ETA: 59s - loss: 0.3328 - accuracy: 0.8459
 87/316 [=======>......................] - ETA: 59s - loss: 0.3325 - accuracy: 0.8448
 88/316 [=======>......................] - ETA: 58s - loss: 0.3319 - accuracy: 0.8445
 89/316 [=======>......................] - ETA: 58s - loss: 0.3336 - accuracy: 0.8420
 90/316 [=======>......................] - ETA: 57s - loss: 0.3332 - accuracy: 0.8431
 91/316 [=======>......................] - ETA: 57s - loss: 0.3312 - accuracy: 0.8441
 92/316 [=======>......................] - ETA: 56s - loss: 0.3333 - accuracy: 0.8424
 93/316 [=======>......................] - ETA: 56s - loss: 0.3351 - accuracy: 0.8414
 94/316 [=======>......................] - ETA: 56s - loss: 0.3350 - accuracy: 0.8411
 95/316 [========>.....................] - ETA: 55s - loss: 0.3343 - accuracy: 0.8414
 96/316 [========>.....................] - ETA: 55s - loss: 0.3341 - accuracy: 0.8418
 97/316 [========>.....................] - ETA: 54s - loss: 0.3329 - accuracy: 0.8428
 98/316 [========>.....................] - ETA: 54s - loss: 0.3338 - accuracy: 0.8425
 99/316 [========>.....................] - ETA: 54s - loss: 0.3340 - accuracy: 0.8422
100/316 [========>.....................] - ETA: 54s - loss: 0.3329 - accuracy: 0.8425
101/316 [========>.....................] - ETA: 55s - loss: 0.3322 - accuracy: 0.8422
102/316 [========>.....................] - ETA: 54s - loss: 0.3316 - accuracy: 0.8431
103/316 [========>.....................] - ETA: 54s - loss: 0.3322 - accuracy: 0.8422
104/316 [========>.....................] - ETA: 53s - loss: 0.3326 - accuracy: 0.8419
105/316 [========>.....................] - ETA: 53s - loss: 0.3305 - accuracy: 0.8435
106/316 [=========>....................] - ETA: 53s - loss: 0.3315 - accuracy: 0.8426
107/316 [=========>....................] - ETA: 52s - loss: 0.3336 - accuracy: 0.8411
108/316 [=========>....................] - ETA: 52s - loss: 0.3337 - accuracy: 0.8409
109/316 [=========>....................] - ETA: 51s - loss: 0.3329 - accuracy: 0.8417
110/316 [=========>....................] - ETA: 51s - loss: 0.3353 - accuracy: 0.8409
111/316 [=========>....................] - ETA: 51s - loss: 0.3356 - accuracy: 0.8395
112/316 [=========>....................] - ETA: 50s - loss: 0.3346 - accuracy: 0.8404
113/316 [=========>....................] - ETA: 50s - loss: 0.3395 - accuracy: 0.8379
114/316 [=========>....................] - ETA: 50s - loss: 0.3398 - accuracy: 0.8383
115/316 [=========>....................] - ETA: 49s - loss: 0.3390 - accuracy: 0.8391
116/316 [==========>...................] - ETA: 49s - loss: 0.3397 - accuracy: 0.8384
117/316 [==========>...................] - ETA: 49s - loss: 0.3424 - accuracy: 0.8365
118/316 [==========>...................] - ETA: 50s - loss: 0.3425 - accuracy: 0.8358
119/316 [==========>...................] - ETA: 49s - loss: 0.3415 - accuracy: 0.8361
120/316 [==========>...................] - ETA: 49s - loss: 0.3411 - accuracy: 0.8365
121/316 [==========>...................] - ETA: 48s - loss: 0.3401 - accuracy: 0.8373
122/316 [==========>...................] - ETA: 48s - loss: 0.3388 - accuracy: 0.8381
123/316 [==========>...................] - ETA: 48s - loss: 0.3391 - accuracy: 0.8379
124/316 [==========>...................] - ETA: 47s - loss: 0.3392 - accuracy: 0.8377
125/316 [==========>...................] - ETA: 47s - loss: 0.3384 - accuracy: 0.8380
126/316 [==========>...................] - ETA: 47s - loss: 0.3367 - accuracy: 0.8393
127/316 [===========>..................] - ETA: 46s - loss: 0.3356 - accuracy: 0.8396
128/316 [===========>..................] - ETA: 46s - loss: 0.3352 - accuracy: 0.8394
129/316 [===========>..................] - ETA: 46s - loss: 0.3351 - accuracy: 0.8406
130/316 [===========>..................] - ETA: 45s - loss: 0.3347 - accuracy: 0.8404
131/316 [===========>..................] - ETA: 45s - loss: 0.3352 - accuracy: 0.8397
132/316 [===========>..................] - ETA: 45s - loss: 0.3352 - accuracy: 0.8400
133/316 [===========>..................] - ETA: 44s - loss: 0.3346 - accuracy: 0.8402
134/316 [===========>..................] - ETA: 44s - loss: 0.3341 - accuracy: 0.8405
135/316 [===========>..................] - ETA: 45s - loss: 0.3334 - accuracy: 0.8407
136/316 [===========>..................] - ETA: 44s - loss: 0.3334 - accuracy: 0.8405
137/316 [============>.................] - ETA: 44s - loss: 0.3334 - accuracy: 0.8412
138/316 [============>.................] - ETA: 44s - loss: 0.3345 - accuracy: 0.8410
139/316 [============>.................] - ETA: 43s - loss: 0.3344 - accuracy: 0.8413
140/316 [============>.................] - ETA: 43s - loss: 0.3345 - accuracy: 0.8411
141/316 [============>.................] - ETA: 43s - loss: 0.3369 - accuracy: 0.8404
142/316 [============>.................] - ETA: 43s - loss: 0.3372 - accuracy: 0.8398
143/316 [============>.................] - ETA: 42s - loss: 0.3373 - accuracy: 0.8392
144/316 [============>.................] - ETA: 42s - loss: 0.3371 - accuracy: 0.8390
145/316 [============>.................] - ETA: 42s - loss: 0.3377 - accuracy: 0.8384
146/316 [============>.................] - ETA: 41s - loss: 0.3409 - accuracy: 0.8373
147/316 [============>.................] - ETA: 41s - loss: 0.3410 - accuracy: 0.8367
148/316 [=============>................] - ETA: 42s - loss: 0.3424 - accuracy: 0.8361
149/316 [=============>................] - ETA: 42s - loss: 0.3419 - accuracy: 0.8364
150/316 [=============>................] - ETA: 42s - loss: 0.3420 - accuracy: 0.8358
151/316 [=============>................] - ETA: 41s - loss: 0.3421 - accuracy: 0.8357
152/316 [=============>................] - ETA: 41s - loss: 0.3411 - accuracy: 0.8359
153/316 [=============>................] - ETA: 41s - loss: 0.3408 - accuracy: 0.8362
154/316 [=============>................] - ETA: 40s - loss: 0.3415 - accuracy: 0.8352
155/316 [=============>................] - ETA: 40s - loss: 0.3432 - accuracy: 0.8343
156/316 [=============>................] - ETA: 40s - loss: 0.3439 - accuracy: 0.8341
157/316 [=============>................] - ETA: 39s - loss: 0.3445 - accuracy: 0.8344
158/316 [==============>...............] - ETA: 39s - loss: 0.3438 - accuracy: 0.8347
159/316 [==============>...............] - ETA: 39s - loss: 0.3447 - accuracy: 0.8337
160/316 [==============>...............] - ETA: 38s - loss: 0.3442 - accuracy: 0.8344
161/316 [==============>...............] - ETA: 38s - loss: 0.3439 - accuracy: 0.8350
162/316 [==============>...............] - ETA: 38s - loss: 0.3430 - accuracy: 0.8360
163/316 [==============>...............] - ETA: 37s - loss: 0.3433 - accuracy: 0.8363
164/316 [==============>...............] - ETA: 37s - loss: 0.3428 - accuracy: 0.8369
165/316 [==============>...............] - ETA: 37s - loss: 0.3420 - accuracy: 0.8375
166/316 [==============>...............] - ETA: 37s - loss: 0.3413 - accuracy: 0.8381
167/316 [==============>...............] - ETA: 37s - loss: 0.3414 - accuracy: 0.8387
168/316 [==============>...............] - ETA: 37s - loss: 0.3429 - accuracy: 0.8382
169/316 [===============>..............] - ETA: 36s - loss: 0.3425 - accuracy: 0.8384
170/316 [===============>..............] - ETA: 36s - loss: 0.3434 - accuracy: 0.8379
171/316 [===============>..............] - ETA: 36s - loss: 0.3438 - accuracy: 0.8377
172/316 [===============>..............] - ETA: 35s - loss: 0.3436 - accuracy: 0.8376
173/316 [===============>..............] - ETA: 36s - loss: 0.3440 - accuracy: 0.8371
174/316 [===============>..............] - ETA: 35s - loss: 0.3442 - accuracy: 0.8369
175/316 [===============>..............] - ETA: 35s - loss: 0.3434 - accuracy: 0.8379
176/316 [===============>..............] - ETA: 35s - loss: 0.3438 - accuracy: 0.8377
177/316 [===============>..............] - ETA: 35s - loss: 0.3445 - accuracy: 0.8376
178/316 [===============>..............] - ETA: 34s - loss: 0.3446 - accuracy: 0.8378
179/316 [===============>..............] - ETA: 34s - loss: 0.3443 - accuracy: 0.8376
180/316 [================>.............] - ETA: 34s - loss: 0.3450 - accuracy: 0.8365
181/316 [================>.............] - ETA: 34s - loss: 0.3445 - accuracy: 0.8370
182/316 [================>.............] - ETA: 34s - loss: 0.3435 - accuracy: 0.8376
183/316 [================>.............] - ETA: 33s - loss: 0.3445 - accuracy: 0.8367
184/316 [================>.............] - ETA: 33s - loss: 0.3454 - accuracy: 0.8363
185/316 [================>.............] - ETA: 33s - loss: 0.3444 - accuracy: 0.8372
186/316 [================>.............] - ETA: 32s - loss: 0.3442 - accuracy: 0.8370
187/316 [================>.............] - ETA: 32s - loss: 0.3439 - accuracy: 0.8369
188/316 [================>.............] - ETA: 32s - loss: 0.3441 - accuracy: 0.8364
189/316 [================>.............] - ETA: 31s - loss: 0.3434 - accuracy: 0.8373
190/316 [=================>............] - ETA: 31s - loss: 0.3444 - accuracy: 0.8372
191/316 [=================>............] - ETA: 31s - loss: 0.3446 - accuracy: 0.8370
192/316 [=================>............] - ETA: 31s - loss: 0.3453 - accuracy: 0.8369
193/316 [=================>............] - ETA: 31s - loss: 0.3453 - accuracy: 0.8368
194/316 [=================>............] - ETA: 31s - loss: 0.3445 - accuracy: 0.8373
195/316 [=================>............] - ETA: 31s - loss: 0.3437 - accuracy: 0.8378
196/316 [=================>............] - ETA: 30s - loss: 0.3426 - accuracy: 0.8380
197/316 [=================>............] - ETA: 30s - loss: 0.3430 - accuracy: 0.8382
198/316 [=================>............] - ETA: 30s - loss: 0.3427 - accuracy: 0.8387
199/316 [=================>............] - ETA: 29s - loss: 0.3422 - accuracy: 0.8389
200/316 [=================>............] - ETA: 29s - loss: 0.3413 - accuracy: 0.8394
201/316 [==================>...........] - ETA: 29s - loss: 0.3410 - accuracy: 0.8396
202/316 [==================>...........] - ETA: 29s - loss: 0.3403 - accuracy: 0.8403
203/316 [==================>...........] - ETA: 28s - loss: 0.3400 - accuracy: 0.8405
204/316 [==================>...........] - ETA: 28s - loss: 0.3405 - accuracy: 0.8401
205/316 [==================>...........] - ETA: 28s - loss: 0.3410 - accuracy: 0.8393
206/316 [==================>...........] - ETA: 27s - loss: 0.3416 - accuracy: 0.8383
207/316 [==================>...........] - ETA: 27s - loss: 0.3414 - accuracy: 0.8382
208/316 [==================>...........] - ETA: 27s - loss: 0.3417 - accuracy: 0.8374
209/316 [==================>...........] - ETA: 27s - loss: 0.3421 - accuracy: 0.8367
210/316 [==================>...........] - ETA: 26s - loss: 0.3425 - accuracy: 0.8363
211/316 [===================>..........] - ETA: 26s - loss: 0.3419 - accuracy: 0.8368
212/316 [===================>..........] - ETA: 26s - loss: 0.3426 - accuracy: 0.8358
213/316 [===================>..........] - ETA: 26s - loss: 0.3422 - accuracy: 0.8360
214/316 [===================>..........] - ETA: 25s - loss: 0.3424 - accuracy: 0.8362
215/316 [===================>..........] - ETA: 25s - loss: 0.3423 - accuracy: 0.8363
216/316 [===================>..........] - ETA: 25s - loss: 0.3434 - accuracy: 0.8354
217/316 [===================>..........] - ETA: 25s - loss: 0.3436 - accuracy: 0.8355
218/316 [===================>..........] - ETA: 24s - loss: 0.3450 - accuracy: 0.8354
219/316 [===================>..........] - ETA: 24s - loss: 0.3451 - accuracy: 0.8353
220/316 [===================>..........] - ETA: 24s - loss: 0.3447 - accuracy: 0.8361
221/316 [===================>..........] - ETA: 23s - loss: 0.3448 - accuracy: 0.8360
222/316 [====================>.........] - ETA: 23s - loss: 0.3442 - accuracy: 0.8361
223/316 [====================>.........] - ETA: 23s - loss: 0.3446 - accuracy: 0.8360
224/316 [====================>.........] - ETA: 23s - loss: 0.3439 - accuracy: 0.8362
225/316 [====================>.........] - ETA: 22s - loss: 0.3441 - accuracy: 0.8361
226/316 [====================>.........] - ETA: 22s - loss: 0.3451 - accuracy: 0.8360
227/316 [====================>.........] - ETA: 22s - loss: 0.3446 - accuracy: 0.8362
228/316 [====================>.........] - ETA: 22s - loss: 0.3443 - accuracy: 0.8363
229/316 [====================>.........] - ETA: 22s - loss: 0.3439 - accuracy: 0.8362
230/316 [====================>.........] - ETA: 21s - loss: 0.3435 - accuracy: 0.8367
231/316 [====================>.........] - ETA: 21s - loss: 0.3446 - accuracy: 0.8360
232/316 [=====================>........] - ETA: 21s - loss: 0.3440 - accuracy: 0.8362
233/316 [=====================>........] - ETA: 20s - loss: 0.3443 - accuracy: 0.8356
234/316 [=====================>........] - ETA: 20s - loss: 0.3445 - accuracy: 0.8355
235/316 [=====================>........] - ETA: 20s - loss: 0.3446 - accuracy: 0.8354
236/316 [=====================>........] - ETA: 20s - loss: 0.3440 - accuracy: 0.8355
237/316 [=====================>........] - ETA: 19s - loss: 0.3444 - accuracy: 0.8349
238/316 [=====================>........] - ETA: 19s - loss: 0.3441 - accuracy: 0.8356
239/316 [=====================>........] - ETA: 19s - loss: 0.3439 - accuracy: 0.8358
240/316 [=====================>........] - ETA: 19s - loss: 0.3434 - accuracy: 0.8362
241/316 [=====================>........] - ETA: 18s - loss: 0.3434 - accuracy: 0.8361
242/316 [=====================>........] - ETA: 18s - loss: 0.3436 - accuracy: 0.8363
243/316 [======================>.......] - ETA: 18s - loss: 0.3441 - accuracy: 0.8356
244/316 [======================>.......] - ETA: 17s - loss: 0.3435 - accuracy: 0.8361
245/316 [======================>.......] - ETA: 17s - loss: 0.3437 - accuracy: 0.8365
246/316 [======================>.......] - ETA: 17s - loss: 0.3435 - accuracy: 0.8366
247/316 [======================>.......] - ETA: 17s - loss: 0.3431 - accuracy: 0.8370
248/316 [======================>.......] - ETA: 17s - loss: 0.3432 - accuracy: 0.8364
249/316 [======================>.......] - ETA: 16s - loss: 0.3426 - accuracy: 0.8366
250/316 [======================>.......] - ETA: 16s - loss: 0.3421 - accuracy: 0.8370
251/316 [======================>.......] - ETA: 16s - loss: 0.3430 - accuracy: 0.8364
252/316 [======================>.......] - ETA: 16s - loss: 0.3430 - accuracy: 0.8363
253/316 [=======================>......] - ETA: 15s - loss: 0.3433 - accuracy: 0.8362
254/316 [=======================>......] - ETA: 15s - loss: 0.3428 - accuracy: 0.8366
255/316 [=======================>......] - ETA: 15s - loss: 0.3423 - accuracy: 0.8370
256/316 [=======================>......] - ETA: 14s - loss: 0.3418 - accuracy: 0.8376
257/316 [=======================>......] - ETA: 14s - loss: 0.3419 - accuracy: 0.8378
258/316 [=======================>......] - ETA: 14s - loss: 0.3417 - accuracy: 0.8377
259/316 [=======================>......] - ETA: 14s - loss: 0.3414 - accuracy: 0.8376
260/316 [=======================>......] - ETA: 13s - loss: 0.3419 - accuracy: 0.8375
261/316 [=======================>......] - ETA: 13s - loss: 0.3408 - accuracy: 0.8381
262/316 [=======================>......] - ETA: 13s - loss: 0.3414 - accuracy: 0.8380
263/316 [=======================>......] - ETA: 13s - loss: 0.3416 - accuracy: 0.8377
264/316 [========================>.....] - ETA: 13s - loss: 0.3417 - accuracy: 0.8376
265/316 [========================>.....] - ETA: 12s - loss: 0.3425 - accuracy: 0.8375
266/316 [========================>.....] - ETA: 12s - loss: 0.3423 - accuracy: 0.8376
267/316 [========================>.....] - ETA: 12s - loss: 0.3428 - accuracy: 0.8371
268/316 [========================>.....] - ETA: 12s - loss: 0.3427 - accuracy: 0.8372
269/316 [========================>.....] - ETA: 11s - loss: 0.3423 - accuracy: 0.8376
270/316 [========================>.....] - ETA: 11s - loss: 0.3420 - accuracy: 0.8380
271/316 [========================>.....] - ETA: 11s - loss: 0.3414 - accuracy: 0.8381
272/316 [========================>.....] - ETA: 11s - loss: 0.3412 - accuracy: 0.8382
273/316 [========================>.....] - ETA: 10s - loss: 0.3413 - accuracy: 0.8379
274/316 [=========================>....] - ETA: 10s - loss: 0.3413 - accuracy: 0.8378
275/316 [=========================>....] - ETA: 10s - loss: 0.3417 - accuracy: 0.8375
276/316 [=========================>....] - ETA: 10s - loss: 0.3416 - accuracy: 0.8372
277/316 [=========================>....] - ETA: 9s - loss: 0.3413 - accuracy: 0.8373 
278/316 [=========================>....] - ETA: 9s - loss: 0.3411 - accuracy: 0.8375
279/316 [=========================>....] - ETA: 9s - loss: 0.3412 - accuracy: 0.8369
280/316 [=========================>....] - ETA: 8s - loss: 0.3411 - accuracy: 0.8368
281/316 [=========================>....] - ETA: 8s - loss: 0.3407 - accuracy: 0.8370
282/316 [=========================>....] - ETA: 8s - loss: 0.3406 - accuracy: 0.8369
283/316 [=========================>....] - ETA: 8s - loss: 0.3400 - accuracy: 0.8370
284/316 [=========================>....] - ETA: 8s - loss: 0.3402 - accuracy: 0.8367
285/316 [==========================>...] - ETA: 7s - loss: 0.3405 - accuracy: 0.8362
286/316 [==========================>...] - ETA: 7s - loss: 0.3400 - accuracy: 0.8365
287/316 [==========================>...] - ETA: 7s - loss: 0.3398 - accuracy: 0.8367
288/316 [==========================>...] - ETA: 7s - loss: 0.3397 - accuracy: 0.8368
289/316 [==========================>...] - ETA: 6s - loss: 0.3395 - accuracy: 0.8367
290/316 [==========================>...] - ETA: 6s - loss: 0.3396 - accuracy: 0.8366
291/316 [==========================>...] - ETA: 6s - loss: 0.3391 - accuracy: 0.8370
292/316 [==========================>...] - ETA: 5s - loss: 0.3389 - accuracy: 0.8371
293/316 [==========================>...] - ETA: 5s - loss: 0.3390 - accuracy: 0.8370
294/316 [==========================>...] - ETA: 5s - loss: 0.3387 - accuracy: 0.8372
295/316 [===========================>..] - ETA: 5s - loss: 0.3383 - accuracy: 0.8375
296/316 [===========================>..] - ETA: 4s - loss: 0.3391 - accuracy: 0.8374
297/316 [===========================>..] - ETA: 4s - loss: 0.3386 - accuracy: 0.8378
298/316 [===========================>..] - ETA: 4s - loss: 0.3382 - accuracy: 0.8381
299/316 [===========================>..] - ETA: 4s - loss: 0.3375 - accuracy: 0.8386
300/316 [===========================>..] - ETA: 4s - loss: 0.3374 - accuracy: 0.8385
301/316 [===========================>..] - ETA: 3s - loss: 0.3373 - accuracy: 0.8389
302/316 [===========================>..] - ETA: 3s - loss: 0.3372 - accuracy: 0.8390
303/316 [===========================>..] - ETA: 3s - loss: 0.3373 - accuracy: 0.8389
304/316 [===========================>..] - ETA: 3s - loss: 0.3375 - accuracy: 0.8384
305/316 [===========================>..] - ETA: 2s - loss: 0.3374 - accuracy: 0.8385
306/316 [============================>.] - ETA: 2s - loss: 0.3372 - accuracy: 0.8386
307/316 [============================>.] - ETA: 2s - loss: 0.3373 - accuracy: 0.8388
308/316 [============================>.] - ETA: 1s - loss: 0.3375 - accuracy: 0.8385
309/316 [============================>.] - ETA: 1s - loss: 0.3372 - accuracy: 0.8388
310/316 [============================>.] - ETA: 1s - loss: 0.3376 - accuracy: 0.8381
311/316 [============================>.] - ETA: 1s - loss: 0.3377 - accuracy: 0.8384
312/316 [============================>.] - ETA: 0s - loss: 0.3373 - accuracy: 0.8385
313/316 [============================>.] - ETA: 0s - loss: 0.3376 - accuracy: 0.8387
314/316 [============================>.] - ETA: 0s - loss: 0.3381 - accuracy: 0.8386
315/316 [============================>.] - ETA: 0s - loss: 0.3376 - accuracy: 0.8389
316/316 [==============================] - 79s 249ms/step - loss: 0.3377 - accuracy: 0.8391

316/316 [==============================] - 83s 263ms/step - loss: 0.3377 - accuracy: 0.8391 - val_loss: 0.2092 - val_accuracy: 0.9002
Epoch 61/100

  1/316 [..............................] - ETA: 1:49 - loss: 0.1989 - accuracy: 0.9375
  2/316 [..............................] - ETA: 58s - loss: 0.3135 - accuracy: 0.8750 
  3/316 [..............................] - ETA: 1:00 - loss: 0.3393 - accuracy: 0.8542
  4/316 [..............................] - ETA: 59s - loss: 0.3718 - accuracy: 0.8438 
  5/316 [..............................] - ETA: 1:00 - loss: 0.3298 - accuracy: 0.8750
  6/316 [..............................] - ETA: 59s - loss: 0.3718 - accuracy: 0.8438 
  7/316 [..............................] - ETA: 59s - loss: 0.4007 - accuracy: 0.8125
  8/316 [..............................] - ETA: 58s - loss: 0.3985 - accuracy: 0.8203
  9/316 [..............................] - ETA: 58s - loss: 0.4315 - accuracy: 0.8125
 10/316 [..............................] - ETA: 58s - loss: 0.4121 - accuracy: 0.8188
 11/316 [>.............................] - ETA: 58s - loss: 0.4060 - accuracy: 0.8125
 12/316 [>.............................] - ETA: 58s - loss: 0.3937 - accuracy: 0.8177
 13/316 [>.............................] - ETA: 57s - loss: 0.3980 - accuracy: 0.8173
 14/316 [>.............................] - ETA: 57s - loss: 0.3949 - accuracy: 0.8125
 15/316 [>.............................] - ETA: 57s - loss: 0.4069 - accuracy: 0.8083
 16/316 [>.............................] - ETA: 57s - loss: 0.4012 - accuracy: 0.8086
 17/316 [>.............................] - ETA: 1:04 - loss: 0.4031 - accuracy: 0.8088
 18/316 [>.............................] - ETA: 1:10 - loss: 0.3966 - accuracy: 0.8090
 19/316 [>.............................] - ETA: 1:09 - loss: 0.3898 - accuracy: 0.8158
 20/316 [>.............................] - ETA: 1:08 - loss: 0.3918 - accuracy: 0.8156
 21/316 [>.............................] - ETA: 1:07 - loss: 0.3857 - accuracy: 0.8214
 22/316 [=>............................] - ETA: 1:06 - loss: 0.3814 - accuracy: 0.8239
 23/316 [=>............................] - ETA: 1:06 - loss: 0.3780 - accuracy: 0.8234
 24/316 [=>............................] - ETA: 1:05 - loss: 0.3768 - accuracy: 0.8255
 25/316 [=>............................] - ETA: 1:04 - loss: 0.3759 - accuracy: 0.8275
 26/316 [=>............................] - ETA: 1:04 - loss: 0.3745 - accuracy: 0.8269
 27/316 [=>............................] - ETA: 1:03 - loss: 0.3753 - accuracy: 0.8287
 28/316 [=>............................] - ETA: 1:02 - loss: 0.3739 - accuracy: 0.8281
 29/316 [=>............................] - ETA: 1:02 - loss: 0.3738 - accuracy: 0.8276
 30/316 [=>............................] - ETA: 1:02 - loss: 0.3711 - accuracy: 0.8313
 31/316 [=>............................] - ETA: 1:01 - loss: 0.3658 - accuracy: 0.8347
 32/316 [==>...........................] - ETA: 1:01 - loss: 0.3664 - accuracy: 0.8301
 33/316 [==>...........................] - ETA: 1:00 - loss: 0.3653 - accuracy: 0.8295
 34/316 [==>...........................] - ETA: 1:03 - loss: 0.3591 - accuracy: 0.8309
 35/316 [==>...........................] - ETA: 1:06 - loss: 0.3598 - accuracy: 0.8304
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.3567 - accuracy: 0.8316
 37/316 [==>...........................] - ETA: 1:05 - loss: 0.3595 - accuracy: 0.8294
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.3568 - accuracy: 0.8306
 39/316 [==>...........................] - ETA: 1:04 - loss: 0.3564 - accuracy: 0.8285
 40/316 [==>...........................] - ETA: 1:03 - loss: 0.3529 - accuracy: 0.8297
 41/316 [==>...........................] - ETA: 1:03 - loss: 0.3508 - accuracy: 0.8293
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.3476 - accuracy: 0.8304
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.3459 - accuracy: 0.8314
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.3465 - accuracy: 0.8324
 45/316 [===>..........................] - ETA: 1:01 - loss: 0.3422 - accuracy: 0.8361
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.3419 - accuracy: 0.8342
 47/316 [===>..........................] - ETA: 1:00 - loss: 0.3382 - accuracy: 0.8351
 48/316 [===>..........................] - ETA: 59s - loss: 0.3391 - accuracy: 0.8359 
 49/316 [===>..........................] - ETA: 59s - loss: 0.3361 - accuracy: 0.8367
 50/316 [===>..........................] - ETA: 59s - loss: 0.3352 - accuracy: 0.8350
 51/316 [===>..........................] - ETA: 1:00 - loss: 0.3373 - accuracy: 0.8346
 52/316 [===>..........................] - ETA: 1:02 - loss: 0.3376 - accuracy: 0.8365
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3345 - accuracy: 0.8396
 54/316 [====>.........................] - ETA: 1:01 - loss: 0.3328 - accuracy: 0.8414
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3314 - accuracy: 0.8420
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3322 - accuracy: 0.8415
 57/316 [====>.........................] - ETA: 1:00 - loss: 0.3296 - accuracy: 0.8432
 58/316 [====>.........................] - ETA: 59s - loss: 0.3314 - accuracy: 0.8427 
 59/316 [====>.........................] - ETA: 59s - loss: 0.3307 - accuracy: 0.8422
 60/316 [====>.........................] - ETA: 58s - loss: 0.3293 - accuracy: 0.8438
 61/316 [====>.........................] - ETA: 58s - loss: 0.3284 - accuracy: 0.8443
 62/316 [====>.........................] - ETA: 58s - loss: 0.3277 - accuracy: 0.8448
 63/316 [====>.........................] - ETA: 57s - loss: 0.3261 - accuracy: 0.8462
 64/316 [=====>........................] - ETA: 57s - loss: 0.3244 - accuracy: 0.8467
 65/316 [=====>........................] - ETA: 56s - loss: 0.3225 - accuracy: 0.8471
 66/316 [=====>........................] - ETA: 56s - loss: 0.3210 - accuracy: 0.8485
 67/316 [=====>........................] - ETA: 56s - loss: 0.3212 - accuracy: 0.8470
 68/316 [=====>........................] - ETA: 57s - loss: 0.3255 - accuracy: 0.8447
 69/316 [=====>........................] - ETA: 58s - loss: 0.3245 - accuracy: 0.8451
 70/316 [=====>........................] - ETA: 57s - loss: 0.3308 - accuracy: 0.8438
 71/316 [=====>........................] - ETA: 57s - loss: 0.3304 - accuracy: 0.8442
 72/316 [=====>........................] - ETA: 57s - loss: 0.3303 - accuracy: 0.8446
 73/316 [=====>........................] - ETA: 56s - loss: 0.3298 - accuracy: 0.8433
 74/316 [======>.......................] - ETA: 56s - loss: 0.3306 - accuracy: 0.8438
 75/316 [======>.......................] - ETA: 55s - loss: 0.3292 - accuracy: 0.8442
 76/316 [======>.......................] - ETA: 55s - loss: 0.3298 - accuracy: 0.8429
 77/316 [======>.......................] - ETA: 55s - loss: 0.3293 - accuracy: 0.8433
 78/316 [======>.......................] - ETA: 54s - loss: 0.3290 - accuracy: 0.8438
 79/316 [======>.......................] - ETA: 54s - loss: 0.3270 - accuracy: 0.8457
 80/316 [======>.......................] - ETA: 54s - loss: 0.3272 - accuracy: 0.8461
 81/316 [======>.......................] - ETA: 53s - loss: 0.3250 - accuracy: 0.8465
 82/316 [======>.......................] - ETA: 53s - loss: 0.3227 - accuracy: 0.8483
 83/316 [======>.......................] - ETA: 53s - loss: 0.3228 - accuracy: 0.8471
 84/316 [======>.......................] - ETA: 52s - loss: 0.3207 - accuracy: 0.8482
 85/316 [=======>......................] - ETA: 52s - loss: 0.3224 - accuracy: 0.8471
 86/316 [=======>......................] - ETA: 53s - loss: 0.3216 - accuracy: 0.8481
 87/316 [=======>......................] - ETA: 54s - loss: 0.3231 - accuracy: 0.8470
 88/316 [=======>......................] - ETA: 54s - loss: 0.3241 - accuracy: 0.8452
 89/316 [=======>......................] - ETA: 54s - loss: 0.3221 - accuracy: 0.8455
 90/316 [=======>......................] - ETA: 54s - loss: 0.3201 - accuracy: 0.8472
 91/316 [=======>......................] - ETA: 53s - loss: 0.3191 - accuracy: 0.8475
 92/316 [=======>......................] - ETA: 53s - loss: 0.3198 - accuracy: 0.8471
 93/316 [=======>......................] - ETA: 53s - loss: 0.3196 - accuracy: 0.8474
 94/316 [=======>......................] - ETA: 52s - loss: 0.3181 - accuracy: 0.8484
 95/316 [========>.....................] - ETA: 52s - loss: 0.3161 - accuracy: 0.8493
 96/316 [========>.....................] - ETA: 52s - loss: 0.3164 - accuracy: 0.8483
 97/316 [========>.....................] - ETA: 51s - loss: 0.3169 - accuracy: 0.8479
 98/316 [========>.....................] - ETA: 51s - loss: 0.3171 - accuracy: 0.8469
 99/316 [========>.....................] - ETA: 51s - loss: 0.3160 - accuracy: 0.8479
100/316 [========>.....................] - ETA: 52s - loss: 0.3148 - accuracy: 0.8487
101/316 [========>.....................] - ETA: 52s - loss: 0.3141 - accuracy: 0.8484
102/316 [========>.....................] - ETA: 53s - loss: 0.3124 - accuracy: 0.8499
103/316 [========>.....................] - ETA: 52s - loss: 0.3147 - accuracy: 0.8483
104/316 [========>.....................] - ETA: 52s - loss: 0.3147 - accuracy: 0.8480
105/316 [========>.....................] - ETA: 52s - loss: 0.3151 - accuracy: 0.8482
106/316 [=========>....................] - ETA: 51s - loss: 0.3150 - accuracy: 0.8491
107/316 [=========>....................] - ETA: 51s - loss: 0.3149 - accuracy: 0.8487
108/316 [=========>....................] - ETA: 51s - loss: 0.3144 - accuracy: 0.8484
109/316 [=========>....................] - ETA: 50s - loss: 0.3165 - accuracy: 0.8492
110/316 [=========>....................] - ETA: 50s - loss: 0.3154 - accuracy: 0.8500
111/316 [=========>....................] - ETA: 49s - loss: 0.3145 - accuracy: 0.8508
112/316 [=========>....................] - ETA: 49s - loss: 0.3160 - accuracy: 0.8499
113/316 [=========>....................] - ETA: 49s - loss: 0.3161 - accuracy: 0.8490
114/316 [=========>....................] - ETA: 48s - loss: 0.3169 - accuracy: 0.8487
115/316 [=========>....................] - ETA: 48s - loss: 0.3170 - accuracy: 0.8489
116/316 [==========>...................] - ETA: 48s - loss: 0.3177 - accuracy: 0.8486
117/316 [==========>...................] - ETA: 47s - loss: 0.3182 - accuracy: 0.8488
118/316 [==========>...................] - ETA: 47s - loss: 0.3173 - accuracy: 0.8496
119/316 [==========>...................] - ETA: 48s - loss: 0.3167 - accuracy: 0.8503
120/316 [==========>...................] - ETA: 48s - loss: 0.3190 - accuracy: 0.8484
121/316 [==========>...................] - ETA: 48s - loss: 0.3190 - accuracy: 0.8487
122/316 [==========>...................] - ETA: 48s - loss: 0.3202 - accuracy: 0.8478
123/316 [==========>...................] - ETA: 48s - loss: 0.3218 - accuracy: 0.8476
124/316 [==========>...................] - ETA: 47s - loss: 0.3225 - accuracy: 0.8468
125/316 [==========>...................] - ETA: 47s - loss: 0.3270 - accuracy: 0.8440
126/316 [==========>...................] - ETA: 47s - loss: 0.3254 - accuracy: 0.8447
127/316 [===========>..................] - ETA: 46s - loss: 0.3250 - accuracy: 0.8455
128/316 [===========>..................] - ETA: 46s - loss: 0.3242 - accuracy: 0.8457
129/316 [===========>..................] - ETA: 46s - loss: 0.3253 - accuracy: 0.8450
130/316 [===========>..................] - ETA: 45s - loss: 0.3259 - accuracy: 0.8438
131/316 [===========>..................] - ETA: 45s - loss: 0.3255 - accuracy: 0.8435
132/316 [===========>..................] - ETA: 45s - loss: 0.3253 - accuracy: 0.8442
133/316 [===========>..................] - ETA: 44s - loss: 0.3245 - accuracy: 0.8445
134/316 [===========>..................] - ETA: 44s - loss: 0.3242 - accuracy: 0.8451
135/316 [===========>..................] - ETA: 44s - loss: 0.3256 - accuracy: 0.8449
136/316 [===========>..................] - ETA: 43s - loss: 0.3249 - accuracy: 0.8456
137/316 [============>.................] - ETA: 43s - loss: 0.3245 - accuracy: 0.8458
138/316 [============>.................] - ETA: 43s - loss: 0.3239 - accuracy: 0.8465
139/316 [============>.................] - ETA: 43s - loss: 0.3231 - accuracy: 0.8471
140/316 [============>.................] - ETA: 43s - loss: 0.3242 - accuracy: 0.8464
141/316 [============>.................] - ETA: 43s - loss: 0.3259 - accuracy: 0.8453
142/316 [============>.................] - ETA: 42s - loss: 0.3260 - accuracy: 0.8451
143/316 [============>.................] - ETA: 42s - loss: 0.3261 - accuracy: 0.8457
144/316 [============>.................] - ETA: 42s - loss: 0.3260 - accuracy: 0.8459
145/316 [============>.................] - ETA: 42s - loss: 0.3256 - accuracy: 0.8457
146/316 [============>.................] - ETA: 41s - loss: 0.3246 - accuracy: 0.8463
147/316 [============>.................] - ETA: 41s - loss: 0.3241 - accuracy: 0.8465
148/316 [=============>................] - ETA: 41s - loss: 0.3243 - accuracy: 0.8463
149/316 [=============>................] - ETA: 40s - loss: 0.3251 - accuracy: 0.8456
150/316 [=============>................] - ETA: 40s - loss: 0.3255 - accuracy: 0.8458
151/316 [=============>................] - ETA: 40s - loss: 0.3253 - accuracy: 0.8456
152/316 [=============>................] - ETA: 39s - loss: 0.3249 - accuracy: 0.8458
153/316 [=============>................] - ETA: 39s - loss: 0.3246 - accuracy: 0.8460
154/316 [=============>................] - ETA: 39s - loss: 0.3239 - accuracy: 0.8466
155/316 [=============>................] - ETA: 39s - loss: 0.3238 - accuracy: 0.8468
156/316 [=============>................] - ETA: 39s - loss: 0.3250 - accuracy: 0.8462
157/316 [=============>................] - ETA: 39s - loss: 0.3253 - accuracy: 0.8463
158/316 [==============>...............] - ETA: 38s - loss: 0.3244 - accuracy: 0.8469
159/316 [==============>...............] - ETA: 38s - loss: 0.3242 - accuracy: 0.8475
160/316 [==============>...............] - ETA: 38s - loss: 0.3234 - accuracy: 0.8484
161/316 [==============>...............] - ETA: 37s - loss: 0.3233 - accuracy: 0.8478
162/316 [==============>...............] - ETA: 37s - loss: 0.3249 - accuracy: 0.8465
163/316 [==============>...............] - ETA: 37s - loss: 0.3248 - accuracy: 0.8466
164/316 [==============>...............] - ETA: 37s - loss: 0.3242 - accuracy: 0.8468
165/316 [==============>...............] - ETA: 36s - loss: 0.3241 - accuracy: 0.8466
166/316 [==============>...............] - ETA: 36s - loss: 0.3249 - accuracy: 0.8460
167/316 [==============>...............] - ETA: 36s - loss: 0.3248 - accuracy: 0.8462
168/316 [==============>...............] - ETA: 35s - loss: 0.3240 - accuracy: 0.8471
169/316 [===============>..............] - ETA: 35s - loss: 0.3246 - accuracy: 0.8469
170/316 [===============>..............] - ETA: 35s - loss: 0.3242 - accuracy: 0.8474
171/316 [===============>..............] - ETA: 35s - loss: 0.3245 - accuracy: 0.8469
172/316 [===============>..............] - ETA: 34s - loss: 0.3237 - accuracy: 0.8477
173/316 [===============>..............] - ETA: 34s - loss: 0.3239 - accuracy: 0.8475
174/316 [===============>..............] - ETA: 35s - loss: 0.3239 - accuracy: 0.8477
175/316 [===============>..............] - ETA: 35s - loss: 0.3243 - accuracy: 0.8471
176/316 [===============>..............] - ETA: 34s - loss: 0.3240 - accuracy: 0.8477
177/316 [===============>..............] - ETA: 34s - loss: 0.3232 - accuracy: 0.8482
178/316 [===============>..............] - ETA: 34s - loss: 0.3224 - accuracy: 0.8490
179/316 [===============>..............] - ETA: 33s - loss: 0.3216 - accuracy: 0.8495
180/316 [================>.............] - ETA: 33s - loss: 0.3205 - accuracy: 0.8500
181/316 [================>.............] - ETA: 33s - loss: 0.3197 - accuracy: 0.8508
182/316 [================>.............] - ETA: 33s - loss: 0.3214 - accuracy: 0.8503
183/316 [================>.............] - ETA: 32s - loss: 0.3210 - accuracy: 0.8504
184/316 [================>.............] - ETA: 32s - loss: 0.3218 - accuracy: 0.8505
185/316 [================>.............] - ETA: 32s - loss: 0.3215 - accuracy: 0.8507
186/316 [================>.............] - ETA: 31s - loss: 0.3221 - accuracy: 0.8501
187/316 [================>.............] - ETA: 31s - loss: 0.3227 - accuracy: 0.8496
188/316 [================>.............] - ETA: 31s - loss: 0.3223 - accuracy: 0.8494
189/316 [================>.............] - ETA: 31s - loss: 0.3218 - accuracy: 0.8495
190/316 [=================>............] - ETA: 30s - loss: 0.3218 - accuracy: 0.8497
191/316 [=================>............] - ETA: 30s - loss: 0.3213 - accuracy: 0.8498
192/316 [=================>............] - ETA: 30s - loss: 0.3217 - accuracy: 0.8499
193/316 [=================>............] - ETA: 30s - loss: 0.3211 - accuracy: 0.8497
194/316 [=================>............] - ETA: 30s - loss: 0.3211 - accuracy: 0.8495
195/316 [=================>............] - ETA: 29s - loss: 0.3217 - accuracy: 0.8494
196/316 [=================>............] - ETA: 29s - loss: 0.3237 - accuracy: 0.8482
197/316 [=================>............] - ETA: 29s - loss: 0.3244 - accuracy: 0.8480
198/316 [=================>............] - ETA: 28s - loss: 0.3257 - accuracy: 0.8472
199/316 [=================>............] - ETA: 28s - loss: 0.3249 - accuracy: 0.8477
200/316 [=================>............] - ETA: 28s - loss: 0.3250 - accuracy: 0.8475
201/316 [==================>...........] - ETA: 28s - loss: 0.3243 - accuracy: 0.8479
202/316 [==================>...........] - ETA: 27s - loss: 0.3241 - accuracy: 0.8481
203/316 [==================>...........] - ETA: 27s - loss: 0.3246 - accuracy: 0.8479
204/316 [==================>...........] - ETA: 27s - loss: 0.3243 - accuracy: 0.8480
205/316 [==================>...........] - ETA: 27s - loss: 0.3242 - accuracy: 0.8485
206/316 [==================>...........] - ETA: 27s - loss: 0.3246 - accuracy: 0.8480
207/316 [==================>...........] - ETA: 27s - loss: 0.3245 - accuracy: 0.8481
208/316 [==================>...........] - ETA: 26s - loss: 0.3251 - accuracy: 0.8477
209/316 [==================>...........] - ETA: 26s - loss: 0.3251 - accuracy: 0.8478
210/316 [==================>...........] - ETA: 26s - loss: 0.3247 - accuracy: 0.8479
211/316 [===================>..........] - ETA: 26s - loss: 0.3253 - accuracy: 0.8475
212/316 [===================>..........] - ETA: 25s - loss: 0.3257 - accuracy: 0.8470
213/316 [===================>..........] - ETA: 25s - loss: 0.3257 - accuracy: 0.8468
214/316 [===================>..........] - ETA: 25s - loss: 0.3256 - accuracy: 0.8473
215/316 [===================>..........] - ETA: 24s - loss: 0.3268 - accuracy: 0.8465
216/316 [===================>..........] - ETA: 24s - loss: 0.3266 - accuracy: 0.8469
217/316 [===================>..........] - ETA: 24s - loss: 0.3277 - accuracy: 0.8456
218/316 [===================>..........] - ETA: 24s - loss: 0.3286 - accuracy: 0.8449
219/316 [===================>..........] - ETA: 23s - loss: 0.3280 - accuracy: 0.8453
220/316 [===================>..........] - ETA: 23s - loss: 0.3279 - accuracy: 0.8452
221/316 [===================>..........] - ETA: 23s - loss: 0.3279 - accuracy: 0.8447
222/316 [====================>.........] - ETA: 23s - loss: 0.3271 - accuracy: 0.8452
223/316 [====================>.........] - ETA: 22s - loss: 0.3274 - accuracy: 0.8450
224/316 [====================>.........] - ETA: 22s - loss: 0.3273 - accuracy: 0.8451
225/316 [====================>.........] - ETA: 22s - loss: 0.3267 - accuracy: 0.8453
226/316 [====================>.........] - ETA: 22s - loss: 0.3263 - accuracy: 0.8454
227/316 [====================>.........] - ETA: 22s - loss: 0.3268 - accuracy: 0.8447
228/316 [====================>.........] - ETA: 21s - loss: 0.3268 - accuracy: 0.8446
229/316 [====================>.........] - ETA: 21s - loss: 0.3274 - accuracy: 0.8439
230/316 [====================>.........] - ETA: 21s - loss: 0.3277 - accuracy: 0.8435
231/316 [====================>.........] - ETA: 20s - loss: 0.3278 - accuracy: 0.8431
232/316 [=====================>........] - ETA: 20s - loss: 0.3282 - accuracy: 0.8429
233/316 [=====================>........] - ETA: 20s - loss: 0.3288 - accuracy: 0.8423
234/316 [=====================>........] - ETA: 20s - loss: 0.3292 - accuracy: 0.8419
235/316 [=====================>........] - ETA: 19s - loss: 0.3297 - accuracy: 0.8415
236/316 [=====================>........] - ETA: 19s - loss: 0.3294 - accuracy: 0.8419
237/316 [=====================>........] - ETA: 19s - loss: 0.3298 - accuracy: 0.8412
238/316 [=====================>........] - ETA: 19s - loss: 0.3298 - accuracy: 0.8414
239/316 [=====================>........] - ETA: 18s - loss: 0.3293 - accuracy: 0.8415
240/316 [=====================>........] - ETA: 18s - loss: 0.3286 - accuracy: 0.8422
241/316 [=====================>........] - ETA: 18s - loss: 0.3283 - accuracy: 0.8426
242/316 [=====================>........] - ETA: 18s - loss: 0.3277 - accuracy: 0.8427
243/316 [======================>.......] - ETA: 18s - loss: 0.3277 - accuracy: 0.8428
244/316 [======================>.......] - ETA: 17s - loss: 0.3278 - accuracy: 0.8432
245/316 [======================>.......] - ETA: 17s - loss: 0.3290 - accuracy: 0.8426
246/316 [======================>.......] - ETA: 17s - loss: 0.3285 - accuracy: 0.8430
247/316 [======================>.......] - ETA: 17s - loss: 0.3277 - accuracy: 0.8436
248/316 [======================>.......] - ETA: 16s - loss: 0.3275 - accuracy: 0.8435
249/316 [======================>.......] - ETA: 16s - loss: 0.3282 - accuracy: 0.8429
250/316 [======================>.......] - ETA: 16s - loss: 0.3277 - accuracy: 0.8432
251/316 [======================>.......] - ETA: 16s - loss: 0.3282 - accuracy: 0.8424
252/316 [======================>.......] - ETA: 15s - loss: 0.3274 - accuracy: 0.8428
253/316 [=======================>......] - ETA: 15s - loss: 0.3272 - accuracy: 0.8429
254/316 [=======================>......] - ETA: 15s - loss: 0.3269 - accuracy: 0.8430
255/316 [=======================>......] - ETA: 15s - loss: 0.3271 - accuracy: 0.8429
256/316 [=======================>......] - ETA: 14s - loss: 0.3271 - accuracy: 0.8430
257/316 [=======================>......] - ETA: 14s - loss: 0.3284 - accuracy: 0.8427
258/316 [=======================>......] - ETA: 14s - loss: 0.3295 - accuracy: 0.8413
259/316 [=======================>......] - ETA: 14s - loss: 0.3287 - accuracy: 0.8419
260/316 [=======================>......] - ETA: 13s - loss: 0.3289 - accuracy: 0.8418
261/316 [=======================>......] - ETA: 13s - loss: 0.3292 - accuracy: 0.8415
262/316 [=======================>......] - ETA: 13s - loss: 0.3287 - accuracy: 0.8418
263/316 [=======================>......] - ETA: 13s - loss: 0.3281 - accuracy: 0.8424
264/316 [========================>.....] - ETA: 12s - loss: 0.3281 - accuracy: 0.8423
265/316 [========================>.....] - ETA: 12s - loss: 0.3278 - accuracy: 0.8425
266/316 [========================>.....] - ETA: 12s - loss: 0.3274 - accuracy: 0.8428
267/316 [========================>.....] - ETA: 12s - loss: 0.3281 - accuracy: 0.8420
268/316 [========================>.....] - ETA: 11s - loss: 0.3281 - accuracy: 0.8421
269/316 [========================>.....] - ETA: 11s - loss: 0.3285 - accuracy: 0.8420
270/316 [========================>.....] - ETA: 11s - loss: 0.3286 - accuracy: 0.8421
271/316 [========================>.....] - ETA: 11s - loss: 0.3286 - accuracy: 0.8420
272/316 [========================>.....] - ETA: 10s - loss: 0.3285 - accuracy: 0.8421
273/316 [========================>.....] - ETA: 10s - loss: 0.3288 - accuracy: 0.8423
274/316 [=========================>....] - ETA: 10s - loss: 0.3289 - accuracy: 0.8422
275/316 [=========================>....] - ETA: 10s - loss: 0.3288 - accuracy: 0.8423
276/316 [=========================>....] - ETA: 9s - loss: 0.3291 - accuracy: 0.8422 
277/316 [=========================>....] - ETA: 9s - loss: 0.3288 - accuracy: 0.8423
278/316 [=========================>....] - ETA: 9s - loss: 0.3295 - accuracy: 0.8422
279/316 [=========================>....] - ETA: 9s - loss: 0.3299 - accuracy: 0.8418
280/316 [=========================>....] - ETA: 8s - loss: 0.3303 - accuracy: 0.8413
281/316 [=========================>....] - ETA: 8s - loss: 0.3300 - accuracy: 0.8416
282/316 [=========================>....] - ETA: 8s - loss: 0.3294 - accuracy: 0.8420
283/316 [=========================>....] - ETA: 8s - loss: 0.3298 - accuracy: 0.8417
284/316 [=========================>....] - ETA: 7s - loss: 0.3295 - accuracy: 0.8418
285/316 [==========================>...] - ETA: 7s - loss: 0.3295 - accuracy: 0.8417
286/316 [==========================>...] - ETA: 7s - loss: 0.3294 - accuracy: 0.8418
287/316 [==========================>...] - ETA: 7s - loss: 0.3292 - accuracy: 0.8419
288/316 [==========================>...] - ETA: 6s - loss: 0.3294 - accuracy: 0.8418
289/316 [==========================>...] - ETA: 6s - loss: 0.3291 - accuracy: 0.8419
290/316 [==========================>...] - ETA: 6s - loss: 0.3288 - accuracy: 0.8420
291/316 [==========================>...] - ETA: 6s - loss: 0.3287 - accuracy: 0.8421
292/316 [==========================>...] - ETA: 5s - loss: 0.3296 - accuracy: 0.8414
293/316 [==========================>...] - ETA: 5s - loss: 0.3313 - accuracy: 0.8411
294/316 [==========================>...] - ETA: 5s - loss: 0.3316 - accuracy: 0.8410
295/316 [===========================>..] - ETA: 5s - loss: 0.3318 - accuracy: 0.8407
296/316 [===========================>..] - ETA: 4s - loss: 0.3321 - accuracy: 0.8404
297/316 [===========================>..] - ETA: 4s - loss: 0.3322 - accuracy: 0.8401
298/316 [===========================>..] - ETA: 4s - loss: 0.3321 - accuracy: 0.8402
299/316 [===========================>..] - ETA: 4s - loss: 0.3320 - accuracy: 0.8399
300/316 [===========================>..] - ETA: 3s - loss: 0.3319 - accuracy: 0.8400
301/316 [===========================>..] - ETA: 3s - loss: 0.3314 - accuracy: 0.8405
302/316 [===========================>..] - ETA: 3s - loss: 0.3313 - accuracy: 0.8406
303/316 [===========================>..] - ETA: 3s - loss: 0.3310 - accuracy: 0.8408
304/316 [===========================>..] - ETA: 2s - loss: 0.3311 - accuracy: 0.8407
305/316 [===========================>..] - ETA: 2s - loss: 0.3312 - accuracy: 0.8404
306/316 [============================>.] - ETA: 2s - loss: 0.3315 - accuracy: 0.8401
307/316 [============================>.] - ETA: 2s - loss: 0.3317 - accuracy: 0.8402
308/316 [============================>.] - ETA: 1s - loss: 0.3313 - accuracy: 0.8401
309/316 [============================>.] - ETA: 1s - loss: 0.3316 - accuracy: 0.8400
310/316 [============================>.] - ETA: 1s - loss: 0.3313 - accuracy: 0.8403
311/316 [============================>.] - ETA: 1s - loss: 0.3313 - accuracy: 0.8404
312/316 [============================>.] - ETA: 0s - loss: 0.3312 - accuracy: 0.8405
313/316 [============================>.] - ETA: 0s - loss: 0.3314 - accuracy: 0.8407
314/316 [============================>.] - ETA: 0s - loss: 0.3310 - accuracy: 0.8406
315/316 [============================>.] - ETA: 0s - loss: 0.3305 - accuracy: 0.8409
316/316 [==============================] - 78s 246ms/step - loss: 0.3304 - accuracy: 0.8411

316/316 [==============================] - 82s 259ms/step - loss: 0.3304 - accuracy: 0.8411 - val_loss: 0.2735 - val_accuracy: 0.8740
Epoch 62/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.3969 - accuracy: 0.7500
  2/316 [..............................] - ETA: 1:04 - loss: 0.3616 - accuracy: 0.7812
  3/316 [..............................] - ETA: 1:00 - loss: 0.3171 - accuracy: 0.8333
  4/316 [..............................] - ETA: 59s - loss: 0.3109 - accuracy: 0.8438 
  5/316 [..............................] - ETA: 1:03 - loss: 0.3027 - accuracy: 0.8625
  6/316 [..............................] - ETA: 1:25 - loss: 0.3228 - accuracy: 0.8542
  7/316 [..............................] - ETA: 1:35 - loss: 0.3206 - accuracy: 0.8661
  8/316 [..............................] - ETA: 1:29 - loss: 0.3097 - accuracy: 0.8750
  9/316 [..............................] - ETA: 1:25 - loss: 0.2885 - accuracy: 0.8889
 10/316 [..............................] - ETA: 1:22 - loss: 0.2915 - accuracy: 0.8813
 11/316 [>.............................] - ETA: 1:20 - loss: 0.2802 - accuracy: 0.8920
 12/316 [>.............................] - ETA: 1:17 - loss: 0.2772 - accuracy: 0.8802
 13/316 [>.............................] - ETA: 1:16 - loss: 0.2734 - accuracy: 0.8798
 14/316 [>.............................] - ETA: 1:14 - loss: 0.2782 - accuracy: 0.8750
 15/316 [>.............................] - ETA: 1:12 - loss: 0.2841 - accuracy: 0.8708
 16/316 [>.............................] - ETA: 1:11 - loss: 0.2874 - accuracy: 0.8750
 17/316 [>.............................] - ETA: 1:10 - loss: 0.2855 - accuracy: 0.8750
 18/316 [>.............................] - ETA: 1:09 - loss: 0.2891 - accuracy: 0.8715
 19/316 [>.............................] - ETA: 1:08 - loss: 0.2834 - accuracy: 0.8750
 20/316 [>.............................] - ETA: 1:07 - loss: 0.2886 - accuracy: 0.8719
 21/316 [>.............................] - ETA: 1:06 - loss: 0.2851 - accuracy: 0.8720
 22/316 [=>............................] - ETA: 1:06 - loss: 0.2787 - accuracy: 0.8750
 23/316 [=>............................] - ETA: 1:10 - loss: 0.2834 - accuracy: 0.8696
 24/316 [=>............................] - ETA: 1:14 - loss: 0.2846 - accuracy: 0.8672
 25/316 [=>............................] - ETA: 1:13 - loss: 0.2833 - accuracy: 0.8700
 26/316 [=>............................] - ETA: 1:12 - loss: 0.2795 - accuracy: 0.8750
 27/316 [=>............................] - ETA: 1:11 - loss: 0.2817 - accuracy: 0.8750
 28/316 [=>............................] - ETA: 1:10 - loss: 0.2819 - accuracy: 0.8750
 29/316 [=>............................] - ETA: 1:09 - loss: 0.2808 - accuracy: 0.8728
 30/316 [=>............................] - ETA: 1:09 - loss: 0.2759 - accuracy: 0.8750
 31/316 [=>............................] - ETA: 1:08 - loss: 0.2740 - accuracy: 0.8750
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.2751 - accuracy: 0.8730
 33/316 [==>...........................] - ETA: 1:06 - loss: 0.2692 - accuracy: 0.8769
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.2778 - accuracy: 0.8750
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.2822 - accuracy: 0.8750
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.2814 - accuracy: 0.8750
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.2982 - accuracy: 0.8666
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.3051 - accuracy: 0.8602
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3044 - accuracy: 0.8606
 40/316 [==>...........................] - ETA: 1:05 - loss: 0.3110 - accuracy: 0.8578
 41/316 [==>...........................] - ETA: 1:07 - loss: 0.3182 - accuracy: 0.8521
 42/316 [==>...........................] - ETA: 1:07 - loss: 0.3200 - accuracy: 0.8512
 43/316 [===>..........................] - ETA: 1:06 - loss: 0.3205 - accuracy: 0.8517
 44/316 [===>..........................] - ETA: 1:05 - loss: 0.3207 - accuracy: 0.8523
 45/316 [===>..........................] - ETA: 1:05 - loss: 0.3276 - accuracy: 0.8486
 46/316 [===>..........................] - ETA: 1:04 - loss: 0.3274 - accuracy: 0.8465
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.3289 - accuracy: 0.8484
 48/316 [===>..........................] - ETA: 1:03 - loss: 0.3287 - accuracy: 0.8490
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.3309 - accuracy: 0.8469
 50/316 [===>..........................] - ETA: 1:02 - loss: 0.3300 - accuracy: 0.8462
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3282 - accuracy: 0.8480
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.3310 - accuracy: 0.8474
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3299 - accuracy: 0.8479
 54/316 [====>.........................] - ETA: 1:00 - loss: 0.3298 - accuracy: 0.8461
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3305 - accuracy: 0.8455
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3267 - accuracy: 0.8482
 57/316 [====>.........................] - ETA: 1:01 - loss: 0.3240 - accuracy: 0.8509
 58/316 [====>.........................] - ETA: 1:02 - loss: 0.3241 - accuracy: 0.8502
 59/316 [====>.........................] - ETA: 1:02 - loss: 0.3257 - accuracy: 0.8485
 60/316 [====>.........................] - ETA: 1:01 - loss: 0.3282 - accuracy: 0.8469
 61/316 [====>.........................] - ETA: 1:01 - loss: 0.3326 - accuracy: 0.8422
 62/316 [====>.........................] - ETA: 1:00 - loss: 0.3297 - accuracy: 0.8448
 63/316 [====>.........................] - ETA: 1:00 - loss: 0.3321 - accuracy: 0.8433
 64/316 [=====>........................] - ETA: 59s - loss: 0.3329 - accuracy: 0.8428 
 65/316 [=====>........................] - ETA: 59s - loss: 0.3326 - accuracy: 0.8433
 66/316 [=====>........................] - ETA: 59s - loss: 0.3332 - accuracy: 0.8428
 67/316 [=====>........................] - ETA: 58s - loss: 0.3349 - accuracy: 0.8424
 68/316 [=====>........................] - ETA: 58s - loss: 0.3377 - accuracy: 0.8419
 69/316 [=====>........................] - ETA: 57s - loss: 0.3359 - accuracy: 0.8433
 70/316 [=====>........................] - ETA: 57s - loss: 0.3361 - accuracy: 0.8438
 71/316 [=====>........................] - ETA: 57s - loss: 0.3366 - accuracy: 0.8433
 72/316 [=====>........................] - ETA: 56s - loss: 0.3404 - accuracy: 0.8429
 73/316 [=====>........................] - ETA: 56s - loss: 0.3400 - accuracy: 0.8416
 74/316 [======>.......................] - ETA: 56s - loss: 0.3388 - accuracy: 0.8421
 75/316 [======>.......................] - ETA: 56s - loss: 0.3423 - accuracy: 0.8392
 76/316 [======>.......................] - ETA: 57s - loss: 0.3422 - accuracy: 0.8388
 77/316 [======>.......................] - ETA: 57s - loss: 0.3423 - accuracy: 0.8393
 78/316 [======>.......................] - ETA: 56s - loss: 0.3420 - accuracy: 0.8397
 79/316 [======>.......................] - ETA: 56s - loss: 0.3448 - accuracy: 0.8370
 80/316 [======>.......................] - ETA: 56s - loss: 0.3435 - accuracy: 0.8383
 81/316 [======>.......................] - ETA: 55s - loss: 0.3427 - accuracy: 0.8395
 82/316 [======>.......................] - ETA: 55s - loss: 0.3431 - accuracy: 0.8384
 83/316 [======>.......................] - ETA: 54s - loss: 0.3447 - accuracy: 0.8366
 84/316 [======>.......................] - ETA: 54s - loss: 0.3435 - accuracy: 0.8378
 85/316 [=======>......................] - ETA: 54s - loss: 0.3422 - accuracy: 0.8390
 86/316 [=======>......................] - ETA: 53s - loss: 0.3423 - accuracy: 0.8379
 87/316 [=======>......................] - ETA: 53s - loss: 0.3445 - accuracy: 0.8362
 88/316 [=======>......................] - ETA: 53s - loss: 0.3442 - accuracy: 0.8352
 89/316 [=======>......................] - ETA: 52s - loss: 0.3465 - accuracy: 0.8336
 90/316 [=======>......................] - ETA: 52s - loss: 0.3461 - accuracy: 0.8333
 91/316 [=======>......................] - ETA: 52s - loss: 0.3453 - accuracy: 0.8338
 92/316 [=======>......................] - ETA: 52s - loss: 0.3494 - accuracy: 0.8302
 93/316 [=======>......................] - ETA: 53s - loss: 0.3474 - accuracy: 0.8320
 94/316 [=======>......................] - ETA: 52s - loss: 0.3447 - accuracy: 0.8338
 95/316 [========>.....................] - ETA: 52s - loss: 0.3430 - accuracy: 0.8355
 96/316 [========>.....................] - ETA: 52s - loss: 0.3424 - accuracy: 0.8359
 97/316 [========>.....................] - ETA: 51s - loss: 0.3405 - accuracy: 0.8376
 98/316 [========>.....................] - ETA: 51s - loss: 0.3383 - accuracy: 0.8386
 99/316 [========>.....................] - ETA: 51s - loss: 0.3385 - accuracy: 0.8384
100/316 [========>.....................] - ETA: 50s - loss: 0.3367 - accuracy: 0.8400
101/316 [========>.....................] - ETA: 50s - loss: 0.3367 - accuracy: 0.8403
102/316 [========>.....................] - ETA: 50s - loss: 0.3389 - accuracy: 0.8395
103/316 [========>.....................] - ETA: 49s - loss: 0.3384 - accuracy: 0.8392
104/316 [========>.....................] - ETA: 49s - loss: 0.3383 - accuracy: 0.8395
105/316 [========>.....................] - ETA: 49s - loss: 0.3399 - accuracy: 0.8381
106/316 [=========>....................] - ETA: 48s - loss: 0.3398 - accuracy: 0.8379
107/316 [=========>....................] - ETA: 48s - loss: 0.3397 - accuracy: 0.8376
108/316 [=========>....................] - ETA: 48s - loss: 0.3404 - accuracy: 0.8385
109/316 [=========>....................] - ETA: 48s - loss: 0.3402 - accuracy: 0.8383
110/316 [=========>....................] - ETA: 49s - loss: 0.3383 - accuracy: 0.8392
111/316 [=========>....................] - ETA: 48s - loss: 0.3379 - accuracy: 0.8384
112/316 [=========>....................] - ETA: 48s - loss: 0.3373 - accuracy: 0.8387
113/316 [=========>....................] - ETA: 48s - loss: 0.3367 - accuracy: 0.8385
114/316 [=========>....................] - ETA: 47s - loss: 0.3363 - accuracy: 0.8388
115/316 [=========>....................] - ETA: 47s - loss: 0.3370 - accuracy: 0.8380
116/316 [==========>...................] - ETA: 47s - loss: 0.3378 - accuracy: 0.8362
117/316 [==========>...................] - ETA: 46s - loss: 0.3371 - accuracy: 0.8365
118/316 [==========>...................] - ETA: 46s - loss: 0.3370 - accuracy: 0.8363
119/316 [==========>...................] - ETA: 46s - loss: 0.3383 - accuracy: 0.8356
120/316 [==========>...................] - ETA: 45s - loss: 0.3381 - accuracy: 0.8359
121/316 [==========>...................] - ETA: 45s - loss: 0.3368 - accuracy: 0.8368
122/316 [==========>...................] - ETA: 45s - loss: 0.3375 - accuracy: 0.8356
123/316 [==========>...................] - ETA: 45s - loss: 0.3369 - accuracy: 0.8359
124/316 [==========>...................] - ETA: 44s - loss: 0.3374 - accuracy: 0.8352
125/316 [==========>...................] - ETA: 44s - loss: 0.3392 - accuracy: 0.8340
126/316 [==========>...................] - ETA: 44s - loss: 0.3394 - accuracy: 0.8343
127/316 [===========>..................] - ETA: 44s - loss: 0.3384 - accuracy: 0.8342
128/316 [===========>..................] - ETA: 44s - loss: 0.3380 - accuracy: 0.8345
129/316 [===========>..................] - ETA: 44s - loss: 0.3363 - accuracy: 0.8358
130/316 [===========>..................] - ETA: 43s - loss: 0.3354 - accuracy: 0.8365
131/316 [===========>..................] - ETA: 43s - loss: 0.3345 - accuracy: 0.8368
132/316 [===========>..................] - ETA: 43s - loss: 0.3340 - accuracy: 0.8371
133/316 [===========>..................] - ETA: 43s - loss: 0.3357 - accuracy: 0.8360
134/316 [===========>..................] - ETA: 42s - loss: 0.3351 - accuracy: 0.8354
135/316 [===========>..................] - ETA: 42s - loss: 0.3344 - accuracy: 0.8356
136/316 [===========>..................] - ETA: 42s - loss: 0.3330 - accuracy: 0.8369
137/316 [============>.................] - ETA: 41s - loss: 0.3316 - accuracy: 0.8376
138/316 [============>.................] - ETA: 41s - loss: 0.3303 - accuracy: 0.8383
139/316 [============>.................] - ETA: 42s - loss: 0.3290 - accuracy: 0.8390
140/316 [============>.................] - ETA: 42s - loss: 0.3301 - accuracy: 0.8384
141/316 [============>.................] - ETA: 42s - loss: 0.3298 - accuracy: 0.8382
142/316 [============>.................] - ETA: 42s - loss: 0.3298 - accuracy: 0.8389
143/316 [============>.................] - ETA: 41s - loss: 0.3299 - accuracy: 0.8387
144/316 [============>.................] - ETA: 41s - loss: 0.3314 - accuracy: 0.8385
145/316 [============>.................] - ETA: 41s - loss: 0.3328 - accuracy: 0.8384
146/316 [============>.................] - ETA: 40s - loss: 0.3324 - accuracy: 0.8386
147/316 [============>.................] - ETA: 40s - loss: 0.3329 - accuracy: 0.8380
148/316 [=============>................] - ETA: 40s - loss: 0.3330 - accuracy: 0.8378
149/316 [=============>................] - ETA: 40s - loss: 0.3321 - accuracy: 0.8381
150/316 [=============>................] - ETA: 39s - loss: 0.3311 - accuracy: 0.8388
151/316 [=============>................] - ETA: 39s - loss: 0.3320 - accuracy: 0.8377
152/316 [=============>................] - ETA: 39s - loss: 0.3342 - accuracy: 0.8372
153/316 [=============>................] - ETA: 38s - loss: 0.3354 - accuracy: 0.8370
154/316 [=============>................] - ETA: 38s - loss: 0.3357 - accuracy: 0.8364
155/316 [=============>................] - ETA: 38s - loss: 0.3363 - accuracy: 0.8351
156/316 [=============>................] - ETA: 38s - loss: 0.3367 - accuracy: 0.8353
157/316 [=============>................] - ETA: 37s - loss: 0.3364 - accuracy: 0.8356
158/316 [==============>...............] - ETA: 37s - loss: 0.3365 - accuracy: 0.8358
159/316 [==============>...............] - ETA: 37s - loss: 0.3365 - accuracy: 0.8361
160/316 [==============>...............] - ETA: 37s - loss: 0.3366 - accuracy: 0.8363
161/316 [==============>...............] - ETA: 37s - loss: 0.3377 - accuracy: 0.8350
162/316 [==============>...............] - ETA: 37s - loss: 0.3375 - accuracy: 0.8353
163/316 [==============>...............] - ETA: 36s - loss: 0.3385 - accuracy: 0.8340
164/316 [==============>...............] - ETA: 36s - loss: 0.3374 - accuracy: 0.8346
165/316 [==============>...............] - ETA: 36s - loss: 0.3375 - accuracy: 0.8345
166/316 [==============>...............] - ETA: 35s - loss: 0.3390 - accuracy: 0.8340
167/316 [==============>...............] - ETA: 35s - loss: 0.3384 - accuracy: 0.8342
168/316 [==============>...............] - ETA: 35s - loss: 0.3392 - accuracy: 0.8341
169/316 [===============>..............] - ETA: 35s - loss: 0.3408 - accuracy: 0.8328
170/316 [===============>..............] - ETA: 34s - loss: 0.3400 - accuracy: 0.8331
171/316 [===============>..............] - ETA: 34s - loss: 0.3399 - accuracy: 0.8333
172/316 [===============>..............] - ETA: 34s - loss: 0.3406 - accuracy: 0.8328
173/316 [===============>..............] - ETA: 33s - loss: 0.3404 - accuracy: 0.8335
174/316 [===============>..............] - ETA: 33s - loss: 0.3408 - accuracy: 0.8330
175/316 [===============>..............] - ETA: 33s - loss: 0.3400 - accuracy: 0.8336
176/316 [===============>..............] - ETA: 33s - loss: 0.3405 - accuracy: 0.8331
177/316 [===============>..............] - ETA: 33s - loss: 0.3405 - accuracy: 0.8330
178/316 [===============>..............] - ETA: 33s - loss: 0.3405 - accuracy: 0.8339
179/316 [===============>..............] - ETA: 32s - loss: 0.3403 - accuracy: 0.8338
180/316 [================>.............] - ETA: 32s - loss: 0.3404 - accuracy: 0.8337
181/316 [================>.............] - ETA: 32s - loss: 0.3403 - accuracy: 0.8336
182/316 [================>.............] - ETA: 32s - loss: 0.3404 - accuracy: 0.8334
183/316 [================>.............] - ETA: 31s - loss: 0.3414 - accuracy: 0.8337
184/316 [================>.............] - ETA: 31s - loss: 0.3407 - accuracy: 0.8342
185/316 [================>.............] - ETA: 31s - loss: 0.3418 - accuracy: 0.8328
186/316 [================>.............] - ETA: 30s - loss: 0.3415 - accuracy: 0.8330
187/316 [================>.............] - ETA: 30s - loss: 0.3413 - accuracy: 0.8329
188/316 [================>.............] - ETA: 30s - loss: 0.3402 - accuracy: 0.8334
189/316 [================>.............] - ETA: 30s - loss: 0.3402 - accuracy: 0.8337
190/316 [=================>............] - ETA: 29s - loss: 0.3395 - accuracy: 0.8342
191/316 [=================>............] - ETA: 29s - loss: 0.3399 - accuracy: 0.8338
192/316 [=================>............] - ETA: 29s - loss: 0.3397 - accuracy: 0.8340
193/316 [=================>............] - ETA: 29s - loss: 0.3391 - accuracy: 0.8345
194/316 [=================>............] - ETA: 29s - loss: 0.3403 - accuracy: 0.8344
195/316 [=================>............] - ETA: 29s - loss: 0.3401 - accuracy: 0.8343
196/316 [=================>............] - ETA: 28s - loss: 0.3410 - accuracy: 0.8339
197/316 [=================>............] - ETA: 28s - loss: 0.3410 - accuracy: 0.8341
198/316 [=================>............] - ETA: 28s - loss: 0.3406 - accuracy: 0.8346
199/316 [=================>............] - ETA: 27s - loss: 0.3401 - accuracy: 0.8351
200/316 [=================>............] - ETA: 27s - loss: 0.3408 - accuracy: 0.8347
201/316 [==================>...........] - ETA: 27s - loss: 0.3409 - accuracy: 0.8346
202/316 [==================>...........] - ETA: 27s - loss: 0.3409 - accuracy: 0.8345
203/316 [==================>...........] - ETA: 26s - loss: 0.3408 - accuracy: 0.8344
204/316 [==================>...........] - ETA: 26s - loss: 0.3416 - accuracy: 0.8333
205/316 [==================>...........] - ETA: 26s - loss: 0.3419 - accuracy: 0.8335
206/316 [==================>...........] - ETA: 26s - loss: 0.3414 - accuracy: 0.8337
207/316 [==================>...........] - ETA: 25s - loss: 0.3421 - accuracy: 0.8336
208/316 [==================>...........] - ETA: 25s - loss: 0.3422 - accuracy: 0.8341
209/316 [==================>...........] - ETA: 25s - loss: 0.3418 - accuracy: 0.8349
210/316 [==================>...........] - ETA: 25s - loss: 0.3415 - accuracy: 0.8348
211/316 [===================>..........] - ETA: 25s - loss: 0.3407 - accuracy: 0.8356
212/316 [===================>..........] - ETA: 25s - loss: 0.3413 - accuracy: 0.8349
213/316 [===================>..........] - ETA: 24s - loss: 0.3412 - accuracy: 0.8354
214/316 [===================>..........] - ETA: 24s - loss: 0.3410 - accuracy: 0.8356
215/316 [===================>..........] - ETA: 24s - loss: 0.3408 - accuracy: 0.8355
216/316 [===================>..........] - ETA: 24s - loss: 0.3409 - accuracy: 0.8354
217/316 [===================>..........] - ETA: 23s - loss: 0.3405 - accuracy: 0.8358
218/316 [===================>..........] - ETA: 23s - loss: 0.3409 - accuracy: 0.8354
219/316 [===================>..........] - ETA: 23s - loss: 0.3406 - accuracy: 0.8356
220/316 [===================>..........] - ETA: 23s - loss: 0.3403 - accuracy: 0.8361
221/316 [===================>..........] - ETA: 22s - loss: 0.3397 - accuracy: 0.8365
222/316 [====================>.........] - ETA: 22s - loss: 0.3388 - accuracy: 0.8370
223/316 [====================>.........] - ETA: 22s - loss: 0.3387 - accuracy: 0.8369
224/316 [====================>.........] - ETA: 22s - loss: 0.3389 - accuracy: 0.8368
225/316 [====================>.........] - ETA: 22s - loss: 0.3380 - accuracy: 0.8375
226/316 [====================>.........] - ETA: 22s - loss: 0.3374 - accuracy: 0.8379
227/316 [====================>.........] - ETA: 21s - loss: 0.3371 - accuracy: 0.8378
228/316 [====================>.........] - ETA: 21s - loss: 0.3365 - accuracy: 0.8383
229/316 [====================>.........] - ETA: 21s - loss: 0.3376 - accuracy: 0.8376
230/316 [====================>.........] - ETA: 21s - loss: 0.3370 - accuracy: 0.8380
231/316 [====================>.........] - ETA: 20s - loss: 0.3367 - accuracy: 0.8382
232/316 [=====================>........] - ETA: 20s - loss: 0.3366 - accuracy: 0.8381
233/316 [=====================>........] - ETA: 20s - loss: 0.3373 - accuracy: 0.8377
234/316 [=====================>........] - ETA: 19s - loss: 0.3367 - accuracy: 0.8381
235/316 [=====================>........] - ETA: 19s - loss: 0.3369 - accuracy: 0.8380
236/316 [=====================>........] - ETA: 19s - loss: 0.3363 - accuracy: 0.8385
237/316 [=====================>........] - ETA: 19s - loss: 0.3365 - accuracy: 0.8383
238/316 [=====================>........] - ETA: 18s - loss: 0.3369 - accuracy: 0.8380
239/316 [=====================>........] - ETA: 18s - loss: 0.3365 - accuracy: 0.8384
240/316 [=====================>........] - ETA: 18s - loss: 0.3357 - accuracy: 0.8388
241/316 [=====================>........] - ETA: 18s - loss: 0.3354 - accuracy: 0.8387
242/316 [=====================>........] - ETA: 17s - loss: 0.3351 - accuracy: 0.8388
243/316 [======================>.......] - ETA: 17s - loss: 0.3344 - accuracy: 0.8392
244/316 [======================>.......] - ETA: 17s - loss: 0.3342 - accuracy: 0.8391
245/316 [======================>.......] - ETA: 17s - loss: 0.3349 - accuracy: 0.8390
246/316 [======================>.......] - ETA: 17s - loss: 0.3343 - accuracy: 0.8394
247/316 [======================>.......] - ETA: 16s - loss: 0.3338 - accuracy: 0.8398
248/316 [======================>.......] - ETA: 16s - loss: 0.3336 - accuracy: 0.8402
249/316 [======================>.......] - ETA: 16s - loss: 0.3330 - accuracy: 0.8409
250/316 [======================>.......] - ETA: 16s - loss: 0.3335 - accuracy: 0.8400
251/316 [======================>.......] - ETA: 15s - loss: 0.3337 - accuracy: 0.8396
252/316 [======================>.......] - ETA: 15s - loss: 0.3335 - accuracy: 0.8398
253/316 [=======================>......] - ETA: 15s - loss: 0.3328 - accuracy: 0.8402
254/316 [=======================>......] - ETA: 14s - loss: 0.3334 - accuracy: 0.8398
255/316 [=======================>......] - ETA: 14s - loss: 0.3333 - accuracy: 0.8402
256/316 [=======================>......] - ETA: 14s - loss: 0.3325 - accuracy: 0.8408
257/316 [=======================>......] - ETA: 14s - loss: 0.3323 - accuracy: 0.8410
258/316 [=======================>......] - ETA: 13s - loss: 0.3331 - accuracy: 0.8404
259/316 [=======================>......] - ETA: 13s - loss: 0.3333 - accuracy: 0.8405
260/316 [=======================>......] - ETA: 13s - loss: 0.3342 - accuracy: 0.8397
261/316 [=======================>......] - ETA: 13s - loss: 0.3341 - accuracy: 0.8398
262/316 [=======================>......] - ETA: 13s - loss: 0.3341 - accuracy: 0.8399
263/316 [=======================>......] - ETA: 12s - loss: 0.3340 - accuracy: 0.8396
264/316 [========================>.....] - ETA: 12s - loss: 0.3338 - accuracy: 0.8400
265/316 [========================>.....] - ETA: 12s - loss: 0.3335 - accuracy: 0.8401
266/316 [========================>.....] - ETA: 12s - loss: 0.3334 - accuracy: 0.8400
267/316 [========================>.....] - ETA: 11s - loss: 0.3327 - accuracy: 0.8404
268/316 [========================>.....] - ETA: 11s - loss: 0.3324 - accuracy: 0.8407
269/316 [========================>.....] - ETA: 11s - loss: 0.3322 - accuracy: 0.8406
270/316 [========================>.....] - ETA: 11s - loss: 0.3326 - accuracy: 0.8400
271/316 [========================>.....] - ETA: 10s - loss: 0.3327 - accuracy: 0.8402
272/316 [========================>.....] - ETA: 10s - loss: 0.3333 - accuracy: 0.8394
273/316 [========================>.....] - ETA: 10s - loss: 0.3338 - accuracy: 0.8391
274/316 [=========================>....] - ETA: 10s - loss: 0.3343 - accuracy: 0.8392
275/316 [=========================>....] - ETA: 9s - loss: 0.3333 - accuracy: 0.8398 
276/316 [=========================>....] - ETA: 9s - loss: 0.3337 - accuracy: 0.8397
277/316 [=========================>....] - ETA: 9s - loss: 0.3335 - accuracy: 0.8398
278/316 [=========================>....] - ETA: 9s - loss: 0.3330 - accuracy: 0.8402
279/316 [=========================>....] - ETA: 8s - loss: 0.3333 - accuracy: 0.8398
280/316 [=========================>....] - ETA: 8s - loss: 0.3340 - accuracy: 0.8395
281/316 [=========================>....] - ETA: 8s - loss: 0.3336 - accuracy: 0.8399
282/316 [=========================>....] - ETA: 8s - loss: 0.3334 - accuracy: 0.8398
283/316 [=========================>....] - ETA: 7s - loss: 0.3330 - accuracy: 0.8399
284/316 [=========================>....] - ETA: 7s - loss: 0.3337 - accuracy: 0.8396
285/316 [==========================>...] - ETA: 7s - loss: 0.3332 - accuracy: 0.8399
286/316 [==========================>...] - ETA: 7s - loss: 0.3334 - accuracy: 0.8398
287/316 [==========================>...] - ETA: 7s - loss: 0.3329 - accuracy: 0.8402
288/316 [==========================>...] - ETA: 6s - loss: 0.3328 - accuracy: 0.8403
289/316 [==========================>...] - ETA: 6s - loss: 0.3323 - accuracy: 0.8406
290/316 [==========================>...] - ETA: 6s - loss: 0.3323 - accuracy: 0.8407
291/316 [==========================>...] - ETA: 6s - loss: 0.3323 - accuracy: 0.8406
292/316 [==========================>...] - ETA: 5s - loss: 0.3336 - accuracy: 0.8399
293/316 [==========================>...] - ETA: 5s - loss: 0.3333 - accuracy: 0.8400
294/316 [==========================>...] - ETA: 5s - loss: 0.3338 - accuracy: 0.8397
295/316 [===========================>..] - ETA: 5s - loss: 0.3336 - accuracy: 0.8394
296/316 [===========================>..] - ETA: 4s - loss: 0.3332 - accuracy: 0.8395
297/316 [===========================>..] - ETA: 4s - loss: 0.3330 - accuracy: 0.8396
298/316 [===========================>..] - ETA: 4s - loss: 0.3329 - accuracy: 0.8400
299/316 [===========================>..] - ETA: 4s - loss: 0.3334 - accuracy: 0.8395
300/316 [===========================>..] - ETA: 3s - loss: 0.3327 - accuracy: 0.8398
301/316 [===========================>..] - ETA: 3s - loss: 0.3329 - accuracy: 0.8397
302/316 [===========================>..] - ETA: 3s - loss: 0.3333 - accuracy: 0.8390
303/316 [===========================>..] - ETA: 3s - loss: 0.3342 - accuracy: 0.8387
304/316 [===========================>..] - ETA: 2s - loss: 0.3337 - accuracy: 0.8390
305/316 [===========================>..] - ETA: 2s - loss: 0.3335 - accuracy: 0.8389
306/316 [============================>.] - ETA: 2s - loss: 0.3331 - accuracy: 0.8393
307/316 [============================>.] - ETA: 2s - loss: 0.3332 - accuracy: 0.8390
308/316 [============================>.] - ETA: 1s - loss: 0.3334 - accuracy: 0.8387
309/316 [============================>.] - ETA: 1s - loss: 0.3342 - accuracy: 0.8380
310/316 [============================>.] - ETA: 1s - loss: 0.3338 - accuracy: 0.8383
311/316 [============================>.] - ETA: 1s - loss: 0.3335 - accuracy: 0.8388
312/316 [============================>.] - ETA: 0s - loss: 0.3333 - accuracy: 0.8389
313/316 [============================>.] - ETA: 0s - loss: 0.3327 - accuracy: 0.8395
314/316 [============================>.] - ETA: 0s - loss: 0.3327 - accuracy: 0.8394
315/316 [============================>.] - ETA: 0s - loss: 0.3327 - accuracy: 0.8395
316/316 [==============================] - 76s 242ms/step - loss: 0.3329 - accuracy: 0.8395

316/316 [==============================] - 80s 255ms/step - loss: 0.3329 - accuracy: 0.8395 - val_loss: 0.3023 - val_accuracy: 0.8590
Epoch 63/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.2384 - accuracy: 0.9375
  2/316 [..............................] - ETA: 1:00 - loss: 0.3037 - accuracy: 0.8438
  3/316 [..............................] - ETA: 59s - loss: 0.2859 - accuracy: 0.8333 
  4/316 [..............................] - ETA: 1:00 - loss: 0.2871 - accuracy: 0.8594
  5/316 [..............................] - ETA: 1:00 - loss: 0.2932 - accuracy: 0.8375
  6/316 [..............................] - ETA: 59s - loss: 0.2880 - accuracy: 0.8438 
  7/316 [..............................] - ETA: 59s - loss: 0.2963 - accuracy: 0.8393
  8/316 [..............................] - ETA: 58s - loss: 0.2893 - accuracy: 0.8516
  9/316 [..............................] - ETA: 58s - loss: 0.2873 - accuracy: 0.8611
 10/316 [..............................] - ETA: 58s - loss: 0.2966 - accuracy: 0.8500
 11/316 [>.............................] - ETA: 59s - loss: 0.3134 - accuracy: 0.8409
 12/316 [>.............................] - ETA: 1:09 - loss: 0.3448 - accuracy: 0.8229
 13/316 [>.............................] - ETA: 1:15 - loss: 0.3500 - accuracy: 0.8269
 14/316 [>.............................] - ETA: 1:14 - loss: 0.3565 - accuracy: 0.8170
 15/316 [>.............................] - ETA: 1:12 - loss: 0.3499 - accuracy: 0.8208
 16/316 [>.............................] - ETA: 1:11 - loss: 0.3593 - accuracy: 0.8164
 17/316 [>.............................] - ETA: 1:10 - loss: 0.3605 - accuracy: 0.8162
 18/316 [>.............................] - ETA: 1:09 - loss: 0.3564 - accuracy: 0.8194
 19/316 [>.............................] - ETA: 1:08 - loss: 0.3551 - accuracy: 0.8257
 20/316 [>.............................] - ETA: 1:07 - loss: 0.3535 - accuracy: 0.8313
 21/316 [>.............................] - ETA: 1:06 - loss: 0.3454 - accuracy: 0.8333
 22/316 [=>............................] - ETA: 1:06 - loss: 0.3440 - accuracy: 0.8352
 23/316 [=>............................] - ETA: 1:05 - loss: 0.3517 - accuracy: 0.8315
 24/316 [=>............................] - ETA: 1:04 - loss: 0.3457 - accuracy: 0.8307
 25/316 [=>............................] - ETA: 1:04 - loss: 0.3453 - accuracy: 0.8325
 26/316 [=>............................] - ETA: 1:03 - loss: 0.3404 - accuracy: 0.8365
 27/316 [=>............................] - ETA: 1:03 - loss: 0.3344 - accuracy: 0.8426
 28/316 [=>............................] - ETA: 1:02 - loss: 0.3311 - accuracy: 0.8438
 29/316 [=>............................] - ETA: 1:06 - loss: 0.3267 - accuracy: 0.8470
 30/316 [=>............................] - ETA: 1:09 - loss: 0.3234 - accuracy: 0.8500
 31/316 [=>............................] - ETA: 1:08 - loss: 0.3216 - accuracy: 0.8488
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.3210 - accuracy: 0.8477
 33/316 [==>...........................] - ETA: 1:07 - loss: 0.3235 - accuracy: 0.8428
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3238 - accuracy: 0.8419
 35/316 [==>...........................] - ETA: 1:06 - loss: 0.3218 - accuracy: 0.8429
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.3188 - accuracy: 0.8438
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3180 - accuracy: 0.8446
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.3150 - accuracy: 0.8454
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3142 - accuracy: 0.8462
 40/316 [==>...........................] - ETA: 1:03 - loss: 0.3171 - accuracy: 0.8406
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.3176 - accuracy: 0.8399
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.3203 - accuracy: 0.8393
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.3240 - accuracy: 0.8358
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.3243 - accuracy: 0.8366
 45/316 [===>..........................] - ETA: 1:01 - loss: 0.3231 - accuracy: 0.8375
 46/316 [===>..........................] - ETA: 1:02 - loss: 0.3298 - accuracy: 0.8302
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.3287 - accuracy: 0.8298
 48/316 [===>..........................] - ETA: 1:04 - loss: 0.3336 - accuracy: 0.8242
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.3326 - accuracy: 0.8253
 50/316 [===>..........................] - ETA: 1:03 - loss: 0.3313 - accuracy: 0.8275
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3325 - accuracy: 0.8272
 52/316 [===>..........................] - ETA: 1:02 - loss: 0.3313 - accuracy: 0.8281
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3317 - accuracy: 0.8278
 54/316 [====>.........................] - ETA: 1:01 - loss: 0.3337 - accuracy: 0.8252
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3343 - accuracy: 0.8250
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3331 - accuracy: 0.8248
 57/316 [====>.........................] - ETA: 59s - loss: 0.3301 - accuracy: 0.8279 
 58/316 [====>.........................] - ETA: 59s - loss: 0.3288 - accuracy: 0.8287
 59/316 [====>.........................] - ETA: 59s - loss: 0.3318 - accuracy: 0.8263
 60/316 [====>.........................] - ETA: 58s - loss: 0.3302 - accuracy: 0.8260
 61/316 [====>.........................] - ETA: 58s - loss: 0.3306 - accuracy: 0.8258
 62/316 [====>.........................] - ETA: 57s - loss: 0.3286 - accuracy: 0.8266
 63/316 [====>.........................] - ETA: 59s - loss: 0.3259 - accuracy: 0.8294
 64/316 [=====>........................] - ETA: 1:00 - loss: 0.3243 - accuracy: 0.8301
 65/316 [=====>........................] - ETA: 59s - loss: 0.3241 - accuracy: 0.8288 
 66/316 [=====>........................] - ETA: 59s - loss: 0.3213 - accuracy: 0.8305
 67/316 [=====>........................] - ETA: 59s - loss: 0.3205 - accuracy: 0.8321
 68/316 [=====>........................] - ETA: 58s - loss: 0.3191 - accuracy: 0.8327
 69/316 [=====>........................] - ETA: 58s - loss: 0.3171 - accuracy: 0.8342
 70/316 [=====>........................] - ETA: 57s - loss: 0.3189 - accuracy: 0.8330
 71/316 [=====>........................] - ETA: 57s - loss: 0.3160 - accuracy: 0.8345
 72/316 [=====>........................] - ETA: 57s - loss: 0.3169 - accuracy: 0.8325
 73/316 [=====>........................] - ETA: 56s - loss: 0.3144 - accuracy: 0.8339
 74/316 [======>.......................] - ETA: 56s - loss: 0.3154 - accuracy: 0.8336
 75/316 [======>.......................] - ETA: 55s - loss: 0.3159 - accuracy: 0.8342
 76/316 [======>.......................] - ETA: 55s - loss: 0.3158 - accuracy: 0.8339
 77/316 [======>.......................] - ETA: 55s - loss: 0.3151 - accuracy: 0.8344
 78/316 [======>.......................] - ETA: 54s - loss: 0.3208 - accuracy: 0.8333
 79/316 [======>.......................] - ETA: 54s - loss: 0.3239 - accuracy: 0.8331
 80/316 [======>.......................] - ETA: 55s - loss: 0.3262 - accuracy: 0.8320
 81/316 [======>.......................] - ETA: 56s - loss: 0.3258 - accuracy: 0.8318
 82/316 [======>.......................] - ETA: 55s - loss: 0.3277 - accuracy: 0.8300
 83/316 [======>.......................] - ETA: 55s - loss: 0.3306 - accuracy: 0.8283
 84/316 [======>.......................] - ETA: 54s - loss: 0.3308 - accuracy: 0.8281
 85/316 [=======>......................] - ETA: 54s - loss: 0.3299 - accuracy: 0.8294
 86/316 [=======>......................] - ETA: 54s - loss: 0.3281 - accuracy: 0.8314
 87/316 [=======>......................] - ETA: 53s - loss: 0.3275 - accuracy: 0.8326
 88/316 [=======>......................] - ETA: 53s - loss: 0.3318 - accuracy: 0.8295
 89/316 [=======>......................] - ETA: 53s - loss: 0.3338 - accuracy: 0.8279
 90/316 [=======>......................] - ETA: 52s - loss: 0.3344 - accuracy: 0.8278
 91/316 [=======>......................] - ETA: 52s - loss: 0.3357 - accuracy: 0.8262
 92/316 [=======>......................] - ETA: 52s - loss: 0.3351 - accuracy: 0.8268
 93/316 [=======>......................] - ETA: 51s - loss: 0.3373 - accuracy: 0.8246
 94/316 [=======>......................] - ETA: 51s - loss: 0.3365 - accuracy: 0.8251
 95/316 [========>.....................] - ETA: 51s - loss: 0.3364 - accuracy: 0.8250
 96/316 [========>.....................] - ETA: 50s - loss: 0.3372 - accuracy: 0.8249
 97/316 [========>.....................] - ETA: 51s - loss: 0.3360 - accuracy: 0.8260
 98/316 [========>.....................] - ETA: 51s - loss: 0.3363 - accuracy: 0.8259
 99/316 [========>.....................] - ETA: 51s - loss: 0.3368 - accuracy: 0.8251
100/316 [========>.....................] - ETA: 51s - loss: 0.3370 - accuracy: 0.8250
101/316 [========>.....................] - ETA: 50s - loss: 0.3365 - accuracy: 0.8267
102/316 [========>.....................] - ETA: 50s - loss: 0.3365 - accuracy: 0.8260
103/316 [========>.....................] - ETA: 50s - loss: 0.3368 - accuracy: 0.8258
104/316 [========>.....................] - ETA: 49s - loss: 0.3367 - accuracy: 0.8263
105/316 [========>.....................] - ETA: 49s - loss: 0.3363 - accuracy: 0.8274
106/316 [=========>....................] - ETA: 49s - loss: 0.3364 - accuracy: 0.8284
107/316 [=========>....................] - ETA: 48s - loss: 0.3354 - accuracy: 0.8300
108/316 [=========>....................] - ETA: 48s - loss: 0.3356 - accuracy: 0.8299
109/316 [=========>....................] - ETA: 48s - loss: 0.3371 - accuracy: 0.8297
110/316 [=========>....................] - ETA: 47s - loss: 0.3358 - accuracy: 0.8301
111/316 [=========>....................] - ETA: 47s - loss: 0.3353 - accuracy: 0.8311
112/316 [=========>....................] - ETA: 47s - loss: 0.3348 - accuracy: 0.8320
113/316 [=========>....................] - ETA: 47s - loss: 0.3334 - accuracy: 0.8330
114/316 [=========>....................] - ETA: 47s - loss: 0.3328 - accuracy: 0.8322
115/316 [=========>....................] - ETA: 47s - loss: 0.3347 - accuracy: 0.8321
116/316 [==========>...................] - ETA: 47s - loss: 0.3332 - accuracy: 0.8324
117/316 [==========>...................] - ETA: 48s - loss: 0.3351 - accuracy: 0.8323
118/316 [==========>...................] - ETA: 47s - loss: 0.3346 - accuracy: 0.8316
119/316 [==========>...................] - ETA: 47s - loss: 0.3338 - accuracy: 0.8325
120/316 [==========>...................] - ETA: 47s - loss: 0.3347 - accuracy: 0.8323
121/316 [==========>...................] - ETA: 46s - loss: 0.3341 - accuracy: 0.8326
122/316 [==========>...................] - ETA: 46s - loss: 0.3335 - accuracy: 0.8325
123/316 [==========>...................] - ETA: 46s - loss: 0.3344 - accuracy: 0.8328
124/316 [==========>...................] - ETA: 45s - loss: 0.3351 - accuracy: 0.8322
125/316 [==========>...................] - ETA: 45s - loss: 0.3348 - accuracy: 0.8330
126/316 [==========>...................] - ETA: 45s - loss: 0.3334 - accuracy: 0.8338
127/316 [===========>..................] - ETA: 45s - loss: 0.3341 - accuracy: 0.8337
128/316 [===========>..................] - ETA: 44s - loss: 0.3330 - accuracy: 0.8350
129/316 [===========>..................] - ETA: 44s - loss: 0.3335 - accuracy: 0.8343
130/316 [===========>..................] - ETA: 44s - loss: 0.3342 - accuracy: 0.8337
131/316 [===========>..................] - ETA: 43s - loss: 0.3345 - accuracy: 0.8335
132/316 [===========>..................] - ETA: 43s - loss: 0.3330 - accuracy: 0.8348
133/316 [===========>..................] - ETA: 43s - loss: 0.3333 - accuracy: 0.8346
134/316 [===========>..................] - ETA: 43s - loss: 0.3338 - accuracy: 0.8349
135/316 [===========>..................] - ETA: 43s - loss: 0.3329 - accuracy: 0.8356
136/316 [===========>..................] - ETA: 44s - loss: 0.3314 - accuracy: 0.8364
137/316 [============>.................] - ETA: 43s - loss: 0.3302 - accuracy: 0.8371
138/316 [============>.................] - ETA: 43s - loss: 0.3304 - accuracy: 0.8370
139/316 [============>.................] - ETA: 43s - loss: 0.3296 - accuracy: 0.8372
140/316 [============>.................] - ETA: 42s - loss: 0.3292 - accuracy: 0.8375
141/316 [============>.................] - ETA: 42s - loss: 0.3302 - accuracy: 0.8373
142/316 [============>.................] - ETA: 42s - loss: 0.3306 - accuracy: 0.8371
143/316 [============>.................] - ETA: 42s - loss: 0.3302 - accuracy: 0.8374
144/316 [============>.................] - ETA: 41s - loss: 0.3304 - accuracy: 0.8372
145/316 [============>.................] - ETA: 41s - loss: 0.3308 - accuracy: 0.8371
146/316 [============>.................] - ETA: 41s - loss: 0.3302 - accuracy: 0.8373
147/316 [============>.................] - ETA: 41s - loss: 0.3302 - accuracy: 0.8372
148/316 [=============>................] - ETA: 41s - loss: 0.3303 - accuracy: 0.8366
149/316 [=============>................] - ETA: 41s - loss: 0.3299 - accuracy: 0.8368
150/316 [=============>................] - ETA: 41s - loss: 0.3301 - accuracy: 0.8367
151/316 [=============>................] - ETA: 41s - loss: 0.3304 - accuracy: 0.8369
152/316 [=============>................] - ETA: 40s - loss: 0.3296 - accuracy: 0.8380
153/316 [=============>................] - ETA: 40s - loss: 0.3296 - accuracy: 0.8378
154/316 [=============>................] - ETA: 40s - loss: 0.3295 - accuracy: 0.8381
155/316 [=============>................] - ETA: 39s - loss: 0.3288 - accuracy: 0.8387
156/316 [=============>................] - ETA: 39s - loss: 0.3275 - accuracy: 0.8397
157/316 [=============>................] - ETA: 39s - loss: 0.3284 - accuracy: 0.8392
158/316 [==============>...............] - ETA: 38s - loss: 0.3289 - accuracy: 0.8386
159/316 [==============>...............] - ETA: 38s - loss: 0.3285 - accuracy: 0.8392
160/316 [==============>...............] - ETA: 38s - loss: 0.3283 - accuracy: 0.8391
161/316 [==============>...............] - ETA: 38s - loss: 0.3280 - accuracy: 0.8393
162/316 [==============>...............] - ETA: 37s - loss: 0.3276 - accuracy: 0.8395
163/316 [==============>...............] - ETA: 37s - loss: 0.3290 - accuracy: 0.8393
164/316 [==============>...............] - ETA: 37s - loss: 0.3306 - accuracy: 0.8388
165/316 [==============>...............] - ETA: 36s - loss: 0.3304 - accuracy: 0.8386
166/316 [==============>...............] - ETA: 36s - loss: 0.3332 - accuracy: 0.8377
167/316 [==============>...............] - ETA: 36s - loss: 0.3332 - accuracy: 0.8379
168/316 [==============>...............] - ETA: 36s - loss: 0.3320 - accuracy: 0.8385
169/316 [===============>..............] - ETA: 36s - loss: 0.3319 - accuracy: 0.8384
170/316 [===============>..............] - ETA: 36s - loss: 0.3325 - accuracy: 0.8382
171/316 [===============>..............] - ETA: 36s - loss: 0.3324 - accuracy: 0.8385
172/316 [===============>..............] - ETA: 36s - loss: 0.3328 - accuracy: 0.8383
173/316 [===============>..............] - ETA: 35s - loss: 0.3328 - accuracy: 0.8382
174/316 [===============>..............] - ETA: 35s - loss: 0.3330 - accuracy: 0.8384
175/316 [===============>..............] - ETA: 35s - loss: 0.3331 - accuracy: 0.8386
176/316 [===============>..............] - ETA: 34s - loss: 0.3331 - accuracy: 0.8388
177/316 [===============>..............] - ETA: 34s - loss: 0.3337 - accuracy: 0.8379
178/316 [===============>..............] - ETA: 34s - loss: 0.3334 - accuracy: 0.8385
179/316 [===============>..............] - ETA: 33s - loss: 0.3348 - accuracy: 0.8373
180/316 [================>.............] - ETA: 33s - loss: 0.3341 - accuracy: 0.8378
181/316 [================>.............] - ETA: 33s - loss: 0.3334 - accuracy: 0.8384
182/316 [================>.............] - ETA: 33s - loss: 0.3325 - accuracy: 0.8393
183/316 [================>.............] - ETA: 32s - loss: 0.3330 - accuracy: 0.8388
184/316 [================>.............] - ETA: 32s - loss: 0.3325 - accuracy: 0.8393
185/316 [================>.............] - ETA: 32s - loss: 0.3332 - accuracy: 0.8389
186/316 [================>.............] - ETA: 32s - loss: 0.3331 - accuracy: 0.8390
187/316 [================>.............] - ETA: 32s - loss: 0.3334 - accuracy: 0.8392
188/316 [================>.............] - ETA: 32s - loss: 0.3331 - accuracy: 0.8398
189/316 [================>.............] - ETA: 32s - loss: 0.3338 - accuracy: 0.8393
190/316 [=================>............] - ETA: 31s - loss: 0.3334 - accuracy: 0.8398
191/316 [=================>............] - ETA: 31s - loss: 0.3341 - accuracy: 0.8387
192/316 [=================>............] - ETA: 31s - loss: 0.3341 - accuracy: 0.8389
193/316 [=================>............] - ETA: 30s - loss: 0.3350 - accuracy: 0.8381
194/316 [=================>............] - ETA: 30s - loss: 0.3347 - accuracy: 0.8383
195/316 [=================>............] - ETA: 30s - loss: 0.3342 - accuracy: 0.8385
196/316 [=================>............] - ETA: 29s - loss: 0.3341 - accuracy: 0.8383
197/316 [=================>............] - ETA: 29s - loss: 0.3339 - accuracy: 0.8388
198/316 [=================>............] - ETA: 29s - loss: 0.3343 - accuracy: 0.8381
199/316 [=================>............] - ETA: 29s - loss: 0.3337 - accuracy: 0.8383
200/316 [=================>............] - ETA: 29s - loss: 0.3356 - accuracy: 0.8372
201/316 [==================>...........] - ETA: 28s - loss: 0.3356 - accuracy: 0.8374
202/316 [==================>...........] - ETA: 28s - loss: 0.3348 - accuracy: 0.8382
203/316 [==================>...........] - ETA: 28s - loss: 0.3351 - accuracy: 0.8374
204/316 [==================>...........] - ETA: 28s - loss: 0.3345 - accuracy: 0.8376
205/316 [==================>...........] - ETA: 28s - loss: 0.3346 - accuracy: 0.8378
206/316 [==================>...........] - ETA: 27s - loss: 0.3344 - accuracy: 0.8380
207/316 [==================>...........] - ETA: 27s - loss: 0.3345 - accuracy: 0.8379
208/316 [==================>...........] - ETA: 27s - loss: 0.3352 - accuracy: 0.8374
209/316 [==================>...........] - ETA: 27s - loss: 0.3346 - accuracy: 0.8379
210/316 [==================>...........] - ETA: 26s - loss: 0.3339 - accuracy: 0.8387
211/316 [===================>..........] - ETA: 26s - loss: 0.3344 - accuracy: 0.8383
212/316 [===================>..........] - ETA: 26s - loss: 0.3344 - accuracy: 0.8381
213/316 [===================>..........] - ETA: 25s - loss: 0.3346 - accuracy: 0.8377
214/316 [===================>..........] - ETA: 25s - loss: 0.3343 - accuracy: 0.8382
215/316 [===================>..........] - ETA: 25s - loss: 0.3347 - accuracy: 0.8381
216/316 [===================>..........] - ETA: 25s - loss: 0.3349 - accuracy: 0.8380
217/316 [===================>..........] - ETA: 24s - loss: 0.3346 - accuracy: 0.8384
218/316 [===================>..........] - ETA: 24s - loss: 0.3339 - accuracy: 0.8389
219/316 [===================>..........] - ETA: 24s - loss: 0.3335 - accuracy: 0.8393
220/316 [===================>..........] - ETA: 24s - loss: 0.3339 - accuracy: 0.8392
221/316 [===================>..........] - ETA: 24s - loss: 0.3331 - accuracy: 0.8396
222/316 [====================>.........] - ETA: 23s - loss: 0.3325 - accuracy: 0.8401
223/316 [====================>.........] - ETA: 23s - loss: 0.3322 - accuracy: 0.8402
224/316 [====================>.........] - ETA: 23s - loss: 0.3334 - accuracy: 0.8393
225/316 [====================>.........] - ETA: 22s - loss: 0.3333 - accuracy: 0.8389
226/316 [====================>.........] - ETA: 22s - loss: 0.3330 - accuracy: 0.8390
227/316 [====================>.........] - ETA: 22s - loss: 0.3335 - accuracy: 0.8389
228/316 [====================>.........] - ETA: 22s - loss: 0.3334 - accuracy: 0.8391
229/316 [====================>.........] - ETA: 21s - loss: 0.3338 - accuracy: 0.8387
230/316 [====================>.........] - ETA: 21s - loss: 0.3342 - accuracy: 0.8386
231/316 [====================>.........] - ETA: 21s - loss: 0.3340 - accuracy: 0.8385
232/316 [=====================>........] - ETA: 20s - loss: 0.3336 - accuracy: 0.8386
233/316 [=====================>........] - ETA: 20s - loss: 0.3331 - accuracy: 0.8388
234/316 [=====================>........] - ETA: 20s - loss: 0.3326 - accuracy: 0.8392
235/316 [=====================>........] - ETA: 20s - loss: 0.3327 - accuracy: 0.8388
236/316 [=====================>........] - ETA: 20s - loss: 0.3330 - accuracy: 0.8390
237/316 [=====================>........] - ETA: 19s - loss: 0.3331 - accuracy: 0.8389
238/316 [=====================>........] - ETA: 19s - loss: 0.3326 - accuracy: 0.8393
239/316 [=====================>........] - ETA: 19s - loss: 0.3323 - accuracy: 0.8397
240/316 [=====================>........] - ETA: 19s - loss: 0.3318 - accuracy: 0.8401
241/316 [=====================>........] - ETA: 18s - loss: 0.3319 - accuracy: 0.8402
242/316 [=====================>........] - ETA: 18s - loss: 0.3323 - accuracy: 0.8401
243/316 [======================>.......] - ETA: 18s - loss: 0.3317 - accuracy: 0.8405
244/316 [======================>.......] - ETA: 18s - loss: 0.3310 - accuracy: 0.8409
245/316 [======================>.......] - ETA: 17s - loss: 0.3311 - accuracy: 0.8411
246/316 [======================>.......] - ETA: 17s - loss: 0.3305 - accuracy: 0.8412
247/316 [======================>.......] - ETA: 17s - loss: 0.3305 - accuracy: 0.8411
248/316 [======================>.......] - ETA: 16s - loss: 0.3304 - accuracy: 0.8412
249/316 [======================>.......] - ETA: 16s - loss: 0.3304 - accuracy: 0.8409
250/316 [======================>.......] - ETA: 16s - loss: 0.3307 - accuracy: 0.8405
251/316 [======================>.......] - ETA: 16s - loss: 0.3305 - accuracy: 0.8406
252/316 [======================>.......] - ETA: 15s - loss: 0.3297 - accuracy: 0.8410
253/316 [=======================>......] - ETA: 15s - loss: 0.3298 - accuracy: 0.8404
254/316 [=======================>......] - ETA: 15s - loss: 0.3293 - accuracy: 0.8410
255/316 [=======================>......] - ETA: 15s - loss: 0.3289 - accuracy: 0.8414
256/316 [=======================>......] - ETA: 15s - loss: 0.3288 - accuracy: 0.8413
257/316 [=======================>......] - ETA: 14s - loss: 0.3280 - accuracy: 0.8417
258/316 [=======================>......] - ETA: 14s - loss: 0.3277 - accuracy: 0.8421
259/316 [=======================>......] - ETA: 14s - loss: 0.3272 - accuracy: 0.8424
260/316 [=======================>......] - ETA: 13s - loss: 0.3269 - accuracy: 0.8428
261/316 [=======================>......] - ETA: 13s - loss: 0.3265 - accuracy: 0.8432
262/316 [=======================>......] - ETA: 13s - loss: 0.3269 - accuracy: 0.8428
263/316 [=======================>......] - ETA: 13s - loss: 0.3277 - accuracy: 0.8427
264/316 [========================>.....] - ETA: 12s - loss: 0.3277 - accuracy: 0.8428
265/316 [========================>.....] - ETA: 12s - loss: 0.3278 - accuracy: 0.8429
266/316 [========================>.....] - ETA: 12s - loss: 0.3267 - accuracy: 0.8435
267/316 [========================>.....] - ETA: 12s - loss: 0.3277 - accuracy: 0.8429
268/316 [========================>.....] - ETA: 11s - loss: 0.3279 - accuracy: 0.8431
269/316 [========================>.....] - ETA: 11s - loss: 0.3273 - accuracy: 0.8432
270/316 [========================>.....] - ETA: 11s - loss: 0.3286 - accuracy: 0.8433
271/316 [========================>.....] - ETA: 11s - loss: 0.3287 - accuracy: 0.8429
272/316 [========================>.....] - ETA: 10s - loss: 0.3285 - accuracy: 0.8431
273/316 [========================>.....] - ETA: 10s - loss: 0.3299 - accuracy: 0.8427
274/316 [=========================>....] - ETA: 10s - loss: 0.3296 - accuracy: 0.8428
275/316 [=========================>....] - ETA: 10s - loss: 0.3306 - accuracy: 0.8425
276/316 [=========================>....] - ETA: 9s - loss: 0.3309 - accuracy: 0.8424 
277/316 [=========================>....] - ETA: 9s - loss: 0.3307 - accuracy: 0.8425
278/316 [=========================>....] - ETA: 9s - loss: 0.3303 - accuracy: 0.8431
279/316 [=========================>....] - ETA: 9s - loss: 0.3300 - accuracy: 0.8434
280/316 [=========================>....] - ETA: 8s - loss: 0.3297 - accuracy: 0.8438
281/316 [=========================>....] - ETA: 8s - loss: 0.3299 - accuracy: 0.8436
282/316 [=========================>....] - ETA: 8s - loss: 0.3304 - accuracy: 0.8438
283/316 [=========================>....] - ETA: 8s - loss: 0.3308 - accuracy: 0.8430
284/316 [=========================>....] - ETA: 8s - loss: 0.3306 - accuracy: 0.8433
285/316 [==========================>...] - ETA: 7s - loss: 0.3308 - accuracy: 0.8432
286/316 [==========================>...] - ETA: 7s - loss: 0.3315 - accuracy: 0.8427
287/316 [==========================>...] - ETA: 7s - loss: 0.3316 - accuracy: 0.8423
288/316 [==========================>...] - ETA: 7s - loss: 0.3315 - accuracy: 0.8422
289/316 [==========================>...] - ETA: 6s - loss: 0.3313 - accuracy: 0.8426
290/316 [==========================>...] - ETA: 6s - loss: 0.3324 - accuracy: 0.8414
291/316 [==========================>...] - ETA: 6s - loss: 0.3320 - accuracy: 0.8417
292/316 [==========================>...] - ETA: 6s - loss: 0.3327 - accuracy: 0.8412
293/316 [==========================>...] - ETA: 5s - loss: 0.3323 - accuracy: 0.8413
294/316 [==========================>...] - ETA: 5s - loss: 0.3328 - accuracy: 0.8406
295/316 [===========================>..] - ETA: 5s - loss: 0.3328 - accuracy: 0.8403
296/316 [===========================>..] - ETA: 4s - loss: 0.3323 - accuracy: 0.8406
297/316 [===========================>..] - ETA: 4s - loss: 0.3317 - accuracy: 0.8411
298/316 [===========================>..] - ETA: 4s - loss: 0.3315 - accuracy: 0.8410
299/316 [===========================>..] - ETA: 4s - loss: 0.3313 - accuracy: 0.8411
300/316 [===========================>..] - ETA: 3s - loss: 0.3311 - accuracy: 0.8410
301/316 [===========================>..] - ETA: 3s - loss: 0.3312 - accuracy: 0.8409
302/316 [===========================>..] - ETA: 3s - loss: 0.3307 - accuracy: 0.8411
303/316 [===========================>..] - ETA: 3s - loss: 0.3313 - accuracy: 0.8410
304/316 [===========================>..] - ETA: 3s - loss: 0.3315 - accuracy: 0.8411
305/316 [===========================>..] - ETA: 2s - loss: 0.3323 - accuracy: 0.8408
306/316 [============================>.] - ETA: 2s - loss: 0.3315 - accuracy: 0.8413
307/316 [============================>.] - ETA: 2s - loss: 0.3318 - accuracy: 0.8406
308/316 [============================>.] - ETA: 1s - loss: 0.3316 - accuracy: 0.8407
309/316 [============================>.] - ETA: 1s - loss: 0.3314 - accuracy: 0.8406
310/316 [============================>.] - ETA: 1s - loss: 0.3317 - accuracy: 0.8403
311/316 [============================>.] - ETA: 1s - loss: 0.3315 - accuracy: 0.8404
312/316 [============================>.] - ETA: 0s - loss: 0.3316 - accuracy: 0.8401
313/316 [============================>.] - ETA: 0s - loss: 0.3310 - accuracy: 0.8405
314/316 [============================>.] - ETA: 0s - loss: 0.3313 - accuracy: 0.8406
315/316 [============================>.] - ETA: 0s - loss: 0.3306 - accuracy: 0.8411
316/316 [==============================] - 78s 248ms/step - loss: 0.3304 - accuracy: 0.8413

316/316 [==============================] - 83s 262ms/step - loss: 0.3304 - accuracy: 0.8413 - val_loss: 0.2365 - val_accuracy: 0.8827
Epoch 64/100

  1/316 [..............................] - ETA: 2:24 - loss: 0.2576 - accuracy: 0.8750
  2/316 [..............................] - ETA: 3:05 - loss: 0.4270 - accuracy: 0.7812
  3/316 [..............................] - ETA: 2:12 - loss: 0.4327 - accuracy: 0.7708
  4/316 [..............................] - ETA: 1:47 - loss: 0.3874 - accuracy: 0.7969
  5/316 [..............................] - ETA: 1:34 - loss: 0.3797 - accuracy: 0.8000
  6/316 [..............................] - ETA: 1:26 - loss: 0.3576 - accuracy: 0.8125
  7/316 [..............................] - ETA: 1:22 - loss: 0.3566 - accuracy: 0.8214
  8/316 [..............................] - ETA: 1:18 - loss: 0.3501 - accuracy: 0.8203
  9/316 [..............................] - ETA: 1:16 - loss: 0.3316 - accuracy: 0.8333
 10/316 [..............................] - ETA: 1:13 - loss: 0.3090 - accuracy: 0.8500
 11/316 [>.............................] - ETA: 1:12 - loss: 0.3191 - accuracy: 0.8409
 12/316 [>.............................] - ETA: 1:10 - loss: 0.3216 - accuracy: 0.8281
 13/316 [>.............................] - ETA: 1:12 - loss: 0.3109 - accuracy: 0.8317
 14/316 [>.............................] - ETA: 1:19 - loss: 0.3455 - accuracy: 0.8304
 15/316 [>.............................] - ETA: 1:25 - loss: 0.3544 - accuracy: 0.8250
 16/316 [>.............................] - ETA: 1:30 - loss: 0.3447 - accuracy: 0.8320
 17/316 [>.............................] - ETA: 1:31 - loss: 0.3480 - accuracy: 0.8272
 18/316 [>.............................] - ETA: 1:28 - loss: 0.3488 - accuracy: 0.8264
 19/316 [>.............................] - ETA: 1:26 - loss: 0.3432 - accuracy: 0.8322
 20/316 [>.............................] - ETA: 1:24 - loss: 0.3765 - accuracy: 0.8313
 21/316 [>.............................] - ETA: 1:22 - loss: 0.3744 - accuracy: 0.8304
 22/316 [=>............................] - ETA: 1:21 - loss: 0.3690 - accuracy: 0.8324
 23/316 [=>............................] - ETA: 1:19 - loss: 0.3625 - accuracy: 0.8342
 24/316 [=>............................] - ETA: 1:18 - loss: 0.3699 - accuracy: 0.8307
 25/316 [=>............................] - ETA: 1:17 - loss: 0.3698 - accuracy: 0.8300
 26/316 [=>............................] - ETA: 1:16 - loss: 0.3668 - accuracy: 0.8317
 27/316 [=>............................] - ETA: 1:15 - loss: 0.3619 - accuracy: 0.8333
 28/316 [=>............................] - ETA: 1:14 - loss: 0.3706 - accuracy: 0.8281
 29/316 [=>............................] - ETA: 1:13 - loss: 0.3708 - accuracy: 0.8276
 30/316 [=>............................] - ETA: 1:12 - loss: 0.3684 - accuracy: 0.8271
 31/316 [=>............................] - ETA: 1:11 - loss: 0.3709 - accuracy: 0.8246
 32/316 [==>...........................] - ETA: 1:11 - loss: 0.3699 - accuracy: 0.8242
 33/316 [==>...........................] - ETA: 1:13 - loss: 0.3681 - accuracy: 0.8258
 34/316 [==>...........................] - ETA: 1:15 - loss: 0.3657 - accuracy: 0.8272
 35/316 [==>...........................] - ETA: 1:14 - loss: 0.3696 - accuracy: 0.8196
 36/316 [==>...........................] - ETA: 1:13 - loss: 0.3684 - accuracy: 0.8177
 37/316 [==>...........................] - ETA: 1:13 - loss: 0.3684 - accuracy: 0.8209
 38/316 [==>...........................] - ETA: 1:12 - loss: 0.3647 - accuracy: 0.8240
 39/316 [==>...........................] - ETA: 1:11 - loss: 0.3696 - accuracy: 0.8205
 40/316 [==>...........................] - ETA: 1:10 - loss: 0.3689 - accuracy: 0.8203
 41/316 [==>...........................] - ETA: 1:09 - loss: 0.3648 - accuracy: 0.8232
 42/316 [==>...........................] - ETA: 1:09 - loss: 0.3633 - accuracy: 0.8244
 43/316 [===>..........................] - ETA: 1:08 - loss: 0.3608 - accuracy: 0.8270
 44/316 [===>..........................] - ETA: 1:08 - loss: 0.3633 - accuracy: 0.8239
 45/316 [===>..........................] - ETA: 1:07 - loss: 0.3779 - accuracy: 0.8208
 46/316 [===>..........................] - ETA: 1:06 - loss: 0.3795 - accuracy: 0.8207
 47/316 [===>..........................] - ETA: 1:06 - loss: 0.3767 - accuracy: 0.8218
 48/316 [===>..........................] - ETA: 1:05 - loss: 0.3766 - accuracy: 0.8216
 49/316 [===>..........................] - ETA: 1:05 - loss: 0.3744 - accuracy: 0.8227
 50/316 [===>..........................] - ETA: 1:06 - loss: 0.3782 - accuracy: 0.8225
 51/316 [===>..........................] - ETA: 1:08 - loss: 0.3752 - accuracy: 0.8235
 52/316 [===>..........................] - ETA: 1:07 - loss: 0.3784 - accuracy: 0.8185
 53/316 [====>.........................] - ETA: 1:06 - loss: 0.3880 - accuracy: 0.8172
 54/316 [====>.........................] - ETA: 1:06 - loss: 0.3899 - accuracy: 0.8160
 55/316 [====>.........................] - ETA: 1:05 - loss: 0.3893 - accuracy: 0.8170
 56/316 [====>.........................] - ETA: 1:05 - loss: 0.3878 - accuracy: 0.8181
 57/316 [====>.........................] - ETA: 1:04 - loss: 0.3876 - accuracy: 0.8191
 58/316 [====>.........................] - ETA: 1:04 - loss: 0.3847 - accuracy: 0.8211
 59/316 [====>.........................] - ETA: 1:03 - loss: 0.3852 - accuracy: 0.8210
 60/316 [====>.........................] - ETA: 1:03 - loss: 0.3862 - accuracy: 0.8208
 61/316 [====>.........................] - ETA: 1:02 - loss: 0.3850 - accuracy: 0.8217
 62/316 [====>.........................] - ETA: 1:02 - loss: 0.3848 - accuracy: 0.8226
 63/316 [====>.........................] - ETA: 1:01 - loss: 0.3838 - accuracy: 0.8234
 64/316 [=====>........................] - ETA: 1:01 - loss: 0.3833 - accuracy: 0.8232
 65/316 [=====>........................] - ETA: 1:00 - loss: 0.3824 - accuracy: 0.8231
 66/316 [=====>........................] - ETA: 1:00 - loss: 0.3803 - accuracy: 0.8239
 67/316 [=====>........................] - ETA: 1:01 - loss: 0.3786 - accuracy: 0.8256
 68/316 [=====>........................] - ETA: 1:02 - loss: 0.3769 - accuracy: 0.8272
 69/316 [=====>........................] - ETA: 1:01 - loss: 0.3742 - accuracy: 0.8279
 70/316 [=====>........................] - ETA: 1:01 - loss: 0.3748 - accuracy: 0.8277
 71/316 [=====>........................] - ETA: 1:01 - loss: 0.3722 - accuracy: 0.8292
 72/316 [=====>........................] - ETA: 1:00 - loss: 0.3718 - accuracy: 0.8299
 73/316 [=====>........................] - ETA: 1:00 - loss: 0.3729 - accuracy: 0.8279
 74/316 [======>.......................] - ETA: 59s - loss: 0.3721 - accuracy: 0.8277 
 75/316 [======>.......................] - ETA: 59s - loss: 0.3694 - accuracy: 0.8292
 76/316 [======>.......................] - ETA: 58s - loss: 0.3667 - accuracy: 0.8314
 77/316 [======>.......................] - ETA: 58s - loss: 0.3667 - accuracy: 0.8312
 78/316 [======>.......................] - ETA: 58s - loss: 0.3639 - accuracy: 0.8333
 79/316 [======>.......................] - ETA: 57s - loss: 0.3626 - accuracy: 0.8347
 80/316 [======>.......................] - ETA: 57s - loss: 0.3635 - accuracy: 0.8352
 81/316 [======>.......................] - ETA: 56s - loss: 0.3614 - accuracy: 0.8364
 82/316 [======>.......................] - ETA: 56s - loss: 0.3580 - accuracy: 0.8377
 83/316 [======>.......................] - ETA: 55s - loss: 0.3564 - accuracy: 0.8389
 84/316 [======>.......................] - ETA: 56s - loss: 0.3557 - accuracy: 0.8385
 85/316 [=======>......................] - ETA: 57s - loss: 0.3551 - accuracy: 0.8382
 86/316 [=======>......................] - ETA: 57s - loss: 0.3536 - accuracy: 0.8379
 87/316 [=======>......................] - ETA: 58s - loss: 0.3519 - accuracy: 0.8391
 88/316 [=======>......................] - ETA: 57s - loss: 0.3492 - accuracy: 0.8402
 89/316 [=======>......................] - ETA: 57s - loss: 0.3468 - accuracy: 0.8420
 90/316 [=======>......................] - ETA: 57s - loss: 0.3461 - accuracy: 0.8410
 91/316 [=======>......................] - ETA: 56s - loss: 0.3461 - accuracy: 0.8407
 92/316 [=======>......................] - ETA: 56s - loss: 0.3440 - accuracy: 0.8417
 93/316 [=======>......................] - ETA: 55s - loss: 0.3457 - accuracy: 0.8401
 94/316 [=======>......................] - ETA: 55s - loss: 0.3446 - accuracy: 0.8411
 95/316 [========>.....................] - ETA: 55s - loss: 0.3455 - accuracy: 0.8408
 96/316 [========>.....................] - ETA: 54s - loss: 0.3424 - accuracy: 0.8424
 97/316 [========>.....................] - ETA: 54s - loss: 0.3425 - accuracy: 0.8415
 98/316 [========>.....................] - ETA: 53s - loss: 0.3427 - accuracy: 0.8412
 99/316 [========>.....................] - ETA: 53s - loss: 0.3439 - accuracy: 0.8403
100/316 [========>.....................] - ETA: 53s - loss: 0.3444 - accuracy: 0.8400
101/316 [========>.....................] - ETA: 52s - loss: 0.3423 - accuracy: 0.8410
102/316 [========>.....................] - ETA: 52s - loss: 0.3421 - accuracy: 0.8413
103/316 [========>.....................] - ETA: 52s - loss: 0.3410 - accuracy: 0.8422
104/316 [========>.....................] - ETA: 53s - loss: 0.3392 - accuracy: 0.8438
105/316 [========>.....................] - ETA: 52s - loss: 0.3387 - accuracy: 0.8435
106/316 [=========>....................] - ETA: 52s - loss: 0.3365 - accuracy: 0.8449
107/316 [=========>....................] - ETA: 52s - loss: 0.3375 - accuracy: 0.8452
108/316 [=========>....................] - ETA: 51s - loss: 0.3369 - accuracy: 0.8461
109/316 [=========>....................] - ETA: 51s - loss: 0.3367 - accuracy: 0.8469
110/316 [=========>....................] - ETA: 51s - loss: 0.3356 - accuracy: 0.8472
111/316 [=========>....................] - ETA: 50s - loss: 0.3368 - accuracy: 0.8474
112/316 [=========>....................] - ETA: 50s - loss: 0.3370 - accuracy: 0.8477
113/316 [=========>....................] - ETA: 50s - loss: 0.3374 - accuracy: 0.8473
114/316 [=========>....................] - ETA: 49s - loss: 0.3369 - accuracy: 0.8476
115/316 [=========>....................] - ETA: 49s - loss: 0.3375 - accuracy: 0.8467
116/316 [==========>...................] - ETA: 48s - loss: 0.3362 - accuracy: 0.8475
117/316 [==========>...................] - ETA: 48s - loss: 0.3346 - accuracy: 0.8488
118/316 [==========>...................] - ETA: 48s - loss: 0.3338 - accuracy: 0.8490
119/316 [==========>...................] - ETA: 48s - loss: 0.3340 - accuracy: 0.8498
120/316 [==========>...................] - ETA: 47s - loss: 0.3340 - accuracy: 0.8495
121/316 [==========>...................] - ETA: 48s - loss: 0.3336 - accuracy: 0.8497
122/316 [==========>...................] - ETA: 48s - loss: 0.3327 - accuracy: 0.8504
123/316 [==========>...................] - ETA: 47s - loss: 0.3329 - accuracy: 0.8501
124/316 [==========>...................] - ETA: 47s - loss: 0.3322 - accuracy: 0.8503
125/316 [==========>...................] - ETA: 47s - loss: 0.3334 - accuracy: 0.8495
126/316 [==========>...................] - ETA: 46s - loss: 0.3346 - accuracy: 0.8482
127/316 [===========>..................] - ETA: 46s - loss: 0.3335 - accuracy: 0.8484
128/316 [===========>..................] - ETA: 46s - loss: 0.3335 - accuracy: 0.8491
129/316 [===========>..................] - ETA: 45s - loss: 0.3349 - accuracy: 0.8484
130/316 [===========>..................] - ETA: 45s - loss: 0.3340 - accuracy: 0.8486
131/316 [===========>..................] - ETA: 45s - loss: 0.3326 - accuracy: 0.8497
132/316 [===========>..................] - ETA: 44s - loss: 0.3320 - accuracy: 0.8504
133/316 [===========>..................] - ETA: 44s - loss: 0.3318 - accuracy: 0.8501
134/316 [===========>..................] - ETA: 44s - loss: 0.3322 - accuracy: 0.8493
135/316 [===========>..................] - ETA: 43s - loss: 0.3312 - accuracy: 0.8500
136/316 [===========>..................] - ETA: 43s - loss: 0.3310 - accuracy: 0.8502
137/316 [============>.................] - ETA: 43s - loss: 0.3300 - accuracy: 0.8508
138/316 [============>.................] - ETA: 43s - loss: 0.3301 - accuracy: 0.8501
139/316 [============>.................] - ETA: 43s - loss: 0.3294 - accuracy: 0.8512
140/316 [============>.................] - ETA: 43s - loss: 0.3295 - accuracy: 0.8509
141/316 [============>.................] - ETA: 43s - loss: 0.3297 - accuracy: 0.8511
142/316 [============>.................] - ETA: 42s - loss: 0.3292 - accuracy: 0.8512
143/316 [============>.................] - ETA: 42s - loss: 0.3300 - accuracy: 0.8501
144/316 [============>.................] - ETA: 42s - loss: 0.3306 - accuracy: 0.8498
145/316 [============>.................] - ETA: 42s - loss: 0.3292 - accuracy: 0.8509
146/316 [============>.................] - ETA: 42s - loss: 0.3288 - accuracy: 0.8506
147/316 [============>.................] - ETA: 41s - loss: 0.3286 - accuracy: 0.8508
148/316 [=============>................] - ETA: 41s - loss: 0.3294 - accuracy: 0.8501
149/316 [=============>................] - ETA: 41s - loss: 0.3297 - accuracy: 0.8494
150/316 [=============>................] - ETA: 41s - loss: 0.3310 - accuracy: 0.8483
151/316 [=============>................] - ETA: 41s - loss: 0.3299 - accuracy: 0.8493
152/316 [=============>................] - ETA: 41s - loss: 0.3312 - accuracy: 0.8487
153/316 [=============>................] - ETA: 40s - loss: 0.3310 - accuracy: 0.8489
154/316 [=============>................] - ETA: 40s - loss: 0.3306 - accuracy: 0.8490
155/316 [=============>................] - ETA: 40s - loss: 0.3296 - accuracy: 0.8500
156/316 [=============>................] - ETA: 39s - loss: 0.3307 - accuracy: 0.8494
157/316 [=============>................] - ETA: 39s - loss: 0.3301 - accuracy: 0.8495
158/316 [==============>...............] - ETA: 39s - loss: 0.3297 - accuracy: 0.8493
159/316 [==============>...............] - ETA: 39s - loss: 0.3291 - accuracy: 0.8491
160/316 [==============>...............] - ETA: 38s - loss: 0.3296 - accuracy: 0.8488
161/316 [==============>...............] - ETA: 38s - loss: 0.3298 - accuracy: 0.8482
162/316 [==============>...............] - ETA: 38s - loss: 0.3291 - accuracy: 0.8488
163/316 [==============>...............] - ETA: 37s - loss: 0.3286 - accuracy: 0.8493
164/316 [==============>...............] - ETA: 37s - loss: 0.3279 - accuracy: 0.8498
165/316 [==============>...............] - ETA: 37s - loss: 0.3294 - accuracy: 0.8489
166/316 [==============>...............] - ETA: 36s - loss: 0.3292 - accuracy: 0.8486
167/316 [==============>...............] - ETA: 36s - loss: 0.3287 - accuracy: 0.8488
168/316 [==============>...............] - ETA: 36s - loss: 0.3271 - accuracy: 0.8497
169/316 [===============>..............] - ETA: 36s - loss: 0.3268 - accuracy: 0.8502
170/316 [===============>..............] - ETA: 36s - loss: 0.3267 - accuracy: 0.8504
171/316 [===============>..............] - ETA: 36s - loss: 0.3267 - accuracy: 0.8505
172/316 [===============>..............] - ETA: 36s - loss: 0.3270 - accuracy: 0.8499
173/316 [===============>..............] - ETA: 36s - loss: 0.3278 - accuracy: 0.8490
174/316 [===============>..............] - ETA: 35s - loss: 0.3290 - accuracy: 0.8477
175/316 [===============>..............] - ETA: 35s - loss: 0.3285 - accuracy: 0.8479
176/316 [===============>..............] - ETA: 35s - loss: 0.3281 - accuracy: 0.8484
177/316 [===============>..............] - ETA: 34s - loss: 0.3276 - accuracy: 0.8485
178/316 [===============>..............] - ETA: 34s - loss: 0.3279 - accuracy: 0.8480
179/316 [===============>..............] - ETA: 34s - loss: 0.3273 - accuracy: 0.8481
180/316 [================>.............] - ETA: 33s - loss: 0.3288 - accuracy: 0.8472
181/316 [================>.............] - ETA: 33s - loss: 0.3291 - accuracy: 0.8474
182/316 [================>.............] - ETA: 33s - loss: 0.3292 - accuracy: 0.8472
183/316 [================>.............] - ETA: 33s - loss: 0.3293 - accuracy: 0.8470
184/316 [================>.............] - ETA: 32s - loss: 0.3291 - accuracy: 0.8465
185/316 [================>.............] - ETA: 32s - loss: 0.3295 - accuracy: 0.8463
186/316 [================>.............] - ETA: 32s - loss: 0.3298 - accuracy: 0.8458
187/316 [================>.............] - ETA: 31s - loss: 0.3295 - accuracy: 0.8456
188/316 [================>.............] - ETA: 31s - loss: 0.3300 - accuracy: 0.8451
189/316 [================>.............] - ETA: 31s - loss: 0.3289 - accuracy: 0.8456
190/316 [=================>............] - ETA: 31s - loss: 0.3282 - accuracy: 0.8461
191/316 [=================>............] - ETA: 31s - loss: 0.3296 - accuracy: 0.8446
192/316 [=================>............] - ETA: 30s - loss: 0.3306 - accuracy: 0.8447
193/316 [=================>............] - ETA: 30s - loss: 0.3306 - accuracy: 0.8449
194/316 [=================>............] - ETA: 30s - loss: 0.3296 - accuracy: 0.8454
195/316 [=================>............] - ETA: 30s - loss: 0.3305 - accuracy: 0.8442
196/316 [=================>............] - ETA: 29s - loss: 0.3318 - accuracy: 0.8434
197/316 [=================>............] - ETA: 29s - loss: 0.3314 - accuracy: 0.8433
198/316 [=================>............] - ETA: 29s - loss: 0.3313 - accuracy: 0.8431
199/316 [=================>............] - ETA: 28s - loss: 0.3311 - accuracy: 0.8430
200/316 [=================>............] - ETA: 28s - loss: 0.3311 - accuracy: 0.8428
201/316 [==================>...........] - ETA: 28s - loss: 0.3307 - accuracy: 0.8433
202/316 [==================>...........] - ETA: 28s - loss: 0.3297 - accuracy: 0.8441
203/316 [==================>...........] - ETA: 27s - loss: 0.3301 - accuracy: 0.8442
204/316 [==================>...........] - ETA: 27s - loss: 0.3317 - accuracy: 0.8431
205/316 [==================>...........] - ETA: 27s - loss: 0.3324 - accuracy: 0.8430
206/316 [==================>...........] - ETA: 27s - loss: 0.3317 - accuracy: 0.8434
207/316 [==================>...........] - ETA: 27s - loss: 0.3313 - accuracy: 0.8436
208/316 [==================>...........] - ETA: 26s - loss: 0.3306 - accuracy: 0.8444
209/316 [==================>...........] - ETA: 26s - loss: 0.3310 - accuracy: 0.8442
210/316 [==================>...........] - ETA: 26s - loss: 0.3314 - accuracy: 0.8440
211/316 [===================>..........] - ETA: 26s - loss: 0.3308 - accuracy: 0.8445
212/316 [===================>..........] - ETA: 26s - loss: 0.3309 - accuracy: 0.8446
213/316 [===================>..........] - ETA: 25s - loss: 0.3302 - accuracy: 0.8454
214/316 [===================>..........] - ETA: 25s - loss: 0.3304 - accuracy: 0.8452
215/316 [===================>..........] - ETA: 25s - loss: 0.3296 - accuracy: 0.8453
216/316 [===================>..........] - ETA: 25s - loss: 0.3297 - accuracy: 0.8449
217/316 [===================>..........] - ETA: 24s - loss: 0.3299 - accuracy: 0.8445
218/316 [===================>..........] - ETA: 24s - loss: 0.3296 - accuracy: 0.8446
219/316 [===================>..........] - ETA: 24s - loss: 0.3291 - accuracy: 0.8447
220/316 [===================>..........] - ETA: 24s - loss: 0.3296 - accuracy: 0.8446
221/316 [===================>..........] - ETA: 23s - loss: 0.3290 - accuracy: 0.8450
222/316 [====================>.........] - ETA: 23s - loss: 0.3292 - accuracy: 0.8452
223/316 [====================>.........] - ETA: 23s - loss: 0.3292 - accuracy: 0.8450
224/316 [====================>.........] - ETA: 23s - loss: 0.3293 - accuracy: 0.8446
225/316 [====================>.........] - ETA: 22s - loss: 0.3298 - accuracy: 0.8439
226/316 [====================>.........] - ETA: 22s - loss: 0.3291 - accuracy: 0.8443
227/316 [====================>.........] - ETA: 22s - loss: 0.3290 - accuracy: 0.8442
228/316 [====================>.........] - ETA: 22s - loss: 0.3283 - accuracy: 0.8446
229/316 [====================>.........] - ETA: 21s - loss: 0.3292 - accuracy: 0.8439
230/316 [====================>.........] - ETA: 21s - loss: 0.3285 - accuracy: 0.8446
231/316 [====================>.........] - ETA: 21s - loss: 0.3285 - accuracy: 0.8444
232/316 [=====================>........] - ETA: 20s - loss: 0.3293 - accuracy: 0.8443
233/316 [=====================>........] - ETA: 20s - loss: 0.3290 - accuracy: 0.8444
234/316 [=====================>........] - ETA: 20s - loss: 0.3292 - accuracy: 0.8443
235/316 [=====================>........] - ETA: 20s - loss: 0.3289 - accuracy: 0.8441
236/316 [=====================>........] - ETA: 20s - loss: 0.3289 - accuracy: 0.8445
237/316 [=====================>........] - ETA: 19s - loss: 0.3286 - accuracy: 0.8444
238/316 [=====================>........] - ETA: 19s - loss: 0.3286 - accuracy: 0.8448
239/316 [=====================>........] - ETA: 19s - loss: 0.3288 - accuracy: 0.8441
240/316 [=====================>........] - ETA: 19s - loss: 0.3281 - accuracy: 0.8448
241/316 [=====================>........] - ETA: 18s - loss: 0.3278 - accuracy: 0.8449
242/316 [=====================>........] - ETA: 18s - loss: 0.3292 - accuracy: 0.8450
243/316 [======================>.......] - ETA: 18s - loss: 0.3292 - accuracy: 0.8449
244/316 [======================>.......] - ETA: 18s - loss: 0.3286 - accuracy: 0.8453
245/316 [======================>.......] - ETA: 17s - loss: 0.3305 - accuracy: 0.8446
246/316 [======================>.......] - ETA: 17s - loss: 0.3297 - accuracy: 0.8450
247/316 [======================>.......] - ETA: 17s - loss: 0.3295 - accuracy: 0.8451
248/316 [======================>.......] - ETA: 17s - loss: 0.3292 - accuracy: 0.8453
249/316 [======================>.......] - ETA: 16s - loss: 0.3292 - accuracy: 0.8454
250/316 [======================>.......] - ETA: 16s - loss: 0.3291 - accuracy: 0.8455
251/316 [======================>.......] - ETA: 16s - loss: 0.3299 - accuracy: 0.8451
252/316 [======================>.......] - ETA: 16s - loss: 0.3294 - accuracy: 0.8452
253/316 [=======================>......] - ETA: 15s - loss: 0.3292 - accuracy: 0.8454
254/316 [=======================>......] - ETA: 15s - loss: 0.3294 - accuracy: 0.8450
255/316 [=======================>......] - ETA: 15s - loss: 0.3302 - accuracy: 0.8446
256/316 [=======================>......] - ETA: 15s - loss: 0.3299 - accuracy: 0.8445
257/316 [=======================>......] - ETA: 14s - loss: 0.3304 - accuracy: 0.8441
258/316 [=======================>......] - ETA: 14s - loss: 0.3301 - accuracy: 0.8440
259/316 [=======================>......] - ETA: 14s - loss: 0.3297 - accuracy: 0.8441
260/316 [=======================>......] - ETA: 14s - loss: 0.3294 - accuracy: 0.8445
261/316 [=======================>......] - ETA: 13s - loss: 0.3297 - accuracy: 0.8441
262/316 [=======================>......] - ETA: 13s - loss: 0.3304 - accuracy: 0.8435
263/316 [=======================>......] - ETA: 13s - loss: 0.3304 - accuracy: 0.8432
264/316 [========================>.....] - ETA: 13s - loss: 0.3311 - accuracy: 0.8428
265/316 [========================>.....] - ETA: 12s - loss: 0.3310 - accuracy: 0.8429
266/316 [========================>.....] - ETA: 12s - loss: 0.3312 - accuracy: 0.8423
267/316 [========================>.....] - ETA: 12s - loss: 0.3309 - accuracy: 0.8427
268/316 [========================>.....] - ETA: 12s - loss: 0.3309 - accuracy: 0.8428
269/316 [========================>.....] - ETA: 11s - loss: 0.3304 - accuracy: 0.8429
270/316 [========================>.....] - ETA: 11s - loss: 0.3300 - accuracy: 0.8433
271/316 [========================>.....] - ETA: 11s - loss: 0.3303 - accuracy: 0.8432
272/316 [========================>.....] - ETA: 11s - loss: 0.3302 - accuracy: 0.8435
273/316 [========================>.....] - ETA: 10s - loss: 0.3307 - accuracy: 0.8434
274/316 [=========================>....] - ETA: 10s - loss: 0.3307 - accuracy: 0.8438
275/316 [=========================>....] - ETA: 10s - loss: 0.3306 - accuracy: 0.8439
276/316 [=========================>....] - ETA: 10s - loss: 0.3313 - accuracy: 0.8435
277/316 [=========================>....] - ETA: 9s - loss: 0.3311 - accuracy: 0.8436 
278/316 [=========================>....] - ETA: 9s - loss: 0.3312 - accuracy: 0.8435
279/316 [=========================>....] - ETA: 9s - loss: 0.3314 - accuracy: 0.8436
280/316 [=========================>....] - ETA: 9s - loss: 0.3312 - accuracy: 0.8438
281/316 [=========================>....] - ETA: 8s - loss: 0.3317 - accuracy: 0.8432
282/316 [=========================>....] - ETA: 8s - loss: 0.3316 - accuracy: 0.8433
283/316 [=========================>....] - ETA: 8s - loss: 0.3317 - accuracy: 0.8430
284/316 [=========================>....] - ETA: 8s - loss: 0.3316 - accuracy: 0.8433
285/316 [==========================>...] - ETA: 7s - loss: 0.3316 - accuracy: 0.8434
286/316 [==========================>...] - ETA: 7s - loss: 0.3313 - accuracy: 0.8435
287/316 [==========================>...] - ETA: 7s - loss: 0.3316 - accuracy: 0.8432
288/316 [==========================>...] - ETA: 7s - loss: 0.3321 - accuracy: 0.8427
289/316 [==========================>...] - ETA: 6s - loss: 0.3329 - accuracy: 0.8423
290/316 [==========================>...] - ETA: 6s - loss: 0.3332 - accuracy: 0.8422
291/316 [==========================>...] - ETA: 6s - loss: 0.3333 - accuracy: 0.8421
292/316 [==========================>...] - ETA: 6s - loss: 0.3335 - accuracy: 0.8416
293/316 [==========================>...] - ETA: 5s - loss: 0.3335 - accuracy: 0.8415
294/316 [==========================>...] - ETA: 5s - loss: 0.3332 - accuracy: 0.8420
295/316 [===========================>..] - ETA: 5s - loss: 0.3332 - accuracy: 0.8426
296/316 [===========================>..] - ETA: 5s - loss: 0.3331 - accuracy: 0.8427
297/316 [===========================>..] - ETA: 4s - loss: 0.3336 - accuracy: 0.8422
298/316 [===========================>..] - ETA: 4s - loss: 0.3332 - accuracy: 0.8425
299/316 [===========================>..] - ETA: 4s - loss: 0.3334 - accuracy: 0.8424
300/316 [===========================>..] - ETA: 4s - loss: 0.3332 - accuracy: 0.8425
301/316 [===========================>..] - ETA: 3s - loss: 0.3332 - accuracy: 0.8426
302/316 [===========================>..] - ETA: 3s - loss: 0.3330 - accuracy: 0.8423
303/316 [===========================>..] - ETA: 3s - loss: 0.3331 - accuracy: 0.8420
304/316 [===========================>..] - ETA: 3s - loss: 0.3330 - accuracy: 0.8419
305/316 [===========================>..] - ETA: 2s - loss: 0.3327 - accuracy: 0.8420
306/316 [============================>.] - ETA: 2s - loss: 0.3328 - accuracy: 0.8421
307/316 [============================>.] - ETA: 2s - loss: 0.3326 - accuracy: 0.8422
308/316 [============================>.] - ETA: 2s - loss: 0.3328 - accuracy: 0.8421
309/316 [============================>.] - ETA: 1s - loss: 0.3333 - accuracy: 0.8414
310/316 [============================>.] - ETA: 1s - loss: 0.3333 - accuracy: 0.8413
311/316 [============================>.] - ETA: 1s - loss: 0.3325 - accuracy: 0.8418
312/316 [============================>.] - ETA: 1s - loss: 0.3327 - accuracy: 0.8415
313/316 [============================>.] - ETA: 0s - loss: 0.3323 - accuracy: 0.8419
314/316 [============================>.] - ETA: 0s - loss: 0.3320 - accuracy: 0.8422
315/316 [============================>.] - ETA: 0s - loss: 0.3329 - accuracy: 0.8421
316/316 [==============================] - 80s 252ms/step - loss: 0.3327 - accuracy: 0.8421

316/316 [==============================] - 84s 265ms/step - loss: 0.3327 - accuracy: 0.8421 - val_loss: 0.2749 - val_accuracy: 0.8661
Epoch 65/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.3306 - accuracy: 0.8125
  2/316 [..............................] - ETA: 59s - loss: 0.2992 - accuracy: 0.8125 
  3/316 [..............................] - ETA: 58s - loss: 0.3327 - accuracy: 0.7917
  4/316 [..............................] - ETA: 1:00 - loss: 0.2981 - accuracy: 0.8281
  5/316 [..............................] - ETA: 1:24 - loss: 0.2843 - accuracy: 0.8500
  6/316 [..............................] - ETA: 1:40 - loss: 0.2730 - accuracy: 0.8542
  7/316 [..............................] - ETA: 1:36 - loss: 0.3082 - accuracy: 0.8304
  8/316 [..............................] - ETA: 1:31 - loss: 0.3011 - accuracy: 0.8281
  9/316 [..............................] - ETA: 1:27 - loss: 0.3363 - accuracy: 0.7986
 10/316 [..............................] - ETA: 1:23 - loss: 0.3283 - accuracy: 0.8000
 11/316 [>.............................] - ETA: 1:20 - loss: 0.3225 - accuracy: 0.8068
 12/316 [>.............................] - ETA: 1:18 - loss: 0.3178 - accuracy: 0.8125
 13/316 [>.............................] - ETA: 1:16 - loss: 0.3105 - accuracy: 0.8221
 14/316 [>.............................] - ETA: 1:14 - loss: 0.3161 - accuracy: 0.8170
 15/316 [>.............................] - ETA: 1:13 - loss: 0.3174 - accuracy: 0.8167
 16/316 [>.............................] - ETA: 1:11 - loss: 0.3155 - accuracy: 0.8164
 17/316 [>.............................] - ETA: 1:16 - loss: 0.3087 - accuracy: 0.8235
 18/316 [>.............................] - ETA: 1:20 - loss: 0.3037 - accuracy: 0.8299
 19/316 [>.............................] - ETA: 1:25 - loss: 0.3105 - accuracy: 0.8289
 20/316 [>.............................] - ETA: 1:29 - loss: 0.3071 - accuracy: 0.8313
 21/316 [>.............................] - ETA: 1:27 - loss: 0.3010 - accuracy: 0.8363
 22/316 [=>............................] - ETA: 1:26 - loss: 0.3019 - accuracy: 0.8352
 23/316 [=>............................] - ETA: 1:24 - loss: 0.3013 - accuracy: 0.8342
 24/316 [=>............................] - ETA: 1:23 - loss: 0.3014 - accuracy: 0.8359
 25/316 [=>............................] - ETA: 1:21 - loss: 0.2986 - accuracy: 0.8400
 26/316 [=>............................] - ETA: 1:20 - loss: 0.3115 - accuracy: 0.8317
 27/316 [=>............................] - ETA: 1:19 - loss: 0.3069 - accuracy: 0.8356
 28/316 [=>............................] - ETA: 1:17 - loss: 0.3015 - accuracy: 0.8393
 29/316 [=>............................] - ETA: 1:16 - loss: 0.2981 - accuracy: 0.8427
 30/316 [=>............................] - ETA: 1:15 - loss: 0.2935 - accuracy: 0.8458
 31/316 [=>............................] - ETA: 1:14 - loss: 0.2977 - accuracy: 0.8427
 32/316 [==>...........................] - ETA: 1:14 - loss: 0.3007 - accuracy: 0.8418
 33/316 [==>...........................] - ETA: 1:13 - loss: 0.2988 - accuracy: 0.8447
 34/316 [==>...........................] - ETA: 1:12 - loss: 0.2980 - accuracy: 0.8438
 35/316 [==>...........................] - ETA: 1:11 - loss: 0.3008 - accuracy: 0.8411
 36/316 [==>...........................] - ETA: 1:12 - loss: 0.3075 - accuracy: 0.8351
 37/316 [==>...........................] - ETA: 1:14 - loss: 0.3101 - accuracy: 0.8361
 38/316 [==>...........................] - ETA: 1:14 - loss: 0.3126 - accuracy: 0.8339
 39/316 [==>...........................] - ETA: 1:13 - loss: 0.3137 - accuracy: 0.8349
 40/316 [==>...........................] - ETA: 1:12 - loss: 0.3167 - accuracy: 0.8328
 41/316 [==>...........................] - ETA: 1:12 - loss: 0.3194 - accuracy: 0.8338
 42/316 [==>...........................] - ETA: 1:11 - loss: 0.3170 - accuracy: 0.8348
 43/316 [===>..........................] - ETA: 1:10 - loss: 0.3205 - accuracy: 0.8343
 44/316 [===>..........................] - ETA: 1:09 - loss: 0.3180 - accuracy: 0.8366
 45/316 [===>..........................] - ETA: 1:09 - loss: 0.3145 - accuracy: 0.8389
 46/316 [===>..........................] - ETA: 1:08 - loss: 0.3141 - accuracy: 0.8397
 47/316 [===>..........................] - ETA: 1:07 - loss: 0.3102 - accuracy: 0.8431
 48/316 [===>..........................] - ETA: 1:07 - loss: 0.3117 - accuracy: 0.8424
 49/316 [===>..........................] - ETA: 1:06 - loss: 0.3112 - accuracy: 0.8431
 50/316 [===>..........................] - ETA: 1:06 - loss: 0.3097 - accuracy: 0.8450
 51/316 [===>..........................] - ETA: 1:05 - loss: 0.3081 - accuracy: 0.8468
 52/316 [===>..........................] - ETA: 1:05 - loss: 0.3050 - accuracy: 0.8498
 53/316 [====>.........................] - ETA: 1:04 - loss: 0.3021 - accuracy: 0.8514
 54/316 [====>.........................] - ETA: 1:06 - loss: 0.3026 - accuracy: 0.8507
 55/316 [====>.........................] - ETA: 1:07 - loss: 0.3071 - accuracy: 0.8466
 56/316 [====>.........................] - ETA: 1:06 - loss: 0.3029 - accuracy: 0.8493
 57/316 [====>.........................] - ETA: 1:06 - loss: 0.3074 - accuracy: 0.8465
 58/316 [====>.........................] - ETA: 1:05 - loss: 0.3078 - accuracy: 0.8459
 59/316 [====>.........................] - ETA: 1:04 - loss: 0.3060 - accuracy: 0.8475
 60/316 [====>.........................] - ETA: 1:04 - loss: 0.3062 - accuracy: 0.8479
 61/316 [====>.........................] - ETA: 1:03 - loss: 0.3080 - accuracy: 0.8473
 62/316 [====>.........................] - ETA: 1:03 - loss: 0.3065 - accuracy: 0.8478
 63/316 [====>.........................] - ETA: 1:02 - loss: 0.3085 - accuracy: 0.8482
 64/316 [=====>........................] - ETA: 1:02 - loss: 0.3054 - accuracy: 0.8506
 65/316 [=====>........................] - ETA: 1:01 - loss: 0.3043 - accuracy: 0.8500
 66/316 [=====>........................] - ETA: 1:01 - loss: 0.3050 - accuracy: 0.8475
 67/316 [=====>........................] - ETA: 1:01 - loss: 0.3041 - accuracy: 0.8470
 68/316 [=====>........................] - ETA: 1:00 - loss: 0.3046 - accuracy: 0.8465
 69/316 [=====>........................] - ETA: 1:00 - loss: 0.3027 - accuracy: 0.8478
 70/316 [=====>........................] - ETA: 59s - loss: 0.3021 - accuracy: 0.8491 
 71/316 [=====>........................] - ETA: 1:00 - loss: 0.3028 - accuracy: 0.8495
 72/316 [=====>........................] - ETA: 1:01 - loss: 0.3023 - accuracy: 0.8490
 73/316 [=====>........................] - ETA: 1:01 - loss: 0.3049 - accuracy: 0.8485
 74/316 [======>.......................] - ETA: 1:00 - loss: 0.3042 - accuracy: 0.8480
 75/316 [======>.......................] - ETA: 1:00 - loss: 0.3053 - accuracy: 0.8475
 76/316 [======>.......................] - ETA: 59s - loss: 0.3060 - accuracy: 0.8462 
 77/316 [======>.......................] - ETA: 59s - loss: 0.3089 - accuracy: 0.8450
 78/316 [======>.......................] - ETA: 58s - loss: 0.3077 - accuracy: 0.8462
 79/316 [======>.......................] - ETA: 58s - loss: 0.3093 - accuracy: 0.8457
 80/316 [======>.......................] - ETA: 58s - loss: 0.3090 - accuracy: 0.8461
 81/316 [======>.......................] - ETA: 57s - loss: 0.3106 - accuracy: 0.8449
 82/316 [======>.......................] - ETA: 57s - loss: 0.3112 - accuracy: 0.8453
 83/316 [======>.......................] - ETA: 56s - loss: 0.3095 - accuracy: 0.8464
 84/316 [======>.......................] - ETA: 56s - loss: 0.3104 - accuracy: 0.8452
 85/316 [=======>......................] - ETA: 56s - loss: 0.3136 - accuracy: 0.8441
 86/316 [=======>......................] - ETA: 55s - loss: 0.3141 - accuracy: 0.8445
 87/316 [=======>......................] - ETA: 55s - loss: 0.3144 - accuracy: 0.8441
 88/316 [=======>......................] - ETA: 55s - loss: 0.3135 - accuracy: 0.8445
 89/316 [=======>......................] - ETA: 56s - loss: 0.3129 - accuracy: 0.8455
 90/316 [=======>......................] - ETA: 56s - loss: 0.3135 - accuracy: 0.8451
 91/316 [=======>......................] - ETA: 55s - loss: 0.3152 - accuracy: 0.8441
 92/316 [=======>......................] - ETA: 55s - loss: 0.3156 - accuracy: 0.8444
 93/316 [=======>......................] - ETA: 54s - loss: 0.3139 - accuracy: 0.8454
 94/316 [=======>......................] - ETA: 54s - loss: 0.3114 - accuracy: 0.8471
 95/316 [========>.....................] - ETA: 54s - loss: 0.3142 - accuracy: 0.8461
 96/316 [========>.....................] - ETA: 53s - loss: 0.3137 - accuracy: 0.8464
 97/316 [========>.....................] - ETA: 53s - loss: 0.3130 - accuracy: 0.8460
 98/316 [========>.....................] - ETA: 53s - loss: 0.3132 - accuracy: 0.8463
 99/316 [========>.....................] - ETA: 52s - loss: 0.3131 - accuracy: 0.8460
100/316 [========>.....................] - ETA: 52s - loss: 0.3119 - accuracy: 0.8469
101/316 [========>.....................] - ETA: 51s - loss: 0.3112 - accuracy: 0.8472
102/316 [========>.....................] - ETA: 51s - loss: 0.3112 - accuracy: 0.8468
103/316 [========>.....................] - ETA: 51s - loss: 0.3113 - accuracy: 0.8459
104/316 [========>.....................] - ETA: 50s - loss: 0.3105 - accuracy: 0.8474
105/316 [========>.....................] - ETA: 51s - loss: 0.3092 - accuracy: 0.8482
106/316 [=========>....................] - ETA: 51s - loss: 0.3102 - accuracy: 0.8479
107/316 [=========>....................] - ETA: 51s - loss: 0.3102 - accuracy: 0.8481
108/316 [=========>....................] - ETA: 50s - loss: 0.3089 - accuracy: 0.8484
109/316 [=========>....................] - ETA: 50s - loss: 0.3117 - accuracy: 0.8475
110/316 [=========>....................] - ETA: 50s - loss: 0.3141 - accuracy: 0.8460
111/316 [=========>....................] - ETA: 49s - loss: 0.3140 - accuracy: 0.8457
112/316 [=========>....................] - ETA: 49s - loss: 0.3154 - accuracy: 0.8443
113/316 [=========>....................] - ETA: 49s - loss: 0.3152 - accuracy: 0.8446
114/316 [=========>....................] - ETA: 48s - loss: 0.3154 - accuracy: 0.8448
115/316 [=========>....................] - ETA: 48s - loss: 0.3167 - accuracy: 0.8446
116/316 [==========>...................] - ETA: 48s - loss: 0.3156 - accuracy: 0.8454
117/316 [==========>...................] - ETA: 48s - loss: 0.3142 - accuracy: 0.8462
118/316 [==========>...................] - ETA: 48s - loss: 0.3135 - accuracy: 0.8464
119/316 [==========>...................] - ETA: 48s - loss: 0.3139 - accuracy: 0.8456
120/316 [==========>...................] - ETA: 48s - loss: 0.3141 - accuracy: 0.8453
121/316 [==========>...................] - ETA: 48s - loss: 0.3142 - accuracy: 0.8450
122/316 [==========>...................] - ETA: 48s - loss: 0.3142 - accuracy: 0.8448
123/316 [==========>...................] - ETA: 48s - loss: 0.3138 - accuracy: 0.8450
124/316 [==========>...................] - ETA: 47s - loss: 0.3127 - accuracy: 0.8458
125/316 [==========>...................] - ETA: 47s - loss: 0.3129 - accuracy: 0.8450
126/316 [==========>...................] - ETA: 47s - loss: 0.3134 - accuracy: 0.8452
127/316 [===========>..................] - ETA: 46s - loss: 0.3129 - accuracy: 0.8455
128/316 [===========>..................] - ETA: 46s - loss: 0.3131 - accuracy: 0.8447
129/316 [===========>..................] - ETA: 46s - loss: 0.3127 - accuracy: 0.8450
130/316 [===========>..................] - ETA: 45s - loss: 0.3137 - accuracy: 0.8433
131/316 [===========>..................] - ETA: 45s - loss: 0.3128 - accuracy: 0.8440
132/316 [===========>..................] - ETA: 45s - loss: 0.3120 - accuracy: 0.8447
133/316 [===========>..................] - ETA: 44s - loss: 0.3130 - accuracy: 0.8445
134/316 [===========>..................] - ETA: 44s - loss: 0.3163 - accuracy: 0.8428
135/316 [===========>..................] - ETA: 44s - loss: 0.3166 - accuracy: 0.8431
136/316 [===========>..................] - ETA: 43s - loss: 0.3166 - accuracy: 0.8428
137/316 [============>.................] - ETA: 44s - loss: 0.3167 - accuracy: 0.8422
138/316 [============>.................] - ETA: 44s - loss: 0.3159 - accuracy: 0.8428
139/316 [============>.................] - ETA: 43s - loss: 0.3162 - accuracy: 0.8426
140/316 [============>.................] - ETA: 43s - loss: 0.3170 - accuracy: 0.8424
141/316 [============>.................] - ETA: 43s - loss: 0.3180 - accuracy: 0.8422
142/316 [============>.................] - ETA: 42s - loss: 0.3169 - accuracy: 0.8429
143/316 [============>.................] - ETA: 42s - loss: 0.3170 - accuracy: 0.8431
144/316 [============>.................] - ETA: 42s - loss: 0.3172 - accuracy: 0.8429
145/316 [============>.................] - ETA: 42s - loss: 0.3161 - accuracy: 0.8440
146/316 [============>.................] - ETA: 41s - loss: 0.3158 - accuracy: 0.8442
147/316 [============>.................] - ETA: 41s - loss: 0.3165 - accuracy: 0.8444
148/316 [=============>................] - ETA: 41s - loss: 0.3190 - accuracy: 0.8425
149/316 [=============>................] - ETA: 40s - loss: 0.3204 - accuracy: 0.8406
150/316 [=============>................] - ETA: 40s - loss: 0.3207 - accuracy: 0.8400
151/316 [=============>................] - ETA: 40s - loss: 0.3211 - accuracy: 0.8398
152/316 [=============>................] - ETA: 39s - loss: 0.3213 - accuracy: 0.8396
153/316 [=============>................] - ETA: 39s - loss: 0.3220 - accuracy: 0.8386
154/316 [=============>................] - ETA: 39s - loss: 0.3214 - accuracy: 0.8393
155/316 [=============>................] - ETA: 39s - loss: 0.3229 - accuracy: 0.8379
156/316 [=============>................] - ETA: 39s - loss: 0.3229 - accuracy: 0.8373
157/316 [=============>................] - ETA: 39s - loss: 0.3229 - accuracy: 0.8376
158/316 [==============>...............] - ETA: 38s - loss: 0.3233 - accuracy: 0.8374
159/316 [==============>...............] - ETA: 38s - loss: 0.3231 - accuracy: 0.8377
160/316 [==============>...............] - ETA: 38s - loss: 0.3219 - accuracy: 0.8387
161/316 [==============>...............] - ETA: 38s - loss: 0.3215 - accuracy: 0.8389
162/316 [==============>...............] - ETA: 37s - loss: 0.3217 - accuracy: 0.8383
163/316 [==============>...............] - ETA: 37s - loss: 0.3221 - accuracy: 0.8378
164/316 [==============>...............] - ETA: 37s - loss: 0.3219 - accuracy: 0.8377
165/316 [==============>...............] - ETA: 36s - loss: 0.3225 - accuracy: 0.8371
166/316 [==============>...............] - ETA: 36s - loss: 0.3222 - accuracy: 0.8377
167/316 [==============>...............] - ETA: 36s - loss: 0.3241 - accuracy: 0.8368
168/316 [==============>...............] - ETA: 35s - loss: 0.3239 - accuracy: 0.8371
169/316 [===============>..............] - ETA: 35s - loss: 0.3241 - accuracy: 0.8369
170/316 [===============>..............] - ETA: 35s - loss: 0.3235 - accuracy: 0.8375
171/316 [===============>..............] - ETA: 35s - loss: 0.3231 - accuracy: 0.8381
172/316 [===============>..............] - ETA: 35s - loss: 0.3228 - accuracy: 0.8383
173/316 [===============>..............] - ETA: 35s - loss: 0.3227 - accuracy: 0.8382
174/316 [===============>..............] - ETA: 34s - loss: 0.3233 - accuracy: 0.8380
175/316 [===============>..............] - ETA: 34s - loss: 0.3236 - accuracy: 0.8379
176/316 [===============>..............] - ETA: 34s - loss: 0.3236 - accuracy: 0.8374
177/316 [===============>..............] - ETA: 34s - loss: 0.3232 - accuracy: 0.8379
178/316 [===============>..............] - ETA: 33s - loss: 0.3245 - accuracy: 0.8374
179/316 [===============>..............] - ETA: 33s - loss: 0.3242 - accuracy: 0.8376
180/316 [================>.............] - ETA: 33s - loss: 0.3241 - accuracy: 0.8378
181/316 [================>.............] - ETA: 32s - loss: 0.3243 - accuracy: 0.8381
182/316 [================>.............] - ETA: 32s - loss: 0.3239 - accuracy: 0.8386
183/316 [================>.............] - ETA: 32s - loss: 0.3244 - accuracy: 0.8388
184/316 [================>.............] - ETA: 32s - loss: 0.3237 - accuracy: 0.8393
185/316 [================>.............] - ETA: 31s - loss: 0.3246 - accuracy: 0.8389
186/316 [================>.............] - ETA: 31s - loss: 0.3245 - accuracy: 0.8390
187/316 [================>.............] - ETA: 31s - loss: 0.3242 - accuracy: 0.8396
188/316 [================>.............] - ETA: 31s - loss: 0.3238 - accuracy: 0.8398
189/316 [================>.............] - ETA: 31s - loss: 0.3231 - accuracy: 0.8403
190/316 [=================>............] - ETA: 30s - loss: 0.3225 - accuracy: 0.8408
191/316 [=================>............] - ETA: 30s - loss: 0.3235 - accuracy: 0.8400
192/316 [=================>............] - ETA: 30s - loss: 0.3234 - accuracy: 0.8402
193/316 [=================>............] - ETA: 30s - loss: 0.3240 - accuracy: 0.8397
194/316 [=================>............] - ETA: 29s - loss: 0.3247 - accuracy: 0.8389
195/316 [=================>............] - ETA: 29s - loss: 0.3237 - accuracy: 0.8397
196/316 [=================>............] - ETA: 29s - loss: 0.3234 - accuracy: 0.8393
197/316 [=================>............] - ETA: 28s - loss: 0.3224 - accuracy: 0.8398
198/316 [=================>............] - ETA: 28s - loss: 0.3221 - accuracy: 0.8400
199/316 [=================>............] - ETA: 28s - loss: 0.3232 - accuracy: 0.8395
200/316 [=================>............] - ETA: 28s - loss: 0.3251 - accuracy: 0.8388
201/316 [==================>...........] - ETA: 27s - loss: 0.3256 - accuracy: 0.8383
202/316 [==================>...........] - ETA: 27s - loss: 0.3263 - accuracy: 0.8373
203/316 [==================>...........] - ETA: 27s - loss: 0.3256 - accuracy: 0.8377
204/316 [==================>...........] - ETA: 26s - loss: 0.3254 - accuracy: 0.8379
205/316 [==================>...........] - ETA: 26s - loss: 0.3255 - accuracy: 0.8375
206/316 [==================>...........] - ETA: 26s - loss: 0.3260 - accuracy: 0.8374
207/316 [==================>...........] - ETA: 26s - loss: 0.3256 - accuracy: 0.8376
208/316 [==================>...........] - ETA: 26s - loss: 0.3252 - accuracy: 0.8383
209/316 [==================>...........] - ETA: 26s - loss: 0.3252 - accuracy: 0.8382
210/316 [==================>...........] - ETA: 26s - loss: 0.3247 - accuracy: 0.8384
211/316 [===================>..........] - ETA: 25s - loss: 0.3250 - accuracy: 0.8386
212/316 [===================>..........] - ETA: 25s - loss: 0.3240 - accuracy: 0.8390
213/316 [===================>..........] - ETA: 25s - loss: 0.3237 - accuracy: 0.8392
214/316 [===================>..........] - ETA: 24s - loss: 0.3240 - accuracy: 0.8391
215/316 [===================>..........] - ETA: 24s - loss: 0.3244 - accuracy: 0.8384
216/316 [===================>..........] - ETA: 24s - loss: 0.3246 - accuracy: 0.8380
217/316 [===================>..........] - ETA: 24s - loss: 0.3244 - accuracy: 0.8381
218/316 [===================>..........] - ETA: 23s - loss: 0.3237 - accuracy: 0.8386
219/316 [===================>..........] - ETA: 23s - loss: 0.3247 - accuracy: 0.8385
220/316 [===================>..........] - ETA: 23s - loss: 0.3241 - accuracy: 0.8386
221/316 [===================>..........] - ETA: 23s - loss: 0.3238 - accuracy: 0.8391
222/316 [====================>.........] - ETA: 23s - loss: 0.3231 - accuracy: 0.8395
223/316 [====================>.........] - ETA: 23s - loss: 0.3237 - accuracy: 0.8391
224/316 [====================>.........] - ETA: 22s - loss: 0.3237 - accuracy: 0.8390
225/316 [====================>.........] - ETA: 22s - loss: 0.3229 - accuracy: 0.8397
226/316 [====================>.........] - ETA: 22s - loss: 0.3226 - accuracy: 0.8396
227/316 [====================>.........] - ETA: 22s - loss: 0.3224 - accuracy: 0.8398
228/316 [====================>.........] - ETA: 21s - loss: 0.3221 - accuracy: 0.8396
229/316 [====================>.........] - ETA: 21s - loss: 0.3227 - accuracy: 0.8392
230/316 [====================>.........] - ETA: 21s - loss: 0.3220 - accuracy: 0.8397
231/316 [====================>.........] - ETA: 20s - loss: 0.3219 - accuracy: 0.8401
232/316 [=====================>........] - ETA: 20s - loss: 0.3225 - accuracy: 0.8397
233/316 [=====================>........] - ETA: 20s - loss: 0.3223 - accuracy: 0.8399
234/316 [=====================>........] - ETA: 20s - loss: 0.3221 - accuracy: 0.8400
235/316 [=====================>........] - ETA: 19s - loss: 0.3220 - accuracy: 0.8399
236/316 [=====================>........] - ETA: 19s - loss: 0.3224 - accuracy: 0.8392
237/316 [=====================>........] - ETA: 19s - loss: 0.3235 - accuracy: 0.8389
238/316 [=====================>........] - ETA: 19s - loss: 0.3239 - accuracy: 0.8388
239/316 [=====================>........] - ETA: 18s - loss: 0.3238 - accuracy: 0.8392
240/316 [=====================>........] - ETA: 18s - loss: 0.3229 - accuracy: 0.8398
241/316 [=====================>........] - ETA: 18s - loss: 0.3225 - accuracy: 0.8400
242/316 [=====================>........] - ETA: 18s - loss: 0.3221 - accuracy: 0.8404
243/316 [======================>.......] - ETA: 18s - loss: 0.3223 - accuracy: 0.8400
244/316 [======================>.......] - ETA: 17s - loss: 0.3223 - accuracy: 0.8402
245/316 [======================>.......] - ETA: 17s - loss: 0.3223 - accuracy: 0.8403
246/316 [======================>.......] - ETA: 17s - loss: 0.3222 - accuracy: 0.8407
247/316 [======================>.......] - ETA: 16s - loss: 0.3230 - accuracy: 0.8406
248/316 [======================>.......] - ETA: 16s - loss: 0.3227 - accuracy: 0.8407
249/316 [======================>.......] - ETA: 16s - loss: 0.3230 - accuracy: 0.8406
250/316 [======================>.......] - ETA: 16s - loss: 0.3231 - accuracy: 0.8405
251/316 [======================>.......] - ETA: 15s - loss: 0.3234 - accuracy: 0.8401
252/316 [======================>.......] - ETA: 15s - loss: 0.3235 - accuracy: 0.8398
253/316 [=======================>......] - ETA: 15s - loss: 0.3228 - accuracy: 0.8404
254/316 [=======================>......] - ETA: 15s - loss: 0.3236 - accuracy: 0.8401
255/316 [=======================>......] - ETA: 14s - loss: 0.3241 - accuracy: 0.8400
256/316 [=======================>......] - ETA: 14s - loss: 0.3238 - accuracy: 0.8401
257/316 [=======================>......] - ETA: 14s - loss: 0.3238 - accuracy: 0.8400
258/316 [=======================>......] - ETA: 14s - loss: 0.3237 - accuracy: 0.8404
259/316 [=======================>......] - ETA: 14s - loss: 0.3236 - accuracy: 0.8405
260/316 [=======================>......] - ETA: 13s - loss: 0.3236 - accuracy: 0.8401
261/316 [=======================>......] - ETA: 13s - loss: 0.3231 - accuracy: 0.8408
262/316 [=======================>......] - ETA: 13s - loss: 0.3227 - accuracy: 0.8406
263/316 [=======================>......] - ETA: 13s - loss: 0.3224 - accuracy: 0.8405
264/316 [========================>.....] - ETA: 12s - loss: 0.3225 - accuracy: 0.8404
265/316 [========================>.....] - ETA: 12s - loss: 0.3222 - accuracy: 0.8410
266/316 [========================>.....] - ETA: 12s - loss: 0.3216 - accuracy: 0.8414
267/316 [========================>.....] - ETA: 12s - loss: 0.3212 - accuracy: 0.8418
268/316 [========================>.....] - ETA: 11s - loss: 0.3217 - accuracy: 0.8417
269/316 [========================>.....] - ETA: 11s - loss: 0.3217 - accuracy: 0.8415
270/316 [========================>.....] - ETA: 11s - loss: 0.3213 - accuracy: 0.8421
271/316 [========================>.....] - ETA: 10s - loss: 0.3218 - accuracy: 0.8416
272/316 [========================>.....] - ETA: 10s - loss: 0.3211 - accuracy: 0.8419
273/316 [========================>.....] - ETA: 10s - loss: 0.3211 - accuracy: 0.8418
274/316 [=========================>....] - ETA: 10s - loss: 0.3207 - accuracy: 0.8422
275/316 [=========================>....] - ETA: 10s - loss: 0.3214 - accuracy: 0.8418
276/316 [=========================>....] - ETA: 9s - loss: 0.3206 - accuracy: 0.8424 
277/316 [=========================>....] - ETA: 9s - loss: 0.3205 - accuracy: 0.8425
278/316 [=========================>....] - ETA: 9s - loss: 0.3205 - accuracy: 0.8429
279/316 [=========================>....] - ETA: 9s - loss: 0.3205 - accuracy: 0.8430
280/316 [=========================>....] - ETA: 8s - loss: 0.3211 - accuracy: 0.8431
281/316 [=========================>....] - ETA: 8s - loss: 0.3211 - accuracy: 0.8430
282/316 [=========================>....] - ETA: 8s - loss: 0.3212 - accuracy: 0.8431
283/316 [=========================>....] - ETA: 8s - loss: 0.3214 - accuracy: 0.8430
284/316 [=========================>....] - ETA: 7s - loss: 0.3216 - accuracy: 0.8426
285/316 [==========================>...] - ETA: 7s - loss: 0.3218 - accuracy: 0.8425
286/316 [==========================>...] - ETA: 7s - loss: 0.3220 - accuracy: 0.8427
287/316 [==========================>...] - ETA: 7s - loss: 0.3218 - accuracy: 0.8430
288/316 [==========================>...] - ETA: 6s - loss: 0.3214 - accuracy: 0.8431
289/316 [==========================>...] - ETA: 6s - loss: 0.3209 - accuracy: 0.8434
290/316 [==========================>...] - ETA: 6s - loss: 0.3219 - accuracy: 0.8427
291/316 [==========================>...] - ETA: 6s - loss: 0.3217 - accuracy: 0.8430
292/316 [==========================>...] - ETA: 5s - loss: 0.3218 - accuracy: 0.8431
293/316 [==========================>...] - ETA: 5s - loss: 0.3213 - accuracy: 0.8432
294/316 [==========================>...] - ETA: 5s - loss: 0.3211 - accuracy: 0.8435
295/316 [===========================>..] - ETA: 5s - loss: 0.3212 - accuracy: 0.8436
296/316 [===========================>..] - ETA: 4s - loss: 0.3210 - accuracy: 0.8435
297/316 [===========================>..] - ETA: 4s - loss: 0.3205 - accuracy: 0.8439
298/316 [===========================>..] - ETA: 4s - loss: 0.3210 - accuracy: 0.8433
299/316 [===========================>..] - ETA: 4s - loss: 0.3207 - accuracy: 0.8434
300/316 [===========================>..] - ETA: 3s - loss: 0.3206 - accuracy: 0.8435
301/316 [===========================>..] - ETA: 3s - loss: 0.3209 - accuracy: 0.8434
302/316 [===========================>..] - ETA: 3s - loss: 0.3206 - accuracy: 0.8435
303/316 [===========================>..] - ETA: 3s - loss: 0.3206 - accuracy: 0.8434
304/316 [===========================>..] - ETA: 2s - loss: 0.3202 - accuracy: 0.8438
305/316 [===========================>..] - ETA: 2s - loss: 0.3203 - accuracy: 0.8436
306/316 [============================>.] - ETA: 2s - loss: 0.3206 - accuracy: 0.8435
307/316 [============================>.] - ETA: 2s - loss: 0.3204 - accuracy: 0.8436
308/316 [============================>.] - ETA: 1s - loss: 0.3201 - accuracy: 0.8440
309/316 [============================>.] - ETA: 1s - loss: 0.3204 - accuracy: 0.8436
310/316 [============================>.] - ETA: 1s - loss: 0.3202 - accuracy: 0.8440
311/316 [============================>.] - ETA: 1s - loss: 0.3198 - accuracy: 0.8441
312/316 [============================>.] - ETA: 0s - loss: 0.3198 - accuracy: 0.8442
313/316 [============================>.] - ETA: 0s - loss: 0.3195 - accuracy: 0.8444
314/316 [============================>.] - ETA: 0s - loss: 0.3194 - accuracy: 0.8447
315/316 [============================>.] - ETA: 0s - loss: 0.3192 - accuracy: 0.8448
316/316 [==============================] - 78s 245ms/step - loss: 0.3196 - accuracy: 0.8446

316/316 [==============================] - 82s 260ms/step - loss: 0.3196 - accuracy: 0.8446 - val_loss: 0.2835 - val_accuracy: 0.8637
Epoch 66/100

  1/316 [..............................] - ETA: 1:06 - loss: 0.2293 - accuracy: 0.9375
  2/316 [..............................] - ETA: 1:14 - loss: 0.2686 - accuracy: 0.9062
  3/316 [..............................] - ETA: 2:01 - loss: 0.2755 - accuracy: 0.8750
  4/316 [..............................] - ETA: 2:14 - loss: 0.2984 - accuracy: 0.8594
  5/316 [..............................] - ETA: 1:55 - loss: 0.2824 - accuracy: 0.8625
  6/316 [..............................] - ETA: 1:43 - loss: 0.2626 - accuracy: 0.8750
  7/316 [..............................] - ETA: 1:35 - loss: 0.2852 - accuracy: 0.8571
  8/316 [..............................] - ETA: 1:29 - loss: 0.2751 - accuracy: 0.8672
  9/316 [..............................] - ETA: 1:25 - loss: 0.2903 - accuracy: 0.8681
 10/316 [..............................] - ETA: 1:22 - loss: 0.2846 - accuracy: 0.8687
 11/316 [>.............................] - ETA: 1:19 - loss: 0.3051 - accuracy: 0.8580
 12/316 [>.............................] - ETA: 1:17 - loss: 0.3060 - accuracy: 0.8594
 13/316 [>.............................] - ETA: 1:15 - loss: 0.3055 - accuracy: 0.8558
 14/316 [>.............................] - ETA: 1:13 - loss: 0.3111 - accuracy: 0.8527
 15/316 [>.............................] - ETA: 1:12 - loss: 0.3100 - accuracy: 0.8542
 16/316 [>.............................] - ETA: 1:10 - loss: 0.3217 - accuracy: 0.8438
 17/316 [>.............................] - ETA: 1:09 - loss: 0.3151 - accuracy: 0.8456
 18/316 [>.............................] - ETA: 1:08 - loss: 0.3122 - accuracy: 0.8472
 19/316 [>.............................] - ETA: 1:08 - loss: 0.3241 - accuracy: 0.8355
 20/316 [>.............................] - ETA: 1:12 - loss: 0.3251 - accuracy: 0.8375
 21/316 [>.............................] - ETA: 1:17 - loss: 0.3233 - accuracy: 0.8423
 22/316 [=>............................] - ETA: 1:16 - loss: 0.3234 - accuracy: 0.8409
 23/316 [=>............................] - ETA: 1:15 - loss: 0.3162 - accuracy: 0.8451
 24/316 [=>............................] - ETA: 1:14 - loss: 0.3182 - accuracy: 0.8464
 25/316 [=>............................] - ETA: 1:12 - loss: 0.3136 - accuracy: 0.8475
 26/316 [=>............................] - ETA: 1:11 - loss: 0.3125 - accuracy: 0.8462
 27/316 [=>............................] - ETA: 1:11 - loss: 0.3048 - accuracy: 0.8519
 28/316 [=>............................] - ETA: 1:10 - loss: 0.3089 - accuracy: 0.8504
 29/316 [=>............................] - ETA: 1:09 - loss: 0.3037 - accuracy: 0.8534
 30/316 [=>............................] - ETA: 1:08 - loss: 0.3063 - accuracy: 0.8500
 31/316 [=>............................] - ETA: 1:08 - loss: 0.3065 - accuracy: 0.8488
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.3018 - accuracy: 0.8516
 33/316 [==>...........................] - ETA: 1:06 - loss: 0.3084 - accuracy: 0.8466
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3135 - accuracy: 0.8438
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3112 - accuracy: 0.8446
 36/316 [==>...........................] - ETA: 1:04 - loss: 0.3151 - accuracy: 0.8420
 37/316 [==>...........................] - ETA: 1:06 - loss: 0.3186 - accuracy: 0.8412
 38/316 [==>...........................] - ETA: 1:08 - loss: 0.3169 - accuracy: 0.8421
 39/316 [==>...........................] - ETA: 1:08 - loss: 0.3184 - accuracy: 0.8413
 40/316 [==>...........................] - ETA: 1:07 - loss: 0.3163 - accuracy: 0.8422
 41/316 [==>...........................] - ETA: 1:07 - loss: 0.3111 - accuracy: 0.8460
 42/316 [==>...........................] - ETA: 1:06 - loss: 0.3089 - accuracy: 0.8482
 43/316 [===>..........................] - ETA: 1:06 - loss: 0.3079 - accuracy: 0.8488
 44/316 [===>..........................] - ETA: 1:05 - loss: 0.3090 - accuracy: 0.8480
 45/316 [===>..........................] - ETA: 1:04 - loss: 0.3046 - accuracy: 0.8500
 46/316 [===>..........................] - ETA: 1:04 - loss: 0.3018 - accuracy: 0.8505
 47/316 [===>..........................] - ETA: 1:03 - loss: 0.3008 - accuracy: 0.8511
 48/316 [===>..........................] - ETA: 1:03 - loss: 0.3035 - accuracy: 0.8516
 49/316 [===>..........................] - ETA: 1:02 - loss: 0.3020 - accuracy: 0.8533
 50/316 [===>..........................] - ETA: 1:02 - loss: 0.3027 - accuracy: 0.8537
 51/316 [===>..........................] - ETA: 1:01 - loss: 0.3051 - accuracy: 0.8505
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.3030 - accuracy: 0.8522
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3019 - accuracy: 0.8550
 54/316 [====>.........................] - ETA: 1:00 - loss: 0.3007 - accuracy: 0.8565
 55/316 [====>.........................] - ETA: 1:02 - loss: 0.3025 - accuracy: 0.8557
 56/316 [====>.........................] - ETA: 1:03 - loss: 0.3013 - accuracy: 0.8549
 57/316 [====>.........................] - ETA: 1:02 - loss: 0.3022 - accuracy: 0.8553
 58/316 [====>.........................] - ETA: 1:02 - loss: 0.3026 - accuracy: 0.8556
 59/316 [====>.........................] - ETA: 1:01 - loss: 0.3018 - accuracy: 0.8559
 60/316 [====>.........................] - ETA: 1:01 - loss: 0.2999 - accuracy: 0.8562
 61/316 [====>.........................] - ETA: 1:00 - loss: 0.2983 - accuracy: 0.8576
 62/316 [====>.........................] - ETA: 1:00 - loss: 0.2968 - accuracy: 0.8589
 63/316 [====>.........................] - ETA: 59s - loss: 0.2981 - accuracy: 0.8591 
 64/316 [=====>........................] - ETA: 59s - loss: 0.3037 - accuracy: 0.8574
 65/316 [=====>........................] - ETA: 59s - loss: 0.3025 - accuracy: 0.8577
 66/316 [=====>........................] - ETA: 58s - loss: 0.3040 - accuracy: 0.8570
 67/316 [=====>........................] - ETA: 58s - loss: 0.3042 - accuracy: 0.8573
 68/316 [=====>........................] - ETA: 57s - loss: 0.3019 - accuracy: 0.8585
 69/316 [=====>........................] - ETA: 57s - loss: 0.2999 - accuracy: 0.8596
 70/316 [=====>........................] - ETA: 57s - loss: 0.3040 - accuracy: 0.8571
 71/316 [=====>........................] - ETA: 56s - loss: 0.3033 - accuracy: 0.8574
 72/316 [=====>........................] - ETA: 57s - loss: 0.3027 - accuracy: 0.8576
 73/316 [=====>........................] - ETA: 58s - loss: 0.3041 - accuracy: 0.8562
 74/316 [======>.......................] - ETA: 58s - loss: 0.3022 - accuracy: 0.8573
 75/316 [======>.......................] - ETA: 57s - loss: 0.3041 - accuracy: 0.8558
 76/316 [======>.......................] - ETA: 57s - loss: 0.3033 - accuracy: 0.8561
 77/316 [======>.......................] - ETA: 57s - loss: 0.3018 - accuracy: 0.8571
 78/316 [======>.......................] - ETA: 56s - loss: 0.3008 - accuracy: 0.8574
 79/316 [======>.......................] - ETA: 56s - loss: 0.3004 - accuracy: 0.8576
 80/316 [======>.......................] - ETA: 55s - loss: 0.2986 - accuracy: 0.8586
 81/316 [======>.......................] - ETA: 55s - loss: 0.3004 - accuracy: 0.8573
 82/316 [======>.......................] - ETA: 55s - loss: 0.2994 - accuracy: 0.8575
 83/316 [======>.......................] - ETA: 54s - loss: 0.2975 - accuracy: 0.8584
 84/316 [======>.......................] - ETA: 54s - loss: 0.2976 - accuracy: 0.8579
 85/316 [=======>......................] - ETA: 54s - loss: 0.3004 - accuracy: 0.8559
 86/316 [=======>......................] - ETA: 53s - loss: 0.2997 - accuracy: 0.8568
 87/316 [=======>......................] - ETA: 53s - loss: 0.3005 - accuracy: 0.8570
 88/316 [=======>......................] - ETA: 53s - loss: 0.3028 - accuracy: 0.8558
 89/316 [=======>......................] - ETA: 53s - loss: 0.3027 - accuracy: 0.8560
 90/316 [=======>......................] - ETA: 54s - loss: 0.3039 - accuracy: 0.8542
 91/316 [=======>......................] - ETA: 53s - loss: 0.3044 - accuracy: 0.8544
 92/316 [=======>......................] - ETA: 53s - loss: 0.3058 - accuracy: 0.8539
 93/316 [=======>......................] - ETA: 53s - loss: 0.3054 - accuracy: 0.8542
 94/316 [=======>......................] - ETA: 52s - loss: 0.3041 - accuracy: 0.8544
 95/316 [========>.....................] - ETA: 52s - loss: 0.3042 - accuracy: 0.8546
 96/316 [========>.....................] - ETA: 52s - loss: 0.3041 - accuracy: 0.8548
 97/316 [========>.....................] - ETA: 51s - loss: 0.3046 - accuracy: 0.8544
 98/316 [========>.....................] - ETA: 51s - loss: 0.3040 - accuracy: 0.8546
 99/316 [========>.....................] - ETA: 51s - loss: 0.3035 - accuracy: 0.8554
100/316 [========>.....................] - ETA: 50s - loss: 0.3035 - accuracy: 0.8550
101/316 [========>.....................] - ETA: 50s - loss: 0.3043 - accuracy: 0.8540
102/316 [========>.....................] - ETA: 50s - loss: 0.3034 - accuracy: 0.8542
103/316 [========>.....................] - ETA: 49s - loss: 0.3033 - accuracy: 0.8538
104/316 [========>.....................] - ETA: 49s - loss: 0.3022 - accuracy: 0.8540
105/316 [========>.....................] - ETA: 49s - loss: 0.3005 - accuracy: 0.8554
106/316 [=========>....................] - ETA: 49s - loss: 0.2989 - accuracy: 0.8561
107/316 [=========>....................] - ETA: 50s - loss: 0.2990 - accuracy: 0.8551
108/316 [=========>....................] - ETA: 49s - loss: 0.2987 - accuracy: 0.8553
109/316 [=========>....................] - ETA: 49s - loss: 0.2982 - accuracy: 0.8561
110/316 [=========>....................] - ETA: 49s - loss: 0.2991 - accuracy: 0.8540
111/316 [=========>....................] - ETA: 48s - loss: 0.3017 - accuracy: 0.8530
112/316 [=========>....................] - ETA: 48s - loss: 0.3006 - accuracy: 0.8538
113/316 [=========>....................] - ETA: 48s - loss: 0.3019 - accuracy: 0.8523
114/316 [=========>....................] - ETA: 47s - loss: 0.3026 - accuracy: 0.8520
115/316 [=========>....................] - ETA: 47s - loss: 0.3028 - accuracy: 0.8516
116/316 [==========>...................] - ETA: 47s - loss: 0.3032 - accuracy: 0.8513
117/316 [==========>...................] - ETA: 46s - loss: 0.3020 - accuracy: 0.8515
118/316 [==========>...................] - ETA: 46s - loss: 0.3004 - accuracy: 0.8528
119/316 [==========>...................] - ETA: 46s - loss: 0.3024 - accuracy: 0.8503
120/316 [==========>...................] - ETA: 45s - loss: 0.3031 - accuracy: 0.8500
121/316 [==========>...................] - ETA: 45s - loss: 0.3035 - accuracy: 0.8507
122/316 [==========>...................] - ETA: 45s - loss: 0.3039 - accuracy: 0.8504
123/316 [==========>...................] - ETA: 45s - loss: 0.3028 - accuracy: 0.8516
124/316 [==========>...................] - ETA: 45s - loss: 0.3018 - accuracy: 0.8518
125/316 [==========>...................] - ETA: 45s - loss: 0.3021 - accuracy: 0.8520
126/316 [==========>...................] - ETA: 45s - loss: 0.3014 - accuracy: 0.8527
127/316 [===========>..................] - ETA: 45s - loss: 0.3020 - accuracy: 0.8529
128/316 [===========>..................] - ETA: 45s - loss: 0.3026 - accuracy: 0.8521
129/316 [===========>..................] - ETA: 45s - loss: 0.3022 - accuracy: 0.8522
130/316 [===========>..................] - ETA: 44s - loss: 0.3037 - accuracy: 0.8514
131/316 [===========>..................] - ETA: 44s - loss: 0.3033 - accuracy: 0.8521
132/316 [===========>..................] - ETA: 44s - loss: 0.3041 - accuracy: 0.8523
133/316 [===========>..................] - ETA: 43s - loss: 0.3054 - accuracy: 0.8515
134/316 [===========>..................] - ETA: 43s - loss: 0.3061 - accuracy: 0.8507
135/316 [===========>..................] - ETA: 43s - loss: 0.3058 - accuracy: 0.8505
136/316 [===========>..................] - ETA: 43s - loss: 0.3071 - accuracy: 0.8506
137/316 [============>.................] - ETA: 42s - loss: 0.3066 - accuracy: 0.8508
138/316 [============>.................] - ETA: 42s - loss: 0.3080 - accuracy: 0.8505
139/316 [============>.................] - ETA: 42s - loss: 0.3081 - accuracy: 0.8507
140/316 [============>.................] - ETA: 41s - loss: 0.3080 - accuracy: 0.8513
141/316 [============>.................] - ETA: 41s - loss: 0.3078 - accuracy: 0.8511
142/316 [============>.................] - ETA: 41s - loss: 0.3073 - accuracy: 0.8517
143/316 [============>.................] - ETA: 41s - loss: 0.3065 - accuracy: 0.8527
144/316 [============>.................] - ETA: 41s - loss: 0.3061 - accuracy: 0.8529
145/316 [============>.................] - ETA: 41s - loss: 0.3057 - accuracy: 0.8534
146/316 [============>.................] - ETA: 40s - loss: 0.3054 - accuracy: 0.8536
147/316 [============>.................] - ETA: 40s - loss: 0.3051 - accuracy: 0.8542
148/316 [=============>................] - ETA: 40s - loss: 0.3065 - accuracy: 0.8530
149/316 [=============>................] - ETA: 40s - loss: 0.3066 - accuracy: 0.8523
150/316 [=============>................] - ETA: 40s - loss: 0.3057 - accuracy: 0.8525
151/316 [=============>................] - ETA: 40s - loss: 0.3056 - accuracy: 0.8531
152/316 [=============>................] - ETA: 39s - loss: 0.3049 - accuracy: 0.8536
153/316 [=============>................] - ETA: 39s - loss: 0.3047 - accuracy: 0.8533
154/316 [=============>................] - ETA: 39s - loss: 0.3060 - accuracy: 0.8531
155/316 [=============>................] - ETA: 39s - loss: 0.3061 - accuracy: 0.8528
156/316 [=============>................] - ETA: 38s - loss: 0.3055 - accuracy: 0.8530
157/316 [=============>................] - ETA: 39s - loss: 0.3051 - accuracy: 0.8531
158/316 [==============>...............] - ETA: 38s - loss: 0.3060 - accuracy: 0.8528
159/316 [==============>...............] - ETA: 38s - loss: 0.3054 - accuracy: 0.8534
160/316 [==============>...............] - ETA: 38s - loss: 0.3052 - accuracy: 0.8539
161/316 [==============>...............] - ETA: 37s - loss: 0.3060 - accuracy: 0.8536
162/316 [==============>...............] - ETA: 37s - loss: 0.3047 - accuracy: 0.8546
163/316 [==============>...............] - ETA: 37s - loss: 0.3046 - accuracy: 0.8547
164/316 [==============>...............] - ETA: 37s - loss: 0.3041 - accuracy: 0.8548
165/316 [==============>...............] - ETA: 37s - loss: 0.3043 - accuracy: 0.8545
166/316 [==============>...............] - ETA: 37s - loss: 0.3037 - accuracy: 0.8554
167/316 [==============>...............] - ETA: 36s - loss: 0.3035 - accuracy: 0.8555
168/316 [==============>...............] - ETA: 36s - loss: 0.3035 - accuracy: 0.8557
169/316 [===============>..............] - ETA: 36s - loss: 0.3034 - accuracy: 0.8554
170/316 [===============>..............] - ETA: 35s - loss: 0.3026 - accuracy: 0.8559
171/316 [===============>..............] - ETA: 35s - loss: 0.3018 - accuracy: 0.8564
172/316 [===============>..............] - ETA: 35s - loss: 0.3012 - accuracy: 0.8568
173/316 [===============>..............] - ETA: 35s - loss: 0.3019 - accuracy: 0.8562
174/316 [===============>..............] - ETA: 34s - loss: 0.3030 - accuracy: 0.8552
175/316 [===============>..............] - ETA: 34s - loss: 0.3030 - accuracy: 0.8550
176/316 [===============>..............] - ETA: 34s - loss: 0.3026 - accuracy: 0.8551
177/316 [===============>..............] - ETA: 34s - loss: 0.3025 - accuracy: 0.8556
178/316 [===============>..............] - ETA: 34s - loss: 0.3018 - accuracy: 0.8564
179/316 [===============>..............] - ETA: 34s - loss: 0.3015 - accuracy: 0.8572
180/316 [================>.............] - ETA: 34s - loss: 0.3022 - accuracy: 0.8569
181/316 [================>.............] - ETA: 33s - loss: 0.3021 - accuracy: 0.8570
182/316 [================>.............] - ETA: 33s - loss: 0.3035 - accuracy: 0.8568
183/316 [================>.............] - ETA: 33s - loss: 0.3033 - accuracy: 0.8572
184/316 [================>.............] - ETA: 32s - loss: 0.3040 - accuracy: 0.8573
185/316 [================>.............] - ETA: 32s - loss: 0.3053 - accuracy: 0.8568
186/316 [================>.............] - ETA: 32s - loss: 0.3050 - accuracy: 0.8569
187/316 [================>.............] - ETA: 32s - loss: 0.3066 - accuracy: 0.8559
188/316 [================>.............] - ETA: 31s - loss: 0.3057 - accuracy: 0.8561
189/316 [================>.............] - ETA: 31s - loss: 0.3060 - accuracy: 0.8558
190/316 [=================>............] - ETA: 31s - loss: 0.3052 - accuracy: 0.8562
191/316 [=================>............] - ETA: 30s - loss: 0.3051 - accuracy: 0.8563
192/316 [=================>............] - ETA: 30s - loss: 0.3051 - accuracy: 0.8568
193/316 [=================>............] - ETA: 30s - loss: 0.3046 - accuracy: 0.8572
194/316 [=================>............] - ETA: 30s - loss: 0.3040 - accuracy: 0.8576
195/316 [=================>............] - ETA: 30s - loss: 0.3043 - accuracy: 0.8571
196/316 [=================>............] - ETA: 29s - loss: 0.3048 - accuracy: 0.8562
197/316 [=================>............] - ETA: 29s - loss: 0.3036 - accuracy: 0.8569
198/316 [=================>............] - ETA: 29s - loss: 0.3044 - accuracy: 0.8561
199/316 [=================>............] - ETA: 29s - loss: 0.3057 - accuracy: 0.8549
200/316 [=================>............] - ETA: 28s - loss: 0.3054 - accuracy: 0.8547
201/316 [==================>...........] - ETA: 28s - loss: 0.3049 - accuracy: 0.8554
202/316 [==================>...........] - ETA: 28s - loss: 0.3056 - accuracy: 0.8549
203/316 [==================>...........] - ETA: 27s - loss: 0.3071 - accuracy: 0.8538
204/316 [==================>...........] - ETA: 27s - loss: 0.3073 - accuracy: 0.8539
205/316 [==================>...........] - ETA: 27s - loss: 0.3068 - accuracy: 0.8543
206/316 [==================>...........] - ETA: 27s - loss: 0.3079 - accuracy: 0.8535
207/316 [==================>...........] - ETA: 26s - loss: 0.3083 - accuracy: 0.8533
208/316 [==================>...........] - ETA: 26s - loss: 0.3082 - accuracy: 0.8534
209/316 [==================>...........] - ETA: 26s - loss: 0.3091 - accuracy: 0.8535
210/316 [==================>...........] - ETA: 26s - loss: 0.3093 - accuracy: 0.8536
211/316 [===================>..........] - ETA: 25s - loss: 0.3092 - accuracy: 0.8537
212/316 [===================>..........] - ETA: 25s - loss: 0.3096 - accuracy: 0.8532
213/316 [===================>..........] - ETA: 25s - loss: 0.3098 - accuracy: 0.8533
214/316 [===================>..........] - ETA: 25s - loss: 0.3103 - accuracy: 0.8531
215/316 [===================>..........] - ETA: 25s - loss: 0.3099 - accuracy: 0.8532
216/316 [===================>..........] - ETA: 24s - loss: 0.3091 - accuracy: 0.8536
217/316 [===================>..........] - ETA: 24s - loss: 0.3087 - accuracy: 0.8543
218/316 [===================>..........] - ETA: 24s - loss: 0.3080 - accuracy: 0.8546
219/316 [===================>..........] - ETA: 23s - loss: 0.3078 - accuracy: 0.8550
220/316 [===================>..........] - ETA: 23s - loss: 0.3074 - accuracy: 0.8554
221/316 [===================>..........] - ETA: 23s - loss: 0.3072 - accuracy: 0.8555
222/316 [====================>.........] - ETA: 23s - loss: 0.3075 - accuracy: 0.8553
223/316 [====================>.........] - ETA: 22s - loss: 0.3080 - accuracy: 0.8545
224/316 [====================>.........] - ETA: 22s - loss: 0.3074 - accuracy: 0.8552
225/316 [====================>.........] - ETA: 22s - loss: 0.3080 - accuracy: 0.8544
226/316 [====================>.........] - ETA: 22s - loss: 0.3072 - accuracy: 0.8548
227/316 [====================>.........] - ETA: 21s - loss: 0.3075 - accuracy: 0.8549
228/316 [====================>.........] - ETA: 21s - loss: 0.3080 - accuracy: 0.8544
229/316 [====================>.........] - ETA: 21s - loss: 0.3084 - accuracy: 0.8540
230/316 [====================>.........] - ETA: 21s - loss: 0.3095 - accuracy: 0.8535
231/316 [====================>.........] - ETA: 21s - loss: 0.3093 - accuracy: 0.8534
232/316 [=====================>........] - ETA: 20s - loss: 0.3099 - accuracy: 0.8532
233/316 [=====================>........] - ETA: 20s - loss: 0.3106 - accuracy: 0.8525
234/316 [=====================>........] - ETA: 20s - loss: 0.3113 - accuracy: 0.8520
235/316 [=====================>........] - ETA: 19s - loss: 0.3110 - accuracy: 0.8524
236/316 [=====================>........] - ETA: 19s - loss: 0.3105 - accuracy: 0.8528
237/316 [=====================>........] - ETA: 19s - loss: 0.3096 - accuracy: 0.8534
238/316 [=====================>........] - ETA: 19s - loss: 0.3097 - accuracy: 0.8529
239/316 [=====================>........] - ETA: 19s - loss: 0.3099 - accuracy: 0.8528
240/316 [=====================>........] - ETA: 18s - loss: 0.3100 - accuracy: 0.8529
241/316 [=====================>........] - ETA: 18s - loss: 0.3101 - accuracy: 0.8527
242/316 [=====================>........] - ETA: 18s - loss: 0.3097 - accuracy: 0.8528
243/316 [======================>.......] - ETA: 18s - loss: 0.3094 - accuracy: 0.8529
244/316 [======================>.......] - ETA: 18s - loss: 0.3092 - accuracy: 0.8530
245/316 [======================>.......] - ETA: 17s - loss: 0.3088 - accuracy: 0.8533
246/316 [======================>.......] - ETA: 17s - loss: 0.3093 - accuracy: 0.8526
247/316 [======================>.......] - ETA: 17s - loss: 0.3093 - accuracy: 0.8527
248/316 [======================>.......] - ETA: 16s - loss: 0.3098 - accuracy: 0.8528
249/316 [======================>.......] - ETA: 16s - loss: 0.3102 - accuracy: 0.8529
250/316 [======================>.......] - ETA: 16s - loss: 0.3098 - accuracy: 0.8530
251/316 [======================>.......] - ETA: 16s - loss: 0.3093 - accuracy: 0.8533
252/316 [======================>.......] - ETA: 15s - loss: 0.3094 - accuracy: 0.8537
253/316 [=======================>......] - ETA: 15s - loss: 0.3099 - accuracy: 0.8538
254/316 [=======================>......] - ETA: 15s - loss: 0.3101 - accuracy: 0.8538
255/316 [=======================>......] - ETA: 15s - loss: 0.3102 - accuracy: 0.8542
256/316 [=======================>......] - ETA: 14s - loss: 0.3100 - accuracy: 0.8542
257/316 [=======================>......] - ETA: 14s - loss: 0.3098 - accuracy: 0.8541
258/316 [=======================>......] - ETA: 14s - loss: 0.3096 - accuracy: 0.8542
259/316 [=======================>......] - ETA: 14s - loss: 0.3105 - accuracy: 0.8538
260/316 [=======================>......] - ETA: 13s - loss: 0.3104 - accuracy: 0.8538
261/316 [=======================>......] - ETA: 13s - loss: 0.3106 - accuracy: 0.8539
262/316 [=======================>......] - ETA: 13s - loss: 0.3099 - accuracy: 0.8545
263/316 [=======================>......] - ETA: 13s - loss: 0.3107 - accuracy: 0.8538
264/316 [========================>.....] - ETA: 12s - loss: 0.3111 - accuracy: 0.8535
265/316 [========================>.....] - ETA: 12s - loss: 0.3110 - accuracy: 0.8538
266/316 [========================>.....] - ETA: 12s - loss: 0.3104 - accuracy: 0.8543
267/316 [========================>.....] - ETA: 12s - loss: 0.3099 - accuracy: 0.8546
268/316 [========================>.....] - ETA: 11s - loss: 0.3100 - accuracy: 0.8545
269/316 [========================>.....] - ETA: 11s - loss: 0.3093 - accuracy: 0.8550
270/316 [========================>.....] - ETA: 11s - loss: 0.3091 - accuracy: 0.8551
271/316 [========================>.....] - ETA: 11s - loss: 0.3086 - accuracy: 0.8552
272/316 [========================>.....] - ETA: 10s - loss: 0.3090 - accuracy: 0.8545
273/316 [========================>.....] - ETA: 10s - loss: 0.3087 - accuracy: 0.8546
274/316 [=========================>....] - ETA: 10s - loss: 0.3094 - accuracy: 0.8542
275/316 [=========================>....] - ETA: 10s - loss: 0.3090 - accuracy: 0.8543
276/316 [=========================>....] - ETA: 9s - loss: 0.3088 - accuracy: 0.8542 
277/316 [=========================>....] - ETA: 9s - loss: 0.3087 - accuracy: 0.8542
278/316 [=========================>....] - ETA: 9s - loss: 0.3086 - accuracy: 0.8541
279/316 [=========================>....] - ETA: 9s - loss: 0.3103 - accuracy: 0.8533
280/316 [=========================>....] - ETA: 8s - loss: 0.3104 - accuracy: 0.8533
281/316 [=========================>....] - ETA: 8s - loss: 0.3104 - accuracy: 0.8532
282/316 [=========================>....] - ETA: 8s - loss: 0.3099 - accuracy: 0.8535
283/316 [=========================>....] - ETA: 8s - loss: 0.3093 - accuracy: 0.8540
284/316 [=========================>....] - ETA: 7s - loss: 0.3107 - accuracy: 0.8537
285/316 [==========================>...] - ETA: 7s - loss: 0.3108 - accuracy: 0.8531
286/316 [==========================>...] - ETA: 7s - loss: 0.3106 - accuracy: 0.8531
287/316 [==========================>...] - ETA: 7s - loss: 0.3102 - accuracy: 0.8532
288/316 [==========================>...] - ETA: 6s - loss: 0.3101 - accuracy: 0.8531
289/316 [==========================>...] - ETA: 6s - loss: 0.3096 - accuracy: 0.8532
290/316 [==========================>...] - ETA: 6s - loss: 0.3098 - accuracy: 0.8530
291/316 [==========================>...] - ETA: 6s - loss: 0.3105 - accuracy: 0.8529
292/316 [==========================>...] - ETA: 5s - loss: 0.3103 - accuracy: 0.8532
293/316 [==========================>...] - ETA: 5s - loss: 0.3099 - accuracy: 0.8535
294/316 [==========================>...] - ETA: 5s - loss: 0.3098 - accuracy: 0.8533
295/316 [===========================>..] - ETA: 5s - loss: 0.3099 - accuracy: 0.8532
296/316 [===========================>..] - ETA: 4s - loss: 0.3099 - accuracy: 0.8528
297/316 [===========================>..] - ETA: 4s - loss: 0.3093 - accuracy: 0.8531
298/316 [===========================>..] - ETA: 4s - loss: 0.3097 - accuracy: 0.8530
299/316 [===========================>..] - ETA: 4s - loss: 0.3101 - accuracy: 0.8528
300/316 [===========================>..] - ETA: 3s - loss: 0.3106 - accuracy: 0.8527
301/316 [===========================>..] - ETA: 3s - loss: 0.3103 - accuracy: 0.8528
302/316 [===========================>..] - ETA: 3s - loss: 0.3098 - accuracy: 0.8533
303/316 [===========================>..] - ETA: 3s - loss: 0.3092 - accuracy: 0.8538
304/316 [===========================>..] - ETA: 2s - loss: 0.3096 - accuracy: 0.8534
305/316 [===========================>..] - ETA: 2s - loss: 0.3090 - accuracy: 0.8537
306/316 [============================>.] - ETA: 2s - loss: 0.3090 - accuracy: 0.8533
307/316 [============================>.] - ETA: 2s - loss: 0.3096 - accuracy: 0.8530
308/316 [============================>.] - ETA: 1s - loss: 0.3097 - accuracy: 0.8533
309/316 [============================>.] - ETA: 1s - loss: 0.3100 - accuracy: 0.8532
310/316 [============================>.] - ETA: 1s - loss: 0.3097 - accuracy: 0.8534
311/316 [============================>.] - ETA: 1s - loss: 0.3101 - accuracy: 0.8527
312/316 [============================>.] - ETA: 0s - loss: 0.3101 - accuracy: 0.8530
313/316 [============================>.] - ETA: 0s - loss: 0.3101 - accuracy: 0.8530
314/316 [============================>.] - ETA: 0s - loss: 0.3099 - accuracy: 0.8531
315/316 [============================>.] - ETA: 0s - loss: 0.3098 - accuracy: 0.8530
316/316 [==============================] - 78s 246ms/step - loss: 0.3095 - accuracy: 0.8532

316/316 [==============================] - 82s 259ms/step - loss: 0.3095 - accuracy: 0.8532 - val_loss: 0.2687 - val_accuracy: 0.8724
Epoch 67/100

  1/316 [..............................] - ETA: 1:02 - loss: 0.4703 - accuracy: 0.6875
  2/316 [..............................] - ETA: 59s - loss: 0.4352 - accuracy: 0.7500 
  3/316 [..............................] - ETA: 1:00 - loss: 0.3481 - accuracy: 0.8125
  4/316 [..............................] - ETA: 1:01 - loss: 0.3565 - accuracy: 0.8125
  5/316 [..............................] - ETA: 1:00 - loss: 0.3513 - accuracy: 0.8125
  6/316 [..............................] - ETA: 59s - loss: 0.3337 - accuracy: 0.8333 
  7/316 [..............................] - ETA: 59s - loss: 0.3323 - accuracy: 0.8393
  8/316 [..............................] - ETA: 58s - loss: 0.3098 - accuracy: 0.8516
  9/316 [..............................] - ETA: 58s - loss: 0.3081 - accuracy: 0.8542
 10/316 [..............................] - ETA: 58s - loss: 0.3049 - accuracy: 0.8500
 11/316 [>.............................] - ETA: 1:00 - loss: 0.3011 - accuracy: 0.8523
 12/316 [>.............................] - ETA: 1:09 - loss: 0.2978 - accuracy: 0.8542
 13/316 [>.............................] - ETA: 1:16 - loss: 0.3006 - accuracy: 0.8510
 14/316 [>.............................] - ETA: 1:14 - loss: 0.3013 - accuracy: 0.8571
 15/316 [>.............................] - ETA: 1:13 - loss: 0.2913 - accuracy: 0.8625
 16/316 [>.............................] - ETA: 1:12 - loss: 0.2919 - accuracy: 0.8633
 17/316 [>.............................] - ETA: 1:10 - loss: 0.2913 - accuracy: 0.8640
 18/316 [>.............................] - ETA: 1:09 - loss: 0.2991 - accuracy: 0.8646
 19/316 [>.............................] - ETA: 1:08 - loss: 0.2950 - accuracy: 0.8651
 20/316 [>.............................] - ETA: 1:07 - loss: 0.2927 - accuracy: 0.8656
 21/316 [>.............................] - ETA: 1:07 - loss: 0.2868 - accuracy: 0.8690
 22/316 [=>............................] - ETA: 1:06 - loss: 0.3060 - accuracy: 0.8551
 23/316 [=>............................] - ETA: 1:05 - loss: 0.3012 - accuracy: 0.8614
 24/316 [=>............................] - ETA: 1:05 - loss: 0.2967 - accuracy: 0.8646
 25/316 [=>............................] - ETA: 1:04 - loss: 0.2936 - accuracy: 0.8675
 26/316 [=>............................] - ETA: 1:03 - loss: 0.2949 - accuracy: 0.8630
 27/316 [=>............................] - ETA: 1:03 - loss: 0.2956 - accuracy: 0.8611
 28/316 [=>............................] - ETA: 1:03 - loss: 0.2942 - accuracy: 0.8638
 29/316 [=>............................] - ETA: 1:06 - loss: 0.3013 - accuracy: 0.8599
 30/316 [=>............................] - ETA: 1:09 - loss: 0.3040 - accuracy: 0.8583
 31/316 [=>............................] - ETA: 1:08 - loss: 0.2997 - accuracy: 0.8629
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.3023 - accuracy: 0.8594
 33/316 [==>...........................] - ETA: 1:07 - loss: 0.3087 - accuracy: 0.8561
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3054 - accuracy: 0.8566
 35/316 [==>...........................] - ETA: 1:06 - loss: 0.3139 - accuracy: 0.8571
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.3126 - accuracy: 0.8576
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3086 - accuracy: 0.8598
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.3128 - accuracy: 0.8569
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3057 - accuracy: 0.8606
 40/316 [==>...........................] - ETA: 1:03 - loss: 0.3046 - accuracy: 0.8625
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.3074 - accuracy: 0.8598
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.3111 - accuracy: 0.8571
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.3113 - accuracy: 0.8547
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.3108 - accuracy: 0.8551
 45/316 [===>..........................] - ETA: 1:00 - loss: 0.3096 - accuracy: 0.8556
 46/316 [===>..........................] - ETA: 1:02 - loss: 0.3086 - accuracy: 0.8573
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.3082 - accuracy: 0.8590
 48/316 [===>..........................] - ETA: 1:03 - loss: 0.3119 - accuracy: 0.8581
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.3109 - accuracy: 0.8584
 50/316 [===>..........................] - ETA: 1:02 - loss: 0.3115 - accuracy: 0.8562
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3101 - accuracy: 0.8578
 52/316 [===>..........................] - ETA: 1:02 - loss: 0.3096 - accuracy: 0.8582
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3072 - accuracy: 0.8608
 54/316 [====>.........................] - ETA: 1:01 - loss: 0.3080 - accuracy: 0.8611
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3092 - accuracy: 0.8591
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3115 - accuracy: 0.8583
 57/316 [====>.........................] - ETA: 59s - loss: 0.3101 - accuracy: 0.8575 
 58/316 [====>.........................] - ETA: 59s - loss: 0.3059 - accuracy: 0.8599
 59/316 [====>.........................] - ETA: 58s - loss: 0.3044 - accuracy: 0.8602
 60/316 [====>.........................] - ETA: 58s - loss: 0.3049 - accuracy: 0.8604
 61/316 [====>.........................] - ETA: 58s - loss: 0.3033 - accuracy: 0.8617
 62/316 [====>.........................] - ETA: 57s - loss: 0.3023 - accuracy: 0.8619
 63/316 [====>.........................] - ETA: 58s - loss: 0.2995 - accuracy: 0.8631
 64/316 [=====>........................] - ETA: 59s - loss: 0.2978 - accuracy: 0.8633
 65/316 [=====>........................] - ETA: 1:00 - loss: 0.2981 - accuracy: 0.8625
 66/316 [=====>........................] - ETA: 1:01 - loss: 0.2973 - accuracy: 0.8627
 67/316 [=====>........................] - ETA: 1:01 - loss: 0.2971 - accuracy: 0.8629
 68/316 [=====>........................] - ETA: 1:00 - loss: 0.2957 - accuracy: 0.8631
 69/316 [=====>........................] - ETA: 1:00 - loss: 0.2948 - accuracy: 0.8632
 70/316 [=====>........................] - ETA: 59s - loss: 0.2918 - accuracy: 0.8652 
 71/316 [=====>........................] - ETA: 59s - loss: 0.2918 - accuracy: 0.8653
 72/316 [=====>........................] - ETA: 58s - loss: 0.2927 - accuracy: 0.8655
 73/316 [=====>........................] - ETA: 58s - loss: 0.2920 - accuracy: 0.8656
 74/316 [======>.......................] - ETA: 58s - loss: 0.2926 - accuracy: 0.8657
 75/316 [======>.......................] - ETA: 57s - loss: 0.2911 - accuracy: 0.8658
 76/316 [======>.......................] - ETA: 57s - loss: 0.2931 - accuracy: 0.8643
 77/316 [======>.......................] - ETA: 56s - loss: 0.2927 - accuracy: 0.8628
 78/316 [======>.......................] - ETA: 56s - loss: 0.2923 - accuracy: 0.8622
 79/316 [======>.......................] - ETA: 56s - loss: 0.2891 - accuracy: 0.8639
 80/316 [======>.......................] - ETA: 55s - loss: 0.2893 - accuracy: 0.8641
 81/316 [======>.......................] - ETA: 55s - loss: 0.2886 - accuracy: 0.8634
 82/316 [======>.......................] - ETA: 55s - loss: 0.2905 - accuracy: 0.8620
 83/316 [======>.......................] - ETA: 55s - loss: 0.2957 - accuracy: 0.8607
 84/316 [======>.......................] - ETA: 56s - loss: 0.2956 - accuracy: 0.8609
 85/316 [=======>......................] - ETA: 57s - loss: 0.2965 - accuracy: 0.8603
 86/316 [=======>......................] - ETA: 57s - loss: 0.2958 - accuracy: 0.8605
 87/316 [=======>......................] - ETA: 56s - loss: 0.2968 - accuracy: 0.8592
 88/316 [=======>......................] - ETA: 56s - loss: 0.3023 - accuracy: 0.8558
 89/316 [=======>......................] - ETA: 56s - loss: 0.3038 - accuracy: 0.8553
 90/316 [=======>......................] - ETA: 55s - loss: 0.3020 - accuracy: 0.8562
 91/316 [=======>......................] - ETA: 55s - loss: 0.3007 - accuracy: 0.8571
 92/316 [=======>......................] - ETA: 54s - loss: 0.2997 - accuracy: 0.8580
 93/316 [=======>......................] - ETA: 54s - loss: 0.2984 - accuracy: 0.8589
 94/316 [=======>......................] - ETA: 54s - loss: 0.2989 - accuracy: 0.8597
 95/316 [========>.....................] - ETA: 53s - loss: 0.2985 - accuracy: 0.8605
 96/316 [========>.....................] - ETA: 53s - loss: 0.2974 - accuracy: 0.8607
 97/316 [========>.....................] - ETA: 53s - loss: 0.2972 - accuracy: 0.8608
 98/316 [========>.....................] - ETA: 52s - loss: 0.2970 - accuracy: 0.8616
 99/316 [========>.....................] - ETA: 52s - loss: 0.2977 - accuracy: 0.8611
100/316 [========>.....................] - ETA: 52s - loss: 0.2957 - accuracy: 0.8625
101/316 [========>.....................] - ETA: 51s - loss: 0.2962 - accuracy: 0.8614
102/316 [========>.....................] - ETA: 52s - loss: 0.2980 - accuracy: 0.8597
103/316 [========>.....................] - ETA: 52s - loss: 0.2970 - accuracy: 0.8604
104/316 [========>.....................] - ETA: 52s - loss: 0.2971 - accuracy: 0.8606
105/316 [========>.....................] - ETA: 51s - loss: 0.2963 - accuracy: 0.8613
106/316 [=========>....................] - ETA: 51s - loss: 0.2957 - accuracy: 0.8614
107/316 [=========>....................] - ETA: 51s - loss: 0.2965 - accuracy: 0.8598
108/316 [=========>....................] - ETA: 50s - loss: 0.2958 - accuracy: 0.8605
109/316 [=========>....................] - ETA: 50s - loss: 0.2957 - accuracy: 0.8601
110/316 [=========>....................] - ETA: 50s - loss: 0.2960 - accuracy: 0.8614
111/316 [=========>....................] - ETA: 49s - loss: 0.2946 - accuracy: 0.8620
112/316 [=========>....................] - ETA: 49s - loss: 0.2934 - accuracy: 0.8627
113/316 [=========>....................] - ETA: 49s - loss: 0.2923 - accuracy: 0.8634
114/316 [=========>....................] - ETA: 48s - loss: 0.2908 - accuracy: 0.8646
115/316 [=========>....................] - ETA: 48s - loss: 0.2902 - accuracy: 0.8652
116/316 [==========>...................] - ETA: 48s - loss: 0.2906 - accuracy: 0.8653
117/316 [==========>...................] - ETA: 47s - loss: 0.2903 - accuracy: 0.8649
118/316 [==========>...................] - ETA: 47s - loss: 0.2887 - accuracy: 0.8660
119/316 [==========>...................] - ETA: 47s - loss: 0.2895 - accuracy: 0.8661
120/316 [==========>...................] - ETA: 48s - loss: 0.2876 - accuracy: 0.8667
121/316 [==========>...................] - ETA: 47s - loss: 0.2871 - accuracy: 0.8662
122/316 [==========>...................] - ETA: 47s - loss: 0.2867 - accuracy: 0.8668
123/316 [==========>...................] - ETA: 47s - loss: 0.2873 - accuracy: 0.8664
124/316 [==========>...................] - ETA: 46s - loss: 0.2868 - accuracy: 0.8669
125/316 [==========>...................] - ETA: 46s - loss: 0.2857 - accuracy: 0.8675
126/316 [==========>...................] - ETA: 46s - loss: 0.2846 - accuracy: 0.8681
127/316 [===========>..................] - ETA: 45s - loss: 0.2856 - accuracy: 0.8671
128/316 [===========>..................] - ETA: 45s - loss: 0.2852 - accuracy: 0.8677
129/316 [===========>..................] - ETA: 45s - loss: 0.2864 - accuracy: 0.8668
130/316 [===========>..................] - ETA: 44s - loss: 0.2889 - accuracy: 0.8659
131/316 [===========>..................] - ETA: 44s - loss: 0.2890 - accuracy: 0.8664
132/316 [===========>..................] - ETA: 44s - loss: 0.2879 - accuracy: 0.8670
133/316 [===========>..................] - ETA: 43s - loss: 0.2887 - accuracy: 0.8661
134/316 [===========>..................] - ETA: 43s - loss: 0.2898 - accuracy: 0.8652
135/316 [===========>..................] - ETA: 43s - loss: 0.2895 - accuracy: 0.8657
136/316 [===========>..................] - ETA: 43s - loss: 0.2887 - accuracy: 0.8663
137/316 [============>.................] - ETA: 43s - loss: 0.2885 - accuracy: 0.8659
138/316 [============>.................] - ETA: 43s - loss: 0.2880 - accuracy: 0.8659
139/316 [============>.................] - ETA: 43s - loss: 0.2876 - accuracy: 0.8669
140/316 [============>.................] - ETA: 42s - loss: 0.2881 - accuracy: 0.8670
141/316 [============>.................] - ETA: 42s - loss: 0.2876 - accuracy: 0.8675
142/316 [============>.................] - ETA: 42s - loss: 0.2884 - accuracy: 0.8671
143/316 [============>.................] - ETA: 41s - loss: 0.2895 - accuracy: 0.8671
144/316 [============>.................] - ETA: 41s - loss: 0.2916 - accuracy: 0.8668
145/316 [============>.................] - ETA: 41s - loss: 0.2913 - accuracy: 0.8668
146/316 [============>.................] - ETA: 40s - loss: 0.2916 - accuracy: 0.8660
147/316 [============>.................] - ETA: 40s - loss: 0.2905 - accuracy: 0.8669
148/316 [=============>................] - ETA: 40s - loss: 0.2917 - accuracy: 0.8661
149/316 [=============>................] - ETA: 40s - loss: 0.2910 - accuracy: 0.8662
150/316 [=============>................] - ETA: 39s - loss: 0.2915 - accuracy: 0.8662
151/316 [=============>................] - ETA: 39s - loss: 0.2915 - accuracy: 0.8659
152/316 [=============>................] - ETA: 39s - loss: 0.2921 - accuracy: 0.8651
153/316 [=============>................] - ETA: 39s - loss: 0.2941 - accuracy: 0.8644
154/316 [=============>................] - ETA: 39s - loss: 0.2954 - accuracy: 0.8628
155/316 [=============>................] - ETA: 39s - loss: 0.2956 - accuracy: 0.8629
156/316 [=============>................] - ETA: 39s - loss: 0.2952 - accuracy: 0.8630
157/316 [=============>................] - ETA: 39s - loss: 0.2952 - accuracy: 0.8635
158/316 [==============>...............] - ETA: 38s - loss: 0.2958 - accuracy: 0.8631
159/316 [==============>...............] - ETA: 38s - loss: 0.2963 - accuracy: 0.8632
160/316 [==============>...............] - ETA: 38s - loss: 0.2959 - accuracy: 0.8637
161/316 [==============>...............] - ETA: 37s - loss: 0.2970 - accuracy: 0.8630
162/316 [==============>...............] - ETA: 37s - loss: 0.2986 - accuracy: 0.8627
163/316 [==============>...............] - ETA: 37s - loss: 0.2981 - accuracy: 0.8627
164/316 [==============>...............] - ETA: 36s - loss: 0.2985 - accuracy: 0.8632
165/316 [==============>...............] - ETA: 36s - loss: 0.3002 - accuracy: 0.8621
166/316 [==============>...............] - ETA: 36s - loss: 0.2994 - accuracy: 0.8622
167/316 [==============>...............] - ETA: 36s - loss: 0.2995 - accuracy: 0.8615
168/316 [==============>...............] - ETA: 36s - loss: 0.2993 - accuracy: 0.8616
169/316 [===============>..............] - ETA: 36s - loss: 0.2990 - accuracy: 0.8621
170/316 [===============>..............] - ETA: 36s - loss: 0.2984 - accuracy: 0.8621
171/316 [===============>..............] - ETA: 36s - loss: 0.2988 - accuracy: 0.8618
172/316 [===============>..............] - ETA: 35s - loss: 0.2984 - accuracy: 0.8623
173/316 [===============>..............] - ETA: 35s - loss: 0.2996 - accuracy: 0.8616
174/316 [===============>..............] - ETA: 35s - loss: 0.3006 - accuracy: 0.8614
175/316 [===============>..............] - ETA: 34s - loss: 0.3014 - accuracy: 0.8607
176/316 [===============>..............] - ETA: 34s - loss: 0.3015 - accuracy: 0.8604
177/316 [===============>..............] - ETA: 34s - loss: 0.3007 - accuracy: 0.8612
178/316 [===============>..............] - ETA: 34s - loss: 0.3007 - accuracy: 0.8613
179/316 [===============>..............] - ETA: 33s - loss: 0.3011 - accuracy: 0.8614
180/316 [================>.............] - ETA: 33s - loss: 0.3026 - accuracy: 0.8608
181/316 [================>.............] - ETA: 33s - loss: 0.3026 - accuracy: 0.8608
182/316 [================>.............] - ETA: 32s - loss: 0.3035 - accuracy: 0.8602
183/316 [================>.............] - ETA: 32s - loss: 0.3036 - accuracy: 0.8603
184/316 [================>.............] - ETA: 32s - loss: 0.3030 - accuracy: 0.8607
185/316 [================>.............] - ETA: 32s - loss: 0.3030 - accuracy: 0.8605
186/316 [================>.............] - ETA: 31s - loss: 0.3023 - accuracy: 0.8609
187/316 [================>.............] - ETA: 31s - loss: 0.3017 - accuracy: 0.8613
188/316 [================>.............] - ETA: 31s - loss: 0.3012 - accuracy: 0.8617
189/316 [================>.............] - ETA: 31s - loss: 0.3021 - accuracy: 0.8614
190/316 [=================>............] - ETA: 31s - loss: 0.3023 - accuracy: 0.8615
191/316 [=================>............] - ETA: 30s - loss: 0.3027 - accuracy: 0.8609
192/316 [=================>............] - ETA: 30s - loss: 0.3028 - accuracy: 0.8610
193/316 [=================>............] - ETA: 30s - loss: 0.3033 - accuracy: 0.8608
194/316 [=================>............] - ETA: 30s - loss: 0.3035 - accuracy: 0.8605
195/316 [=================>............] - ETA: 29s - loss: 0.3034 - accuracy: 0.8606
196/316 [=================>............] - ETA: 29s - loss: 0.3032 - accuracy: 0.8607
197/316 [=================>............] - ETA: 29s - loss: 0.3034 - accuracy: 0.8610
198/316 [=================>............] - ETA: 28s - loss: 0.3026 - accuracy: 0.8617
199/316 [=================>............] - ETA: 28s - loss: 0.3038 - accuracy: 0.8612
200/316 [=================>............] - ETA: 28s - loss: 0.3037 - accuracy: 0.8616
201/316 [==================>...........] - ETA: 28s - loss: 0.3038 - accuracy: 0.8610
202/316 [==================>...........] - ETA: 27s - loss: 0.3044 - accuracy: 0.8605
203/316 [==================>...........] - ETA: 27s - loss: 0.3042 - accuracy: 0.8605
204/316 [==================>...........] - ETA: 27s - loss: 0.3038 - accuracy: 0.8609
205/316 [==================>...........] - ETA: 27s - loss: 0.3037 - accuracy: 0.8607
206/316 [==================>...........] - ETA: 27s - loss: 0.3035 - accuracy: 0.8607
207/316 [==================>...........] - ETA: 26s - loss: 0.3028 - accuracy: 0.8611
208/316 [==================>...........] - ETA: 26s - loss: 0.3028 - accuracy: 0.8612
209/316 [==================>...........] - ETA: 26s - loss: 0.3030 - accuracy: 0.8609
210/316 [==================>...........] - ETA: 26s - loss: 0.3042 - accuracy: 0.8601
211/316 [===================>..........] - ETA: 25s - loss: 0.3042 - accuracy: 0.8602
212/316 [===================>..........] - ETA: 25s - loss: 0.3036 - accuracy: 0.8606
213/316 [===================>..........] - ETA: 25s - loss: 0.3036 - accuracy: 0.8603
214/316 [===================>..........] - ETA: 24s - loss: 0.3030 - accuracy: 0.8607
215/316 [===================>..........] - ETA: 24s - loss: 0.3049 - accuracy: 0.8593
216/316 [===================>..........] - ETA: 24s - loss: 0.3058 - accuracy: 0.8585
217/316 [===================>..........] - ETA: 24s - loss: 0.3053 - accuracy: 0.8589
218/316 [===================>..........] - ETA: 23s - loss: 0.3060 - accuracy: 0.8587
219/316 [===================>..........] - ETA: 23s - loss: 0.3055 - accuracy: 0.8590
220/316 [===================>..........] - ETA: 23s - loss: 0.3072 - accuracy: 0.8577
221/316 [===================>..........] - ETA: 23s - loss: 0.3069 - accuracy: 0.8577
222/316 [====================>.........] - ETA: 23s - loss: 0.3068 - accuracy: 0.8578
223/316 [====================>.........] - ETA: 22s - loss: 0.3068 - accuracy: 0.8579
224/316 [====================>.........] - ETA: 22s - loss: 0.3074 - accuracy: 0.8574
225/316 [====================>.........] - ETA: 22s - loss: 0.3086 - accuracy: 0.8564
226/316 [====================>.........] - ETA: 22s - loss: 0.3079 - accuracy: 0.8570
227/316 [====================>.........] - ETA: 21s - loss: 0.3088 - accuracy: 0.8563
228/316 [====================>.........] - ETA: 21s - loss: 0.3088 - accuracy: 0.8566
229/316 [====================>.........] - ETA: 21s - loss: 0.3083 - accuracy: 0.8573
230/316 [====================>.........] - ETA: 20s - loss: 0.3084 - accuracy: 0.8571
231/316 [====================>.........] - ETA: 20s - loss: 0.3097 - accuracy: 0.8558
232/316 [=====================>........] - ETA: 20s - loss: 0.3098 - accuracy: 0.8561
233/316 [=====================>........] - ETA: 20s - loss: 0.3101 - accuracy: 0.8557
234/316 [=====================>........] - ETA: 19s - loss: 0.3095 - accuracy: 0.8563
235/316 [=====================>........] - ETA: 19s - loss: 0.3096 - accuracy: 0.8564
236/316 [=====================>........] - ETA: 19s - loss: 0.3094 - accuracy: 0.8565
237/316 [=====================>........] - ETA: 19s - loss: 0.3092 - accuracy: 0.8565
238/316 [=====================>........] - ETA: 18s - loss: 0.3093 - accuracy: 0.8564
239/316 [=====================>........] - ETA: 18s - loss: 0.3090 - accuracy: 0.8567
240/316 [=====================>........] - ETA: 18s - loss: 0.3087 - accuracy: 0.8570
241/316 [=====================>........] - ETA: 18s - loss: 0.3084 - accuracy: 0.8571
242/316 [=====================>........] - ETA: 18s - loss: 0.3086 - accuracy: 0.8572
243/316 [======================>.......] - ETA: 17s - loss: 0.3086 - accuracy: 0.8573
244/316 [======================>.......] - ETA: 17s - loss: 0.3085 - accuracy: 0.8571
245/316 [======================>.......] - ETA: 17s - loss: 0.3087 - accuracy: 0.8569
246/316 [======================>.......] - ETA: 17s - loss: 0.3095 - accuracy: 0.8559
247/316 [======================>.......] - ETA: 16s - loss: 0.3096 - accuracy: 0.8558
248/316 [======================>.......] - ETA: 16s - loss: 0.3099 - accuracy: 0.8556
249/316 [======================>.......] - ETA: 16s - loss: 0.3093 - accuracy: 0.8559
250/316 [======================>.......] - ETA: 16s - loss: 0.3093 - accuracy: 0.8562
251/316 [======================>.......] - ETA: 15s - loss: 0.3096 - accuracy: 0.8563
252/316 [======================>.......] - ETA: 15s - loss: 0.3093 - accuracy: 0.8566
253/316 [=======================>......] - ETA: 15s - loss: 0.3087 - accuracy: 0.8572
254/316 [=======================>......] - ETA: 15s - loss: 0.3085 - accuracy: 0.8575
255/316 [=======================>......] - ETA: 14s - loss: 0.3090 - accuracy: 0.8571
256/316 [=======================>......] - ETA: 14s - loss: 0.3086 - accuracy: 0.8574
257/316 [=======================>......] - ETA: 14s - loss: 0.3084 - accuracy: 0.8575
258/316 [=======================>......] - ETA: 14s - loss: 0.3079 - accuracy: 0.8576
259/316 [=======================>......] - ETA: 14s - loss: 0.3079 - accuracy: 0.8576
260/316 [=======================>......] - ETA: 13s - loss: 0.3076 - accuracy: 0.8577
261/316 [=======================>......] - ETA: 13s - loss: 0.3069 - accuracy: 0.8582
262/316 [=======================>......] - ETA: 13s - loss: 0.3067 - accuracy: 0.8583
263/316 [=======================>......] - ETA: 12s - loss: 0.3068 - accuracy: 0.8584
264/316 [========================>.....] - ETA: 12s - loss: 0.3085 - accuracy: 0.8575
265/316 [========================>.....] - ETA: 12s - loss: 0.3084 - accuracy: 0.8573
266/316 [========================>.....] - ETA: 12s - loss: 0.3094 - accuracy: 0.8571
267/316 [========================>.....] - ETA: 11s - loss: 0.3096 - accuracy: 0.8572
268/316 [========================>.....] - ETA: 11s - loss: 0.3094 - accuracy: 0.8573
269/316 [========================>.....] - ETA: 11s - loss: 0.3089 - accuracy: 0.8576
270/316 [========================>.....] - ETA: 11s - loss: 0.3088 - accuracy: 0.8576
271/316 [========================>.....] - ETA: 10s - loss: 0.3091 - accuracy: 0.8572
272/316 [========================>.....] - ETA: 10s - loss: 0.3091 - accuracy: 0.8573
273/316 [========================>.....] - ETA: 10s - loss: 0.3092 - accuracy: 0.8571
274/316 [=========================>....] - ETA: 10s - loss: 0.3096 - accuracy: 0.8570
275/316 [=========================>....] - ETA: 10s - loss: 0.3092 - accuracy: 0.8573
276/316 [=========================>....] - ETA: 9s - loss: 0.3089 - accuracy: 0.8573 
277/316 [=========================>....] - ETA: 9s - loss: 0.3086 - accuracy: 0.8574
278/316 [=========================>....] - ETA: 9s - loss: 0.3091 - accuracy: 0.8570
279/316 [=========================>....] - ETA: 9s - loss: 0.3094 - accuracy: 0.8566
280/316 [=========================>....] - ETA: 8s - loss: 0.3091 - accuracy: 0.8567
281/316 [=========================>....] - ETA: 8s - loss: 0.3090 - accuracy: 0.8568
282/316 [=========================>....] - ETA: 8s - loss: 0.3095 - accuracy: 0.8566
283/316 [=========================>....] - ETA: 8s - loss: 0.3092 - accuracy: 0.8567
284/316 [=========================>....] - ETA: 7s - loss: 0.3090 - accuracy: 0.8570
285/316 [==========================>...] - ETA: 7s - loss: 0.3086 - accuracy: 0.8572
286/316 [==========================>...] - ETA: 7s - loss: 0.3080 - accuracy: 0.8575
287/316 [==========================>...] - ETA: 7s - loss: 0.3085 - accuracy: 0.8571
288/316 [==========================>...] - ETA: 6s - loss: 0.3087 - accuracy: 0.8572
289/316 [==========================>...] - ETA: 6s - loss: 0.3087 - accuracy: 0.8573
290/316 [==========================>...] - ETA: 6s - loss: 0.3080 - accuracy: 0.8578
291/316 [==========================>...] - ETA: 6s - loss: 0.3080 - accuracy: 0.8578
292/316 [==========================>...] - ETA: 5s - loss: 0.3084 - accuracy: 0.8577
293/316 [==========================>...] - ETA: 5s - loss: 0.3083 - accuracy: 0.8575
294/316 [==========================>...] - ETA: 5s - loss: 0.3090 - accuracy: 0.8571
295/316 [===========================>..] - ETA: 5s - loss: 0.3084 - accuracy: 0.8574
296/316 [===========================>..] - ETA: 4s - loss: 0.3077 - accuracy: 0.8579
297/316 [===========================>..] - ETA: 4s - loss: 0.3077 - accuracy: 0.8577
298/316 [===========================>..] - ETA: 4s - loss: 0.3076 - accuracy: 0.8578
299/316 [===========================>..] - ETA: 4s - loss: 0.3084 - accuracy: 0.8577
300/316 [===========================>..] - ETA: 3s - loss: 0.3087 - accuracy: 0.8577
301/316 [===========================>..] - ETA: 3s - loss: 0.3085 - accuracy: 0.8580
302/316 [===========================>..] - ETA: 3s - loss: 0.3091 - accuracy: 0.8574
303/316 [===========================>..] - ETA: 3s - loss: 0.3093 - accuracy: 0.8573
304/316 [===========================>..] - ETA: 2s - loss: 0.3093 - accuracy: 0.8571
305/316 [===========================>..] - ETA: 2s - loss: 0.3087 - accuracy: 0.8576
306/316 [============================>.] - ETA: 2s - loss: 0.3092 - accuracy: 0.8570
307/316 [============================>.] - ETA: 2s - loss: 0.3088 - accuracy: 0.8569
308/316 [============================>.] - ETA: 1s - loss: 0.3087 - accuracy: 0.8569
309/316 [============================>.] - ETA: 1s - loss: 0.3085 - accuracy: 0.8570
310/316 [============================>.] - ETA: 1s - loss: 0.3085 - accuracy: 0.8569
311/316 [============================>.] - ETA: 1s - loss: 0.3090 - accuracy: 0.8569
312/316 [============================>.] - ETA: 0s - loss: 0.3093 - accuracy: 0.8568
313/316 [============================>.] - ETA: 0s - loss: 0.3094 - accuracy: 0.8566
314/316 [============================>.] - ETA: 0s - loss: 0.3088 - accuracy: 0.8571
315/316 [============================>.] - ETA: 0s - loss: 0.3090 - accuracy: 0.8567
316/316 [==============================] - 77s 245ms/step - loss: 0.3089 - accuracy: 0.8567

316/316 [==============================] - 82s 259ms/step - loss: 0.3089 - accuracy: 0.8567 - val_loss: 0.2444 - val_accuracy: 0.8891
Epoch 68/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.1896 - accuracy: 0.9375
  2/316 [..............................] - ETA: 1:05 - loss: 0.2445 - accuracy: 0.9062
  3/316 [..............................] - ETA: 1:01 - loss: 0.2357 - accuracy: 0.9167
  4/316 [..............................] - ETA: 59s - loss: 0.2879 - accuracy: 0.8594 
  5/316 [..............................] - ETA: 59s - loss: 0.3496 - accuracy: 0.8375
  6/316 [..............................] - ETA: 1:19 - loss: 0.3727 - accuracy: 0.8229
  7/316 [..............................] - ETA: 1:37 - loss: 0.3341 - accuracy: 0.8482
  8/316 [..............................] - ETA: 1:31 - loss: 0.3728 - accuracy: 0.8281
  9/316 [..............................] - ETA: 1:27 - loss: 0.3490 - accuracy: 0.8403
 10/316 [..............................] - ETA: 1:23 - loss: 0.3326 - accuracy: 0.8438
 11/316 [>.............................] - ETA: 1:21 - loss: 0.3250 - accuracy: 0.8466
 12/316 [>.............................] - ETA: 1:19 - loss: 0.3139 - accuracy: 0.8490
 13/316 [>.............................] - ETA: 1:16 - loss: 0.3088 - accuracy: 0.8558
 14/316 [>.............................] - ETA: 1:15 - loss: 0.3130 - accuracy: 0.8527
 15/316 [>.............................] - ETA: 1:13 - loss: 0.3081 - accuracy: 0.8583
 16/316 [>.............................] - ETA: 1:12 - loss: 0.3116 - accuracy: 0.8555
 17/316 [>.............................] - ETA: 1:10 - loss: 0.3054 - accuracy: 0.8603
 18/316 [>.............................] - ETA: 1:10 - loss: 0.2972 - accuracy: 0.8681
 19/316 [>.............................] - ETA: 1:09 - loss: 0.2879 - accuracy: 0.8750
 20/316 [>.............................] - ETA: 1:08 - loss: 0.2806 - accuracy: 0.8781
 21/316 [>.............................] - ETA: 1:07 - loss: 0.2762 - accuracy: 0.8780
 22/316 [=>............................] - ETA: 1:06 - loss: 0.2858 - accuracy: 0.8778
 23/316 [=>............................] - ETA: 1:07 - loss: 0.2881 - accuracy: 0.8750
 24/316 [=>............................] - ETA: 1:11 - loss: 0.2872 - accuracy: 0.8750
 25/316 [=>............................] - ETA: 1:13 - loss: 0.2874 - accuracy: 0.8725
 26/316 [=>............................] - ETA: 1:12 - loss: 0.2889 - accuracy: 0.8678
 27/316 [=>............................] - ETA: 1:11 - loss: 0.2890 - accuracy: 0.8681
 28/316 [=>............................] - ETA: 1:10 - loss: 0.2867 - accuracy: 0.8705
 29/316 [=>............................] - ETA: 1:09 - loss: 0.2916 - accuracy: 0.8621
 30/316 [=>............................] - ETA: 1:08 - loss: 0.2955 - accuracy: 0.8625
 31/316 [=>............................] - ETA: 1:08 - loss: 0.2976 - accuracy: 0.8609
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.2990 - accuracy: 0.8613
 33/316 [==>...........................] - ETA: 1:06 - loss: 0.3066 - accuracy: 0.8542
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3064 - accuracy: 0.8548
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.2998 - accuracy: 0.8589
 36/316 [==>...........................] - ETA: 1:04 - loss: 0.2991 - accuracy: 0.8611
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.2938 - accuracy: 0.8649
 38/316 [==>...........................] - ETA: 1:03 - loss: 0.2944 - accuracy: 0.8635
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.2983 - accuracy: 0.8606
 40/316 [==>...........................] - ETA: 1:02 - loss: 0.2931 - accuracy: 0.8641
 41/316 [==>...........................] - ETA: 1:04 - loss: 0.2897 - accuracy: 0.8674
 42/316 [==>...........................] - ETA: 1:06 - loss: 0.2861 - accuracy: 0.8705
 43/316 [===>..........................] - ETA: 1:06 - loss: 0.2861 - accuracy: 0.8692
 44/316 [===>..........................] - ETA: 1:05 - loss: 0.2845 - accuracy: 0.8707
 45/316 [===>..........................] - ETA: 1:05 - loss: 0.2837 - accuracy: 0.8694
 46/316 [===>..........................] - ETA: 1:04 - loss: 0.2856 - accuracy: 0.8682
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.2899 - accuracy: 0.8657
 48/316 [===>..........................] - ETA: 1:03 - loss: 0.2906 - accuracy: 0.8633
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.2877 - accuracy: 0.8635
 50/316 [===>..........................] - ETA: 1:02 - loss: 0.2901 - accuracy: 0.8612
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.2893 - accuracy: 0.8627
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.2899 - accuracy: 0.8606
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.2867 - accuracy: 0.8632
 54/316 [====>.........................] - ETA: 1:00 - loss: 0.2840 - accuracy: 0.8646
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.2851 - accuracy: 0.8648
 56/316 [====>.........................] - ETA: 59s - loss: 0.2850 - accuracy: 0.8661 
 57/316 [====>.........................] - ETA: 59s - loss: 0.2835 - accuracy: 0.8662
 58/316 [====>.........................] - ETA: 1:00 - loss: 0.2867 - accuracy: 0.8653
 59/316 [====>.........................] - ETA: 1:02 - loss: 0.2861 - accuracy: 0.8655
 60/316 [====>.........................] - ETA: 1:01 - loss: 0.2828 - accuracy: 0.8677
 61/316 [====>.........................] - ETA: 1:01 - loss: 0.2811 - accuracy: 0.8678
 62/316 [====>.........................] - ETA: 1:00 - loss: 0.2813 - accuracy: 0.8679
 63/316 [====>.........................] - ETA: 1:00 - loss: 0.2804 - accuracy: 0.8681
 64/316 [=====>........................] - ETA: 59s - loss: 0.2799 - accuracy: 0.8672 
 65/316 [=====>........................] - ETA: 59s - loss: 0.2806 - accuracy: 0.8683
 66/316 [=====>........................] - ETA: 58s - loss: 0.2776 - accuracy: 0.8693
 67/316 [=====>........................] - ETA: 58s - loss: 0.2797 - accuracy: 0.8675
 68/316 [=====>........................] - ETA: 58s - loss: 0.2790 - accuracy: 0.8686
 69/316 [=====>........................] - ETA: 57s - loss: 0.2767 - accuracy: 0.8687
 70/316 [=====>........................] - ETA: 57s - loss: 0.2819 - accuracy: 0.8634
 71/316 [=====>........................] - ETA: 56s - loss: 0.2820 - accuracy: 0.8627
 72/316 [=====>........................] - ETA: 56s - loss: 0.2808 - accuracy: 0.8637
 73/316 [=====>........................] - ETA: 56s - loss: 0.2797 - accuracy: 0.8656
 74/316 [======>.......................] - ETA: 55s - loss: 0.2805 - accuracy: 0.8640
 75/316 [======>.......................] - ETA: 56s - loss: 0.2795 - accuracy: 0.8650
 76/316 [======>.......................] - ETA: 57s - loss: 0.2772 - accuracy: 0.8668
 77/316 [======>.......................] - ETA: 57s - loss: 0.2772 - accuracy: 0.8653
 78/316 [======>.......................] - ETA: 58s - loss: 0.2788 - accuracy: 0.8646
 79/316 [======>.......................] - ETA: 58s - loss: 0.2784 - accuracy: 0.8655
 80/316 [======>.......................] - ETA: 58s - loss: 0.2798 - accuracy: 0.8648
 81/316 [======>.......................] - ETA: 57s - loss: 0.2786 - accuracy: 0.8657
 82/316 [======>.......................] - ETA: 57s - loss: 0.2778 - accuracy: 0.8666
 83/316 [======>.......................] - ETA: 56s - loss: 0.2771 - accuracy: 0.8667
 84/316 [======>.......................] - ETA: 56s - loss: 0.2779 - accuracy: 0.8661
 85/316 [=======>......................] - ETA: 55s - loss: 0.2774 - accuracy: 0.8662
 86/316 [=======>......................] - ETA: 55s - loss: 0.2769 - accuracy: 0.8663
 87/316 [=======>......................] - ETA: 55s - loss: 0.2775 - accuracy: 0.8657
 88/316 [=======>......................] - ETA: 55s - loss: 0.2761 - accuracy: 0.8665
 89/316 [=======>......................] - ETA: 54s - loss: 0.2804 - accuracy: 0.8659
 90/316 [=======>......................] - ETA: 54s - loss: 0.2834 - accuracy: 0.8646
 91/316 [=======>......................] - ETA: 53s - loss: 0.2829 - accuracy: 0.8654
 92/316 [=======>......................] - ETA: 53s - loss: 0.2828 - accuracy: 0.8655
 93/316 [=======>......................] - ETA: 53s - loss: 0.2822 - accuracy: 0.8663
 94/316 [=======>......................] - ETA: 53s - loss: 0.2811 - accuracy: 0.8677
 95/316 [========>.....................] - ETA: 54s - loss: 0.2835 - accuracy: 0.8658
 96/316 [========>.....................] - ETA: 53s - loss: 0.2837 - accuracy: 0.8659
 97/316 [========>.....................] - ETA: 53s - loss: 0.2841 - accuracy: 0.8653
 98/316 [========>.....................] - ETA: 53s - loss: 0.2846 - accuracy: 0.8648
 99/316 [========>.....................] - ETA: 52s - loss: 0.2872 - accuracy: 0.8630
100/316 [========>.....................] - ETA: 52s - loss: 0.2887 - accuracy: 0.8619
101/316 [========>.....................] - ETA: 52s - loss: 0.2889 - accuracy: 0.8614
102/316 [========>.....................] - ETA: 51s - loss: 0.2904 - accuracy: 0.8597
103/316 [========>.....................] - ETA: 51s - loss: 0.2896 - accuracy: 0.8598
104/316 [========>.....................] - ETA: 51s - loss: 0.2879 - accuracy: 0.8612
105/316 [========>.....................] - ETA: 50s - loss: 0.2880 - accuracy: 0.8619
106/316 [=========>....................] - ETA: 50s - loss: 0.2903 - accuracy: 0.8597
107/316 [=========>....................] - ETA: 50s - loss: 0.2902 - accuracy: 0.8592
108/316 [=========>....................] - ETA: 49s - loss: 0.2920 - accuracy: 0.8588
109/316 [=========>....................] - ETA: 49s - loss: 0.2923 - accuracy: 0.8584
110/316 [=========>....................] - ETA: 49s - loss: 0.2914 - accuracy: 0.8591
111/316 [=========>....................] - ETA: 49s - loss: 0.2920 - accuracy: 0.8587
112/316 [=========>....................] - ETA: 49s - loss: 0.2909 - accuracy: 0.8594
113/316 [=========>....................] - ETA: 49s - loss: 0.2915 - accuracy: 0.8590
114/316 [=========>....................] - ETA: 49s - loss: 0.2918 - accuracy: 0.8591
115/316 [=========>....................] - ETA: 48s - loss: 0.2924 - accuracy: 0.8592
116/316 [==========>...................] - ETA: 48s - loss: 0.2926 - accuracy: 0.8594
117/316 [==========>...................] - ETA: 48s - loss: 0.2933 - accuracy: 0.8584
118/316 [==========>...................] - ETA: 47s - loss: 0.2923 - accuracy: 0.8596
119/316 [==========>...................] - ETA: 47s - loss: 0.2929 - accuracy: 0.8592
120/316 [==========>...................] - ETA: 47s - loss: 0.2925 - accuracy: 0.8599
121/316 [==========>...................] - ETA: 46s - loss: 0.2932 - accuracy: 0.8590
122/316 [==========>...................] - ETA: 46s - loss: 0.2927 - accuracy: 0.8601
123/316 [==========>...................] - ETA: 46s - loss: 0.2933 - accuracy: 0.8598
124/316 [==========>...................] - ETA: 45s - loss: 0.2929 - accuracy: 0.8599
125/316 [==========>...................] - ETA: 45s - loss: 0.2930 - accuracy: 0.8605
126/316 [==========>...................] - ETA: 45s - loss: 0.2929 - accuracy: 0.8611
127/316 [===========>..................] - ETA: 44s - loss: 0.2950 - accuracy: 0.8593
128/316 [===========>..................] - ETA: 44s - loss: 0.2950 - accuracy: 0.8594
129/316 [===========>..................] - ETA: 45s - loss: 0.2954 - accuracy: 0.8590
130/316 [===========>..................] - ETA: 45s - loss: 0.2953 - accuracy: 0.8596
131/316 [===========>..................] - ETA: 44s - loss: 0.2941 - accuracy: 0.8602
132/316 [===========>..................] - ETA: 44s - loss: 0.2946 - accuracy: 0.8603
133/316 [===========>..................] - ETA: 44s - loss: 0.2946 - accuracy: 0.8600
134/316 [===========>..................] - ETA: 43s - loss: 0.2938 - accuracy: 0.8605
135/316 [===========>..................] - ETA: 43s - loss: 0.2947 - accuracy: 0.8597
136/316 [===========>..................] - ETA: 43s - loss: 0.2939 - accuracy: 0.8603
137/316 [============>.................] - ETA: 43s - loss: 0.2927 - accuracy: 0.8609
138/316 [============>.................] - ETA: 43s - loss: 0.2917 - accuracy: 0.8614
139/316 [============>.................] - ETA: 43s - loss: 0.2926 - accuracy: 0.8611
140/316 [============>.................] - ETA: 42s - loss: 0.2944 - accuracy: 0.8603
141/316 [============>.................] - ETA: 42s - loss: 0.2953 - accuracy: 0.8608
142/316 [============>.................] - ETA: 42s - loss: 0.2945 - accuracy: 0.8614
143/316 [============>.................] - ETA: 42s - loss: 0.2937 - accuracy: 0.8615
144/316 [============>.................] - ETA: 42s - loss: 0.2937 - accuracy: 0.8615
145/316 [============>.................] - ETA: 42s - loss: 0.2936 - accuracy: 0.8616
146/316 [============>.................] - ETA: 41s - loss: 0.2942 - accuracy: 0.8617
147/316 [============>.................] - ETA: 41s - loss: 0.2957 - accuracy: 0.8610
148/316 [=============>................] - ETA: 41s - loss: 0.2964 - accuracy: 0.8606
149/316 [=============>................] - ETA: 40s - loss: 0.2966 - accuracy: 0.8603
150/316 [=============>................] - ETA: 40s - loss: 0.2969 - accuracy: 0.8600
151/316 [=============>................] - ETA: 40s - loss: 0.2967 - accuracy: 0.8601
152/316 [=============>................] - ETA: 40s - loss: 0.2975 - accuracy: 0.8598
153/316 [=============>................] - ETA: 39s - loss: 0.2968 - accuracy: 0.8603
154/316 [=============>................] - ETA: 39s - loss: 0.2973 - accuracy: 0.8600
155/316 [=============>................] - ETA: 39s - loss: 0.2965 - accuracy: 0.8605
156/316 [=============>................] - ETA: 38s - loss: 0.2983 - accuracy: 0.8586
157/316 [=============>................] - ETA: 38s - loss: 0.2996 - accuracy: 0.8575
158/316 [==============>...............] - ETA: 38s - loss: 0.2994 - accuracy: 0.8576
159/316 [==============>...............] - ETA: 38s - loss: 0.2984 - accuracy: 0.8585
160/316 [==============>...............] - ETA: 38s - loss: 0.2992 - accuracy: 0.8578
161/316 [==============>...............] - ETA: 38s - loss: 0.3000 - accuracy: 0.8568
162/316 [==============>...............] - ETA: 37s - loss: 0.2997 - accuracy: 0.8569
163/316 [==============>...............] - ETA: 37s - loss: 0.2996 - accuracy: 0.8570
164/316 [==============>...............] - ETA: 37s - loss: 0.2986 - accuracy: 0.8579
165/316 [==============>...............] - ETA: 36s - loss: 0.2997 - accuracy: 0.8564
166/316 [==============>...............] - ETA: 36s - loss: 0.3009 - accuracy: 0.8558
167/316 [==============>...............] - ETA: 36s - loss: 0.2998 - accuracy: 0.8563
168/316 [==============>...............] - ETA: 36s - loss: 0.3008 - accuracy: 0.8557
169/316 [===============>..............] - ETA: 35s - loss: 0.3006 - accuracy: 0.8554
170/316 [===============>..............] - ETA: 35s - loss: 0.3004 - accuracy: 0.8562
171/316 [===============>..............] - ETA: 35s - loss: 0.2995 - accuracy: 0.8564
172/316 [===============>..............] - ETA: 34s - loss: 0.2986 - accuracy: 0.8572
173/316 [===============>..............] - ETA: 34s - loss: 0.2986 - accuracy: 0.8569
174/316 [===============>..............] - ETA: 34s - loss: 0.2980 - accuracy: 0.8574
175/316 [===============>..............] - ETA: 34s - loss: 0.2978 - accuracy: 0.8571
176/316 [===============>..............] - ETA: 33s - loss: 0.2986 - accuracy: 0.8565
177/316 [===============>..............] - ETA: 33s - loss: 0.2990 - accuracy: 0.8556
178/316 [===============>..............] - ETA: 33s - loss: 0.2984 - accuracy: 0.8560
179/316 [===============>..............] - ETA: 33s - loss: 0.2979 - accuracy: 0.8561
180/316 [================>.............] - ETA: 33s - loss: 0.2982 - accuracy: 0.8562
181/316 [================>.............] - ETA: 32s - loss: 0.2976 - accuracy: 0.8560
182/316 [================>.............] - ETA: 32s - loss: 0.2970 - accuracy: 0.8565
183/316 [================>.............] - ETA: 32s - loss: 0.2973 - accuracy: 0.8566
184/316 [================>.............] - ETA: 32s - loss: 0.2966 - accuracy: 0.8570
185/316 [================>.............] - ETA: 31s - loss: 0.2965 - accuracy: 0.8574
186/316 [================>.............] - ETA: 31s - loss: 0.2986 - accuracy: 0.8555
187/316 [================>.............] - ETA: 31s - loss: 0.2991 - accuracy: 0.8556
188/316 [================>.............] - ETA: 30s - loss: 0.2986 - accuracy: 0.8561
189/316 [================>.............] - ETA: 30s - loss: 0.2992 - accuracy: 0.8552
190/316 [=================>............] - ETA: 30s - loss: 0.2989 - accuracy: 0.8553
191/316 [=================>............] - ETA: 30s - loss: 0.2990 - accuracy: 0.8554
192/316 [=================>............] - ETA: 29s - loss: 0.2985 - accuracy: 0.8558
193/316 [=================>............] - ETA: 29s - loss: 0.2991 - accuracy: 0.8556
194/316 [=================>............] - ETA: 29s - loss: 0.2996 - accuracy: 0.8550
195/316 [=================>............] - ETA: 29s - loss: 0.2989 - accuracy: 0.8554
196/316 [=================>............] - ETA: 29s - loss: 0.2988 - accuracy: 0.8555
197/316 [=================>............] - ETA: 28s - loss: 0.2998 - accuracy: 0.8556
198/316 [=================>............] - ETA: 28s - loss: 0.3001 - accuracy: 0.8551
199/316 [=================>............] - ETA: 28s - loss: 0.3008 - accuracy: 0.8546
200/316 [=================>............] - ETA: 28s - loss: 0.2999 - accuracy: 0.8553
201/316 [==================>...........] - ETA: 27s - loss: 0.3000 - accuracy: 0.8551
202/316 [==================>...........] - ETA: 27s - loss: 0.3000 - accuracy: 0.8552
203/316 [==================>...........] - ETA: 27s - loss: 0.2997 - accuracy: 0.8556
204/316 [==================>...........] - ETA: 27s - loss: 0.3002 - accuracy: 0.8554
205/316 [==================>...........] - ETA: 26s - loss: 0.2998 - accuracy: 0.8558
206/316 [==================>...........] - ETA: 26s - loss: 0.3002 - accuracy: 0.8553
207/316 [==================>...........] - ETA: 26s - loss: 0.3010 - accuracy: 0.8551
208/316 [==================>...........] - ETA: 25s - loss: 0.3019 - accuracy: 0.8549
209/316 [==================>...........] - ETA: 25s - loss: 0.3020 - accuracy: 0.8550
210/316 [==================>...........] - ETA: 25s - loss: 0.3016 - accuracy: 0.8554
211/316 [===================>..........] - ETA: 25s - loss: 0.3014 - accuracy: 0.8557
212/316 [===================>..........] - ETA: 25s - loss: 0.3015 - accuracy: 0.8558
213/316 [===================>..........] - ETA: 24s - loss: 0.3019 - accuracy: 0.8553
214/316 [===================>..........] - ETA: 24s - loss: 0.3015 - accuracy: 0.8557
215/316 [===================>..........] - ETA: 24s - loss: 0.3011 - accuracy: 0.8561
216/316 [===================>..........] - ETA: 24s - loss: 0.3008 - accuracy: 0.8565
217/316 [===================>..........] - ETA: 23s - loss: 0.3005 - accuracy: 0.8566
218/316 [===================>..........] - ETA: 23s - loss: 0.3000 - accuracy: 0.8569
219/316 [===================>..........] - ETA: 23s - loss: 0.3006 - accuracy: 0.8564
220/316 [===================>..........] - ETA: 23s - loss: 0.3009 - accuracy: 0.8562
221/316 [===================>..........] - ETA: 22s - loss: 0.3009 - accuracy: 0.8563
222/316 [====================>.........] - ETA: 22s - loss: 0.3000 - accuracy: 0.8567
223/316 [====================>.........] - ETA: 22s - loss: 0.2994 - accuracy: 0.8571
224/316 [====================>.........] - ETA: 22s - loss: 0.2983 - accuracy: 0.8577
225/316 [====================>.........] - ETA: 22s - loss: 0.2981 - accuracy: 0.8578
226/316 [====================>.........] - ETA: 22s - loss: 0.2975 - accuracy: 0.8581
227/316 [====================>.........] - ETA: 21s - loss: 0.2980 - accuracy: 0.8577
228/316 [====================>.........] - ETA: 21s - loss: 0.2975 - accuracy: 0.8580
229/316 [====================>.........] - ETA: 21s - loss: 0.2978 - accuracy: 0.8578
230/316 [====================>.........] - ETA: 21s - loss: 0.2977 - accuracy: 0.8582
231/316 [====================>.........] - ETA: 20s - loss: 0.2975 - accuracy: 0.8582
232/316 [=====================>........] - ETA: 20s - loss: 0.2973 - accuracy: 0.8586
233/316 [=====================>........] - ETA: 20s - loss: 0.2978 - accuracy: 0.8584
234/316 [=====================>........] - ETA: 20s - loss: 0.2977 - accuracy: 0.8584
235/316 [=====================>........] - ETA: 19s - loss: 0.2981 - accuracy: 0.8582
236/316 [=====================>........] - ETA: 19s - loss: 0.2978 - accuracy: 0.8581
237/316 [=====================>........] - ETA: 19s - loss: 0.2978 - accuracy: 0.8581
238/316 [=====================>........] - ETA: 18s - loss: 0.2977 - accuracy: 0.8582
239/316 [=====================>........] - ETA: 18s - loss: 0.2982 - accuracy: 0.8577
240/316 [=====================>........] - ETA: 18s - loss: 0.2988 - accuracy: 0.8573
241/316 [=====================>........] - ETA: 18s - loss: 0.2981 - accuracy: 0.8576
242/316 [=====================>........] - ETA: 17s - loss: 0.2983 - accuracy: 0.8574
243/316 [======================>.......] - ETA: 17s - loss: 0.2982 - accuracy: 0.8573
244/316 [======================>.......] - ETA: 17s - loss: 0.2996 - accuracy: 0.8563
245/316 [======================>.......] - ETA: 17s - loss: 0.2991 - accuracy: 0.8569
246/316 [======================>.......] - ETA: 17s - loss: 0.2992 - accuracy: 0.8570
247/316 [======================>.......] - ETA: 16s - loss: 0.2988 - accuracy: 0.8570
248/316 [======================>.......] - ETA: 16s - loss: 0.2988 - accuracy: 0.8569
249/316 [======================>.......] - ETA: 16s - loss: 0.2986 - accuracy: 0.8569
250/316 [======================>.......] - ETA: 16s - loss: 0.2982 - accuracy: 0.8572
251/316 [======================>.......] - ETA: 15s - loss: 0.2981 - accuracy: 0.8576
252/316 [======================>.......] - ETA: 15s - loss: 0.2979 - accuracy: 0.8579
253/316 [=======================>......] - ETA: 15s - loss: 0.2983 - accuracy: 0.8572
254/316 [=======================>......] - ETA: 15s - loss: 0.2984 - accuracy: 0.8570
255/316 [=======================>......] - ETA: 14s - loss: 0.2994 - accuracy: 0.8566
256/316 [=======================>......] - ETA: 14s - loss: 0.2991 - accuracy: 0.8569
257/316 [=======================>......] - ETA: 14s - loss: 0.2986 - accuracy: 0.8575
258/316 [=======================>......] - ETA: 14s - loss: 0.2990 - accuracy: 0.8573
259/316 [=======================>......] - ETA: 14s - loss: 0.2996 - accuracy: 0.8571
260/316 [=======================>......] - ETA: 13s - loss: 0.3007 - accuracy: 0.8575
261/316 [=======================>......] - ETA: 13s - loss: 0.3008 - accuracy: 0.8570
262/316 [=======================>......] - ETA: 13s - loss: 0.3003 - accuracy: 0.8571
263/316 [=======================>......] - ETA: 13s - loss: 0.3004 - accuracy: 0.8569
264/316 [========================>.....] - ETA: 12s - loss: 0.3003 - accuracy: 0.8570
265/316 [========================>.....] - ETA: 12s - loss: 0.2998 - accuracy: 0.8573
266/316 [========================>.....] - ETA: 12s - loss: 0.2995 - accuracy: 0.8574
267/316 [========================>.....] - ETA: 12s - loss: 0.2992 - accuracy: 0.8577
268/316 [========================>.....] - ETA: 11s - loss: 0.2996 - accuracy: 0.8575
269/316 [========================>.....] - ETA: 11s - loss: 0.3002 - accuracy: 0.8569
270/316 [========================>.....] - ETA: 11s - loss: 0.2997 - accuracy: 0.8572
271/316 [========================>.....] - ETA: 10s - loss: 0.3004 - accuracy: 0.8568
272/316 [========================>.....] - ETA: 10s - loss: 0.3005 - accuracy: 0.8564
273/316 [========================>.....] - ETA: 10s - loss: 0.3003 - accuracy: 0.8567
274/316 [=========================>....] - ETA: 10s - loss: 0.3005 - accuracy: 0.8565
275/316 [=========================>....] - ETA: 10s - loss: 0.3006 - accuracy: 0.8564
276/316 [=========================>....] - ETA: 9s - loss: 0.3011 - accuracy: 0.8560 
277/316 [=========================>....] - ETA: 9s - loss: 0.3007 - accuracy: 0.8565
278/316 [=========================>....] - ETA: 9s - loss: 0.3000 - accuracy: 0.8570
279/316 [=========================>....] - ETA: 9s - loss: 0.2996 - accuracy: 0.8573
280/316 [=========================>....] - ETA: 8s - loss: 0.2993 - accuracy: 0.8576
281/316 [=========================>....] - ETA: 8s - loss: 0.2995 - accuracy: 0.8574
282/316 [=========================>....] - ETA: 8s - loss: 0.3000 - accuracy: 0.8570
283/316 [=========================>....] - ETA: 8s - loss: 0.2998 - accuracy: 0.8571
284/316 [=========================>....] - ETA: 7s - loss: 0.3008 - accuracy: 0.8563
285/316 [==========================>...] - ETA: 7s - loss: 0.3008 - accuracy: 0.8564
286/316 [==========================>...] - ETA: 7s - loss: 0.3003 - accuracy: 0.8566
287/316 [==========================>...] - ETA: 7s - loss: 0.3009 - accuracy: 0.8565
288/316 [==========================>...] - ETA: 6s - loss: 0.3007 - accuracy: 0.8566
289/316 [==========================>...] - ETA: 6s - loss: 0.3003 - accuracy: 0.8568
290/316 [==========================>...] - ETA: 6s - loss: 0.3004 - accuracy: 0.8565
291/316 [==========================>...] - ETA: 6s - loss: 0.3013 - accuracy: 0.8563
292/316 [==========================>...] - ETA: 5s - loss: 0.3011 - accuracy: 0.8562
293/316 [==========================>...] - ETA: 5s - loss: 0.3010 - accuracy: 0.8564
294/316 [==========================>...] - ETA: 5s - loss: 0.3015 - accuracy: 0.8561
295/316 [===========================>..] - ETA: 5s - loss: 0.3020 - accuracy: 0.8557
296/316 [===========================>..] - ETA: 4s - loss: 0.3030 - accuracy: 0.8554
297/316 [===========================>..] - ETA: 4s - loss: 0.3032 - accuracy: 0.8552
298/316 [===========================>..] - ETA: 4s - loss: 0.3036 - accuracy: 0.8551
299/316 [===========================>..] - ETA: 4s - loss: 0.3037 - accuracy: 0.8549
300/316 [===========================>..] - ETA: 3s - loss: 0.3048 - accuracy: 0.8546
301/316 [===========================>..] - ETA: 3s - loss: 0.3050 - accuracy: 0.8544
302/316 [===========================>..] - ETA: 3s - loss: 0.3050 - accuracy: 0.8543
303/316 [===========================>..] - ETA: 3s - loss: 0.3052 - accuracy: 0.8544
304/316 [===========================>..] - ETA: 2s - loss: 0.3047 - accuracy: 0.8546
305/316 [===========================>..] - ETA: 2s - loss: 0.3048 - accuracy: 0.8545
306/316 [============================>.] - ETA: 2s - loss: 0.3050 - accuracy: 0.8542
307/316 [============================>.] - ETA: 2s - loss: 0.3051 - accuracy: 0.8542
308/316 [============================>.] - ETA: 1s - loss: 0.3045 - accuracy: 0.8547
309/316 [============================>.] - ETA: 1s - loss: 0.3039 - accuracy: 0.8552
310/316 [============================>.] - ETA: 1s - loss: 0.3037 - accuracy: 0.8554
311/316 [============================>.] - ETA: 1s - loss: 0.3033 - accuracy: 0.8557
312/316 [============================>.] - ETA: 0s - loss: 0.3031 - accuracy: 0.8560
313/316 [============================>.] - ETA: 0s - loss: 0.3034 - accuracy: 0.8558
314/316 [============================>.] - ETA: 0s - loss: 0.3037 - accuracy: 0.8555
315/316 [============================>.] - ETA: 0s - loss: 0.3040 - accuracy: 0.8554
316/316 [==============================] - 78s 246ms/step - loss: 0.3045 - accuracy: 0.8549

316/316 [==============================] - 82s 259ms/step - loss: 0.3045 - accuracy: 0.8549 - val_loss: 0.2393 - val_accuracy: 0.8946
Epoch 69/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.3211 - accuracy: 0.8750
  2/316 [..............................] - ETA: 1:00 - loss: 0.3151 - accuracy: 0.8438
  3/316 [..............................] - ETA: 1:00 - loss: 0.2937 - accuracy: 0.8333
  4/316 [..............................] - ETA: 1:00 - loss: 0.3041 - accuracy: 0.8438
  5/316 [..............................] - ETA: 59s - loss: 0.3380 - accuracy: 0.8375 
  6/316 [..............................] - ETA: 1:00 - loss: 0.3179 - accuracy: 0.8438
  7/316 [..............................] - ETA: 59s - loss: 0.2867 - accuracy: 0.8661 
  8/316 [..............................] - ETA: 59s - loss: 0.2740 - accuracy: 0.8672
  9/316 [..............................] - ETA: 58s - loss: 0.2652 - accuracy: 0.8750
 10/316 [..............................] - ETA: 59s - loss: 0.2521 - accuracy: 0.8875
 11/316 [>.............................] - ETA: 1:11 - loss: 0.2614 - accuracy: 0.8807
 12/316 [>.............................] - ETA: 1:18 - loss: 0.2507 - accuracy: 0.8854
 13/316 [>.............................] - ETA: 1:16 - loss: 0.2695 - accuracy: 0.8798
 14/316 [>.............................] - ETA: 1:14 - loss: 0.2806 - accuracy: 0.8750
 15/316 [>.............................] - ETA: 1:13 - loss: 0.2803 - accuracy: 0.8750
 16/316 [>.............................] - ETA: 1:12 - loss: 0.2813 - accuracy: 0.8750
 17/316 [>.............................] - ETA: 1:11 - loss: 0.2761 - accuracy: 0.8787
 18/316 [>.............................] - ETA: 1:09 - loss: 0.2676 - accuracy: 0.8854
 19/316 [>.............................] - ETA: 1:08 - loss: 0.2656 - accuracy: 0.8849
 20/316 [>.............................] - ETA: 1:08 - loss: 0.2675 - accuracy: 0.8844
 21/316 [>.............................] - ETA: 1:07 - loss: 0.2723 - accuracy: 0.8750
 22/316 [=>............................] - ETA: 1:06 - loss: 0.2819 - accuracy: 0.8722
 23/316 [=>............................] - ETA: 1:05 - loss: 0.2841 - accuracy: 0.8696
 24/316 [=>............................] - ETA: 1:05 - loss: 0.2826 - accuracy: 0.8698
 25/316 [=>............................] - ETA: 1:04 - loss: 0.2851 - accuracy: 0.8700
 26/316 [=>............................] - ETA: 1:03 - loss: 0.2829 - accuracy: 0.8726
 27/316 [=>............................] - ETA: 1:03 - loss: 0.2884 - accuracy: 0.8634
 28/316 [=>............................] - ETA: 1:06 - loss: 0.2898 - accuracy: 0.8594
 29/316 [=>............................] - ETA: 1:10 - loss: 0.2903 - accuracy: 0.8599
 30/316 [=>............................] - ETA: 1:09 - loss: 0.2885 - accuracy: 0.8604
 31/316 [=>............................] - ETA: 1:08 - loss: 0.2872 - accuracy: 0.8609
 32/316 [==>...........................] - ETA: 1:08 - loss: 0.2811 - accuracy: 0.8652
 33/316 [==>...........................] - ETA: 1:07 - loss: 0.2825 - accuracy: 0.8636
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.2787 - accuracy: 0.8676
 35/316 [==>...........................] - ETA: 1:06 - loss: 0.2776 - accuracy: 0.8679
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.2764 - accuracy: 0.8715
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.2810 - accuracy: 0.8682
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.2922 - accuracy: 0.8651
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.2874 - accuracy: 0.8670
 40/316 [==>...........................] - ETA: 1:03 - loss: 0.2879 - accuracy: 0.8641
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.2913 - accuracy: 0.8628
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.2912 - accuracy: 0.8631
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.2870 - accuracy: 0.8663
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.2854 - accuracy: 0.8679
 45/316 [===>..........................] - ETA: 1:03 - loss: 0.2864 - accuracy: 0.8667
 46/316 [===>..........................] - ETA: 1:05 - loss: 0.2889 - accuracy: 0.8641
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.2951 - accuracy: 0.8617
 48/316 [===>..........................] - ETA: 1:04 - loss: 0.2922 - accuracy: 0.8646
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.2955 - accuracy: 0.8622
 50/316 [===>..........................] - ETA: 1:03 - loss: 0.2992 - accuracy: 0.8587
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.2957 - accuracy: 0.8603
 52/316 [===>..........................] - ETA: 1:02 - loss: 0.2953 - accuracy: 0.8594
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.2955 - accuracy: 0.8597
 54/316 [====>.........................] - ETA: 1:01 - loss: 0.2958 - accuracy: 0.8600
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.2958 - accuracy: 0.8591
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.2985 - accuracy: 0.8583
 57/316 [====>.........................] - ETA: 59s - loss: 0.3007 - accuracy: 0.8575 
 58/316 [====>.........................] - ETA: 59s - loss: 0.3017 - accuracy: 0.8578
 59/316 [====>.........................] - ETA: 59s - loss: 0.3003 - accuracy: 0.8570
 60/316 [====>.........................] - ETA: 58s - loss: 0.2970 - accuracy: 0.8594
 61/316 [====>.........................] - ETA: 58s - loss: 0.2962 - accuracy: 0.8596
 62/316 [====>.........................] - ETA: 59s - loss: 0.2988 - accuracy: 0.8579
 63/316 [====>.........................] - ETA: 1:00 - loss: 0.2967 - accuracy: 0.8591
 64/316 [=====>........................] - ETA: 1:00 - loss: 0.2961 - accuracy: 0.8594
 65/316 [=====>........................] - ETA: 59s - loss: 0.2966 - accuracy: 0.8596 
 66/316 [=====>........................] - ETA: 59s - loss: 0.2956 - accuracy: 0.8589
 67/316 [=====>........................] - ETA: 58s - loss: 0.2919 - accuracy: 0.8610
 68/316 [=====>........................] - ETA: 58s - loss: 0.2929 - accuracy: 0.8612
 69/316 [=====>........................] - ETA: 58s - loss: 0.2930 - accuracy: 0.8614
 70/316 [=====>........................] - ETA: 57s - loss: 0.2934 - accuracy: 0.8607
 71/316 [=====>........................] - ETA: 57s - loss: 0.2912 - accuracy: 0.8618
 72/316 [=====>........................] - ETA: 57s - loss: 0.2957 - accuracy: 0.8594
 73/316 [=====>........................] - ETA: 56s - loss: 0.2953 - accuracy: 0.8596
 74/316 [======>.......................] - ETA: 56s - loss: 0.2961 - accuracy: 0.8590
 75/316 [======>.......................] - ETA: 55s - loss: 0.2951 - accuracy: 0.8592
 76/316 [======>.......................] - ETA: 55s - loss: 0.2940 - accuracy: 0.8594
 77/316 [======>.......................] - ETA: 55s - loss: 0.2930 - accuracy: 0.8604
 78/316 [======>.......................] - ETA: 54s - loss: 0.2941 - accuracy: 0.8606
 79/316 [======>.......................] - ETA: 55s - loss: 0.2932 - accuracy: 0.8608
 80/316 [======>.......................] - ETA: 55s - loss: 0.2934 - accuracy: 0.8602
 81/316 [======>.......................] - ETA: 56s - loss: 0.2926 - accuracy: 0.8603
 82/316 [======>.......................] - ETA: 57s - loss: 0.2947 - accuracy: 0.8598
 83/316 [======>.......................] - ETA: 56s - loss: 0.2929 - accuracy: 0.8614
 84/316 [======>.......................] - ETA: 56s - loss: 0.2961 - accuracy: 0.8601
 85/316 [=======>......................] - ETA: 56s - loss: 0.2959 - accuracy: 0.8596
 86/316 [=======>......................] - ETA: 55s - loss: 0.2976 - accuracy: 0.8590
 87/316 [=======>......................] - ETA: 55s - loss: 0.2971 - accuracy: 0.8592
 88/316 [=======>......................] - ETA: 54s - loss: 0.2958 - accuracy: 0.8601
 89/316 [=======>......................] - ETA: 54s - loss: 0.2980 - accuracy: 0.8610
 90/316 [=======>......................] - ETA: 54s - loss: 0.2981 - accuracy: 0.8604
 91/316 [=======>......................] - ETA: 53s - loss: 0.3008 - accuracy: 0.8585
 92/316 [=======>......................] - ETA: 53s - loss: 0.3004 - accuracy: 0.8580
 93/316 [=======>......................] - ETA: 53s - loss: 0.3031 - accuracy: 0.8555
 94/316 [=======>......................] - ETA: 53s - loss: 0.3026 - accuracy: 0.8564
 95/316 [========>.....................] - ETA: 54s - loss: 0.3006 - accuracy: 0.8579
 96/316 [========>.....................] - ETA: 54s - loss: 0.3013 - accuracy: 0.8574
 97/316 [========>.....................] - ETA: 54s - loss: 0.3013 - accuracy: 0.8576
 98/316 [========>.....................] - ETA: 54s - loss: 0.3011 - accuracy: 0.8578
 99/316 [========>.....................] - ETA: 54s - loss: 0.3031 - accuracy: 0.8567
100/316 [========>.....................] - ETA: 53s - loss: 0.3037 - accuracy: 0.8569
101/316 [========>.....................] - ETA: 53s - loss: 0.3027 - accuracy: 0.8571
102/316 [========>.....................] - ETA: 52s - loss: 0.3024 - accuracy: 0.8566
103/316 [========>.....................] - ETA: 52s - loss: 0.3039 - accuracy: 0.8562
104/316 [========>.....................] - ETA: 52s - loss: 0.3043 - accuracy: 0.8564
105/316 [========>.....................] - ETA: 51s - loss: 0.3083 - accuracy: 0.8536
106/316 [=========>....................] - ETA: 51s - loss: 0.3090 - accuracy: 0.8538
107/316 [=========>....................] - ETA: 51s - loss: 0.3091 - accuracy: 0.8528
108/316 [=========>....................] - ETA: 50s - loss: 0.3078 - accuracy: 0.8536
109/316 [=========>....................] - ETA: 50s - loss: 0.3074 - accuracy: 0.8538
110/316 [=========>....................] - ETA: 50s - loss: 0.3059 - accuracy: 0.8551
111/316 [=========>....................] - ETA: 49s - loss: 0.3043 - accuracy: 0.8564
112/316 [=========>....................] - ETA: 49s - loss: 0.3057 - accuracy: 0.8555
113/316 [=========>....................] - ETA: 49s - loss: 0.3062 - accuracy: 0.8545
114/316 [=========>....................] - ETA: 50s - loss: 0.3082 - accuracy: 0.8542
115/316 [=========>....................] - ETA: 49s - loss: 0.3068 - accuracy: 0.8554
116/316 [==========>...................] - ETA: 49s - loss: 0.3068 - accuracy: 0.8561
117/316 [==========>...................] - ETA: 49s - loss: 0.3069 - accuracy: 0.8558
118/316 [==========>...................] - ETA: 48s - loss: 0.3073 - accuracy: 0.8554
119/316 [==========>...................] - ETA: 48s - loss: 0.3076 - accuracy: 0.8556
120/316 [==========>...................] - ETA: 48s - loss: 0.3079 - accuracy: 0.8557
121/316 [==========>...................] - ETA: 47s - loss: 0.3085 - accuracy: 0.8554
122/316 [==========>...................] - ETA: 47s - loss: 0.3092 - accuracy: 0.8550
123/316 [==========>...................] - ETA: 47s - loss: 0.3081 - accuracy: 0.8562
124/316 [==========>...................] - ETA: 46s - loss: 0.3081 - accuracy: 0.8564
125/316 [==========>...................] - ETA: 46s - loss: 0.3090 - accuracy: 0.8565
126/316 [==========>...................] - ETA: 46s - loss: 0.3073 - accuracy: 0.8576
127/316 [===========>..................] - ETA: 45s - loss: 0.3069 - accuracy: 0.8578
128/316 [===========>..................] - ETA: 45s - loss: 0.3063 - accuracy: 0.8584
129/316 [===========>..................] - ETA: 45s - loss: 0.3073 - accuracy: 0.8580
130/316 [===========>..................] - ETA: 45s - loss: 0.3060 - accuracy: 0.8582
131/316 [===========>..................] - ETA: 45s - loss: 0.3052 - accuracy: 0.8588
132/316 [===========>..................] - ETA: 45s - loss: 0.3055 - accuracy: 0.8584
133/316 [===========>..................] - ETA: 44s - loss: 0.3068 - accuracy: 0.8571
134/316 [===========>..................] - ETA: 44s - loss: 0.3088 - accuracy: 0.8559
135/316 [===========>..................] - ETA: 44s - loss: 0.3110 - accuracy: 0.8546
136/316 [===========>..................] - ETA: 43s - loss: 0.3113 - accuracy: 0.8543
137/316 [============>.................] - ETA: 43s - loss: 0.3117 - accuracy: 0.8540
138/316 [============>.................] - ETA: 43s - loss: 0.3114 - accuracy: 0.8542
139/316 [============>.................] - ETA: 43s - loss: 0.3109 - accuracy: 0.8543
140/316 [============>.................] - ETA: 42s - loss: 0.3120 - accuracy: 0.8540
141/316 [============>.................] - ETA: 42s - loss: 0.3119 - accuracy: 0.8537
142/316 [============>.................] - ETA: 42s - loss: 0.3118 - accuracy: 0.8534
143/316 [============>.................] - ETA: 41s - loss: 0.3110 - accuracy: 0.8531
144/316 [============>.................] - ETA: 41s - loss: 0.3106 - accuracy: 0.8537
145/316 [============>.................] - ETA: 41s - loss: 0.3122 - accuracy: 0.8530
146/316 [============>.................] - ETA: 40s - loss: 0.3117 - accuracy: 0.8536
147/316 [============>.................] - ETA: 40s - loss: 0.3116 - accuracy: 0.8533
148/316 [=============>................] - ETA: 41s - loss: 0.3134 - accuracy: 0.8526
149/316 [=============>................] - ETA: 40s - loss: 0.3135 - accuracy: 0.8532
150/316 [=============>................] - ETA: 40s - loss: 0.3130 - accuracy: 0.8529
151/316 [=============>................] - ETA: 40s - loss: 0.3128 - accuracy: 0.8526
152/316 [=============>................] - ETA: 39s - loss: 0.3123 - accuracy: 0.8528
153/316 [=============>................] - ETA: 39s - loss: 0.3121 - accuracy: 0.8529
154/316 [=============>................] - ETA: 39s - loss: 0.3124 - accuracy: 0.8531
155/316 [=============>................] - ETA: 39s - loss: 0.3122 - accuracy: 0.8528
156/316 [=============>................] - ETA: 38s - loss: 0.3110 - accuracy: 0.8538
157/316 [=============>................] - ETA: 38s - loss: 0.3113 - accuracy: 0.8531
158/316 [==============>...............] - ETA: 38s - loss: 0.3118 - accuracy: 0.8525
159/316 [==============>...............] - ETA: 37s - loss: 0.3131 - accuracy: 0.8510
160/316 [==============>...............] - ETA: 37s - loss: 0.3137 - accuracy: 0.8508
161/316 [==============>...............] - ETA: 37s - loss: 0.3148 - accuracy: 0.8505
162/316 [==============>...............] - ETA: 37s - loss: 0.3145 - accuracy: 0.8507
163/316 [==============>...............] - ETA: 36s - loss: 0.3155 - accuracy: 0.8497
164/316 [==============>...............] - ETA: 36s - loss: 0.3169 - accuracy: 0.8487
165/316 [==============>...............] - ETA: 36s - loss: 0.3153 - accuracy: 0.8496
166/316 [==============>...............] - ETA: 36s - loss: 0.3152 - accuracy: 0.8498
167/316 [==============>...............] - ETA: 36s - loss: 0.3153 - accuracy: 0.8496
168/316 [==============>...............] - ETA: 36s - loss: 0.3153 - accuracy: 0.8493
169/316 [===============>..............] - ETA: 36s - loss: 0.3144 - accuracy: 0.8499
170/316 [===============>..............] - ETA: 35s - loss: 0.3153 - accuracy: 0.8496
171/316 [===============>..............] - ETA: 35s - loss: 0.3150 - accuracy: 0.8498
172/316 [===============>..............] - ETA: 35s - loss: 0.3152 - accuracy: 0.8492
173/316 [===============>..............] - ETA: 35s - loss: 0.3148 - accuracy: 0.8493
174/316 [===============>..............] - ETA: 34s - loss: 0.3151 - accuracy: 0.8495
175/316 [===============>..............] - ETA: 34s - loss: 0.3146 - accuracy: 0.8496
176/316 [===============>..............] - ETA: 34s - loss: 0.3150 - accuracy: 0.8494
177/316 [===============>..............] - ETA: 33s - loss: 0.3140 - accuracy: 0.8499
178/316 [===============>..............] - ETA: 33s - loss: 0.3133 - accuracy: 0.8504
179/316 [===============>..............] - ETA: 33s - loss: 0.3128 - accuracy: 0.8509
180/316 [================>.............] - ETA: 33s - loss: 0.3134 - accuracy: 0.8507
181/316 [================>.............] - ETA: 33s - loss: 0.3145 - accuracy: 0.8505
182/316 [================>.............] - ETA: 33s - loss: 0.3139 - accuracy: 0.8506
183/316 [================>.............] - ETA: 33s - loss: 0.3142 - accuracy: 0.8504
184/316 [================>.............] - ETA: 32s - loss: 0.3140 - accuracy: 0.8509
185/316 [================>.............] - ETA: 32s - loss: 0.3149 - accuracy: 0.8500
186/316 [================>.............] - ETA: 32s - loss: 0.3145 - accuracy: 0.8505
187/316 [================>.............] - ETA: 32s - loss: 0.3156 - accuracy: 0.8493
188/316 [================>.............] - ETA: 31s - loss: 0.3156 - accuracy: 0.8491
189/316 [================>.............] - ETA: 31s - loss: 0.3153 - accuracy: 0.8492
190/316 [=================>............] - ETA: 31s - loss: 0.3155 - accuracy: 0.8497
191/316 [=================>............] - ETA: 30s - loss: 0.3154 - accuracy: 0.8498
192/316 [=================>............] - ETA: 30s - loss: 0.3150 - accuracy: 0.8499
193/316 [=================>............] - ETA: 30s - loss: 0.3151 - accuracy: 0.8494
194/316 [=================>............] - ETA: 30s - loss: 0.3149 - accuracy: 0.8495
195/316 [=================>............] - ETA: 29s - loss: 0.3153 - accuracy: 0.8490
196/316 [=================>............] - ETA: 29s - loss: 0.3148 - accuracy: 0.8495
197/316 [=================>............] - ETA: 29s - loss: 0.3142 - accuracy: 0.8496
198/316 [=================>............] - ETA: 29s - loss: 0.3147 - accuracy: 0.8494
199/316 [=================>............] - ETA: 29s - loss: 0.3144 - accuracy: 0.8496
200/316 [=================>............] - ETA: 28s - loss: 0.3141 - accuracy: 0.8497
201/316 [==================>...........] - ETA: 28s - loss: 0.3133 - accuracy: 0.8504
202/316 [==================>...........] - ETA: 28s - loss: 0.3134 - accuracy: 0.8502
203/316 [==================>...........] - ETA: 27s - loss: 0.3129 - accuracy: 0.8504
204/316 [==================>...........] - ETA: 27s - loss: 0.3132 - accuracy: 0.8505
205/316 [==================>...........] - ETA: 27s - loss: 0.3121 - accuracy: 0.8512
206/316 [==================>...........] - ETA: 27s - loss: 0.3119 - accuracy: 0.8513
207/316 [==================>...........] - ETA: 26s - loss: 0.3123 - accuracy: 0.8514
208/316 [==================>...........] - ETA: 26s - loss: 0.3131 - accuracy: 0.8510
209/316 [==================>...........] - ETA: 26s - loss: 0.3130 - accuracy: 0.8511
210/316 [==================>...........] - ETA: 26s - loss: 0.3144 - accuracy: 0.8506
211/316 [===================>..........] - ETA: 25s - loss: 0.3138 - accuracy: 0.8510
212/316 [===================>..........] - ETA: 25s - loss: 0.3143 - accuracy: 0.8505
213/316 [===================>..........] - ETA: 25s - loss: 0.3145 - accuracy: 0.8506
214/316 [===================>..........] - ETA: 24s - loss: 0.3154 - accuracy: 0.8499
215/316 [===================>..........] - ETA: 24s - loss: 0.3152 - accuracy: 0.8500
216/316 [===================>..........] - ETA: 24s - loss: 0.3155 - accuracy: 0.8498
217/316 [===================>..........] - ETA: 24s - loss: 0.3154 - accuracy: 0.8502
218/316 [===================>..........] - ETA: 24s - loss: 0.3157 - accuracy: 0.8503
219/316 [===================>..........] - ETA: 23s - loss: 0.3156 - accuracy: 0.8505
220/316 [===================>..........] - ETA: 23s - loss: 0.3154 - accuracy: 0.8506
221/316 [===================>..........] - ETA: 23s - loss: 0.3156 - accuracy: 0.8501
222/316 [====================>.........] - ETA: 23s - loss: 0.3151 - accuracy: 0.8505
223/316 [====================>.........] - ETA: 22s - loss: 0.3154 - accuracy: 0.8501
224/316 [====================>.........] - ETA: 22s - loss: 0.3147 - accuracy: 0.8502
225/316 [====================>.........] - ETA: 22s - loss: 0.3146 - accuracy: 0.8503
226/316 [====================>.........] - ETA: 22s - loss: 0.3146 - accuracy: 0.8507
227/316 [====================>.........] - ETA: 21s - loss: 0.3145 - accuracy: 0.8508
228/316 [====================>.........] - ETA: 21s - loss: 0.3138 - accuracy: 0.8514
229/316 [====================>.........] - ETA: 21s - loss: 0.3142 - accuracy: 0.8513
230/316 [====================>.........] - ETA: 20s - loss: 0.3140 - accuracy: 0.8514
231/316 [====================>.........] - ETA: 20s - loss: 0.3153 - accuracy: 0.8509
232/316 [=====================>........] - ETA: 20s - loss: 0.3158 - accuracy: 0.8502
233/316 [=====================>........] - ETA: 20s - loss: 0.3171 - accuracy: 0.8490
234/316 [=====================>........] - ETA: 20s - loss: 0.3179 - accuracy: 0.8486
235/316 [=====================>........] - ETA: 19s - loss: 0.3190 - accuracy: 0.8476
236/316 [=====================>........] - ETA: 19s - loss: 0.3187 - accuracy: 0.8477
237/316 [=====================>........] - ETA: 19s - loss: 0.3184 - accuracy: 0.8478
238/316 [=====================>........] - ETA: 19s - loss: 0.3179 - accuracy: 0.8485
239/316 [=====================>........] - ETA: 18s - loss: 0.3173 - accuracy: 0.8488
240/316 [=====================>........] - ETA: 18s - loss: 0.3169 - accuracy: 0.8492
241/316 [=====================>........] - ETA: 18s - loss: 0.3168 - accuracy: 0.8491
242/316 [=====================>........] - ETA: 18s - loss: 0.3167 - accuracy: 0.8489
243/316 [======================>.......] - ETA: 17s - loss: 0.3162 - accuracy: 0.8490
244/316 [======================>.......] - ETA: 17s - loss: 0.3168 - accuracy: 0.8486
245/316 [======================>.......] - ETA: 17s - loss: 0.3170 - accuracy: 0.8482
246/316 [======================>.......] - ETA: 17s - loss: 0.3165 - accuracy: 0.8483
247/316 [======================>.......] - ETA: 16s - loss: 0.3161 - accuracy: 0.8487
248/316 [======================>.......] - ETA: 16s - loss: 0.3159 - accuracy: 0.8485
249/316 [======================>.......] - ETA: 16s - loss: 0.3163 - accuracy: 0.8486
250/316 [======================>.......] - ETA: 16s - loss: 0.3154 - accuracy: 0.8493
251/316 [======================>.......] - ETA: 15s - loss: 0.3145 - accuracy: 0.8499
252/316 [======================>.......] - ETA: 15s - loss: 0.3146 - accuracy: 0.8500
253/316 [=======================>......] - ETA: 15s - loss: 0.3138 - accuracy: 0.8500
254/316 [=======================>......] - ETA: 15s - loss: 0.3143 - accuracy: 0.8492
255/316 [=======================>......] - ETA: 14s - loss: 0.3150 - accuracy: 0.8490
256/316 [=======================>......] - ETA: 14s - loss: 0.3153 - accuracy: 0.8489
257/316 [=======================>......] - ETA: 14s - loss: 0.3153 - accuracy: 0.8490
258/316 [=======================>......] - ETA: 14s - loss: 0.3159 - accuracy: 0.8488
259/316 [=======================>......] - ETA: 13s - loss: 0.3156 - accuracy: 0.8487
260/316 [=======================>......] - ETA: 13s - loss: 0.3154 - accuracy: 0.8488
261/316 [=======================>......] - ETA: 13s - loss: 0.3149 - accuracy: 0.8489
262/316 [=======================>......] - ETA: 13s - loss: 0.3146 - accuracy: 0.8490
263/316 [=======================>......] - ETA: 12s - loss: 0.3155 - accuracy: 0.8486
264/316 [========================>.....] - ETA: 12s - loss: 0.3149 - accuracy: 0.8490
265/316 [========================>.....] - ETA: 12s - loss: 0.3158 - accuracy: 0.8488
266/316 [========================>.....] - ETA: 12s - loss: 0.3161 - accuracy: 0.8489
267/316 [========================>.....] - ETA: 12s - loss: 0.3157 - accuracy: 0.8490
268/316 [========================>.....] - ETA: 11s - loss: 0.3153 - accuracy: 0.8493
269/316 [========================>.....] - ETA: 11s - loss: 0.3151 - accuracy: 0.8497
270/316 [========================>.....] - ETA: 11s - loss: 0.3151 - accuracy: 0.8495
271/316 [========================>.....] - ETA: 11s - loss: 0.3148 - accuracy: 0.8496
272/316 [========================>.....] - ETA: 10s - loss: 0.3147 - accuracy: 0.8497
273/316 [========================>.....] - ETA: 10s - loss: 0.3142 - accuracy: 0.8500
274/316 [=========================>....] - ETA: 10s - loss: 0.3141 - accuracy: 0.8501
275/316 [=========================>....] - ETA: 9s - loss: 0.3141 - accuracy: 0.8500 
276/316 [=========================>....] - ETA: 9s - loss: 0.3140 - accuracy: 0.8503
277/316 [=========================>....] - ETA: 9s - loss: 0.3138 - accuracy: 0.8502
278/316 [=========================>....] - ETA: 9s - loss: 0.3136 - accuracy: 0.8503
279/316 [=========================>....] - ETA: 8s - loss: 0.3140 - accuracy: 0.8495
280/316 [=========================>....] - ETA: 8s - loss: 0.3139 - accuracy: 0.8496
281/316 [=========================>....] - ETA: 8s - loss: 0.3140 - accuracy: 0.8494
282/316 [=========================>....] - ETA: 8s - loss: 0.3137 - accuracy: 0.8500
283/316 [=========================>....] - ETA: 8s - loss: 0.3131 - accuracy: 0.8505
284/316 [=========================>....] - ETA: 7s - loss: 0.3131 - accuracy: 0.8506
285/316 [==========================>...] - ETA: 7s - loss: 0.3134 - accuracy: 0.8504
286/316 [==========================>...] - ETA: 7s - loss: 0.3134 - accuracy: 0.8507
287/316 [==========================>...] - ETA: 7s - loss: 0.3135 - accuracy: 0.8510
288/316 [==========================>...] - ETA: 6s - loss: 0.3169 - accuracy: 0.8505
289/316 [==========================>...] - ETA: 6s - loss: 0.3168 - accuracy: 0.8506
290/316 [==========================>...] - ETA: 6s - loss: 0.3164 - accuracy: 0.8509
291/316 [==========================>...] - ETA: 6s - loss: 0.3166 - accuracy: 0.8501
292/316 [==========================>...] - ETA: 5s - loss: 0.3164 - accuracy: 0.8504
293/316 [==========================>...] - ETA: 5s - loss: 0.3164 - accuracy: 0.8503
294/316 [==========================>...] - ETA: 5s - loss: 0.3169 - accuracy: 0.8499
295/316 [===========================>..] - ETA: 5s - loss: 0.3171 - accuracy: 0.8498
296/316 [===========================>..] - ETA: 4s - loss: 0.3172 - accuracy: 0.8495
297/316 [===========================>..] - ETA: 4s - loss: 0.3178 - accuracy: 0.8493
298/316 [===========================>..] - ETA: 4s - loss: 0.3178 - accuracy: 0.8492
299/316 [===========================>..] - ETA: 4s - loss: 0.3180 - accuracy: 0.8491
300/316 [===========================>..] - ETA: 3s - loss: 0.3178 - accuracy: 0.8492
301/316 [===========================>..] - ETA: 3s - loss: 0.3174 - accuracy: 0.8493
302/316 [===========================>..] - ETA: 3s - loss: 0.3178 - accuracy: 0.8491
303/316 [===========================>..] - ETA: 3s - loss: 0.3174 - accuracy: 0.8496
304/316 [===========================>..] - ETA: 2s - loss: 0.3172 - accuracy: 0.8501
305/316 [===========================>..] - ETA: 2s - loss: 0.3175 - accuracy: 0.8496
306/316 [============================>.] - ETA: 2s - loss: 0.3181 - accuracy: 0.8493
307/316 [============================>.] - ETA: 2s - loss: 0.3178 - accuracy: 0.8496
308/316 [============================>.] - ETA: 1s - loss: 0.3182 - accuracy: 0.8490
309/316 [============================>.] - ETA: 1s - loss: 0.3186 - accuracy: 0.8487
310/316 [============================>.] - ETA: 1s - loss: 0.3189 - accuracy: 0.8484
311/316 [============================>.] - ETA: 1s - loss: 0.3190 - accuracy: 0.8483
312/316 [============================>.] - ETA: 0s - loss: 0.3188 - accuracy: 0.8484
313/316 [============================>.] - ETA: 0s - loss: 0.3186 - accuracy: 0.8482
314/316 [============================>.] - ETA: 0s - loss: 0.3185 - accuracy: 0.8483
315/316 [============================>.] - ETA: 0s - loss: 0.3182 - accuracy: 0.8488
316/316 [==============================] - 77s 243ms/step - loss: 0.3186 - accuracy: 0.8486

316/316 [==============================] - 81s 257ms/step - loss: 0.3186 - accuracy: 0.8486 - val_loss: 0.2390 - val_accuracy: 0.8962
Epoch 70/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.4223 - accuracy: 0.7500
  2/316 [..............................] - ETA: 1:01 - loss: 0.3367 - accuracy: 0.8125
  3/316 [..............................] - ETA: 1:44 - loss: 0.4074 - accuracy: 0.7708
  4/316 [..............................] - ETA: 2:10 - loss: 0.3552 - accuracy: 0.8125
  5/316 [..............................] - ETA: 1:54 - loss: 0.3668 - accuracy: 0.8000
  6/316 [..............................] - ETA: 1:42 - loss: 0.3268 - accuracy: 0.8333
  7/316 [..............................] - ETA: 1:34 - loss: 0.3451 - accuracy: 0.8304
  8/316 [..............................] - ETA: 1:29 - loss: 0.3377 - accuracy: 0.8359
  9/316 [..............................] - ETA: 1:25 - loss: 0.3354 - accuracy: 0.8333
 10/316 [..............................] - ETA: 1:22 - loss: 0.3266 - accuracy: 0.8313
 11/316 [>.............................] - ETA: 1:19 - loss: 0.3110 - accuracy: 0.8409
 12/316 [>.............................] - ETA: 1:17 - loss: 0.3107 - accuracy: 0.8333
 13/316 [>.............................] - ETA: 1:15 - loss: 0.3264 - accuracy: 0.8269
 14/316 [>.............................] - ETA: 1:13 - loss: 0.3284 - accuracy: 0.8214
 15/316 [>.............................] - ETA: 1:13 - loss: 0.3210 - accuracy: 0.8292
 16/316 [>.............................] - ETA: 1:19 - loss: 0.3269 - accuracy: 0.8203
 17/316 [>.............................] - ETA: 1:24 - loss: 0.3256 - accuracy: 0.8272
 18/316 [>.............................] - ETA: 1:29 - loss: 0.3223 - accuracy: 0.8299
 19/316 [>.............................] - ETA: 1:30 - loss: 0.3270 - accuracy: 0.8289
 20/316 [>.............................] - ETA: 1:27 - loss: 0.3204 - accuracy: 0.8344
 21/316 [>.............................] - ETA: 1:25 - loss: 0.3155 - accuracy: 0.8423
 22/316 [=>............................] - ETA: 1:24 - loss: 0.3196 - accuracy: 0.8438
 23/316 [=>............................] - ETA: 1:22 - loss: 0.3098 - accuracy: 0.8505
 24/316 [=>............................] - ETA: 1:21 - loss: 0.3123 - accuracy: 0.8490
 25/316 [=>............................] - ETA: 1:20 - loss: 0.3078 - accuracy: 0.8525
 26/316 [=>............................] - ETA: 1:18 - loss: 0.3050 - accuracy: 0.8558
 27/316 [=>............................] - ETA: 1:17 - loss: 0.3026 - accuracy: 0.8565
 28/316 [=>............................] - ETA: 1:16 - loss: 0.3036 - accuracy: 0.8571
 29/316 [=>............................] - ETA: 1:15 - loss: 0.3007 - accuracy: 0.8578
 30/316 [=>............................] - ETA: 1:14 - loss: 0.3068 - accuracy: 0.8521
 31/316 [=>............................] - ETA: 1:13 - loss: 0.3011 - accuracy: 0.8569
 32/316 [==>...........................] - ETA: 1:12 - loss: 0.2977 - accuracy: 0.8574
 33/316 [==>...........................] - ETA: 1:11 - loss: 0.2958 - accuracy: 0.8580
 34/316 [==>...........................] - ETA: 1:11 - loss: 0.2958 - accuracy: 0.8566
 35/316 [==>...........................] - ETA: 1:13 - loss: 0.2997 - accuracy: 0.8571
 36/316 [==>...........................] - ETA: 1:15 - loss: 0.3022 - accuracy: 0.8559
 37/316 [==>...........................] - ETA: 1:14 - loss: 0.3003 - accuracy: 0.8564
 38/316 [==>...........................] - ETA: 1:13 - loss: 0.2986 - accuracy: 0.8569
 39/316 [==>...........................] - ETA: 1:13 - loss: 0.2969 - accuracy: 0.8574
 40/316 [==>...........................] - ETA: 1:12 - loss: 0.2966 - accuracy: 0.8594
 41/316 [==>...........................] - ETA: 1:11 - loss: 0.2956 - accuracy: 0.8582
 42/316 [==>...........................] - ETA: 1:10 - loss: 0.2948 - accuracy: 0.8601
 43/316 [===>..........................] - ETA: 1:10 - loss: 0.2941 - accuracy: 0.8605
 44/316 [===>..........................] - ETA: 1:09 - loss: 0.2894 - accuracy: 0.8622
 45/316 [===>..........................] - ETA: 1:08 - loss: 0.2873 - accuracy: 0.8639
 46/316 [===>..........................] - ETA: 1:08 - loss: 0.2961 - accuracy: 0.8573
 47/316 [===>..........................] - ETA: 1:07 - loss: 0.2992 - accuracy: 0.8564
 48/316 [===>..........................] - ETA: 1:06 - loss: 0.2964 - accuracy: 0.8581
 49/316 [===>..........................] - ETA: 1:06 - loss: 0.2955 - accuracy: 0.8597
 50/316 [===>..........................] - ETA: 1:05 - loss: 0.2916 - accuracy: 0.8625
 51/316 [===>..........................] - ETA: 1:05 - loss: 0.2916 - accuracy: 0.8627
 52/316 [===>..........................] - ETA: 1:06 - loss: 0.2887 - accuracy: 0.8642
 53/316 [====>.........................] - ETA: 1:08 - loss: 0.2865 - accuracy: 0.8656
 54/316 [====>.........................] - ETA: 1:07 - loss: 0.2884 - accuracy: 0.8646
 55/316 [====>.........................] - ETA: 1:07 - loss: 0.2867 - accuracy: 0.8648
 56/316 [====>.........................] - ETA: 1:06 - loss: 0.2847 - accuracy: 0.8672
 57/316 [====>.........................] - ETA: 1:05 - loss: 0.2841 - accuracy: 0.8684
 58/316 [====>.........................] - ETA: 1:05 - loss: 0.2820 - accuracy: 0.8675
 59/316 [====>.........................] - ETA: 1:04 - loss: 0.2853 - accuracy: 0.8655
 60/316 [====>.........................] - ETA: 1:04 - loss: 0.2872 - accuracy: 0.8656
 61/316 [====>.........................] - ETA: 1:03 - loss: 0.2857 - accuracy: 0.8668
 62/316 [====>.........................] - ETA: 1:03 - loss: 0.2882 - accuracy: 0.8649
 63/316 [====>.........................] - ETA: 1:02 - loss: 0.2888 - accuracy: 0.8641
 64/316 [=====>........................] - ETA: 1:02 - loss: 0.2907 - accuracy: 0.8633
 65/316 [=====>........................] - ETA: 1:01 - loss: 0.2899 - accuracy: 0.8644
 66/316 [=====>........................] - ETA: 1:01 - loss: 0.2925 - accuracy: 0.8627
 67/316 [=====>........................] - ETA: 1:00 - loss: 0.2910 - accuracy: 0.8647
 68/316 [=====>........................] - ETA: 1:00 - loss: 0.2924 - accuracy: 0.8640
 69/316 [=====>........................] - ETA: 1:01 - loss: 0.2951 - accuracy: 0.8623
 70/316 [=====>........................] - ETA: 1:02 - loss: 0.2978 - accuracy: 0.8616
 71/316 [=====>........................] - ETA: 1:02 - loss: 0.2982 - accuracy: 0.8600
 72/316 [=====>........................] - ETA: 1:03 - loss: 0.3016 - accuracy: 0.8585
 73/316 [=====>........................] - ETA: 1:03 - loss: 0.2991 - accuracy: 0.8604
 74/316 [======>.......................] - ETA: 1:02 - loss: 0.3006 - accuracy: 0.8590
 75/316 [======>.......................] - ETA: 1:02 - loss: 0.3015 - accuracy: 0.8575
 76/316 [======>.......................] - ETA: 1:01 - loss: 0.3031 - accuracy: 0.8553
 77/316 [======>.......................] - ETA: 1:01 - loss: 0.3045 - accuracy: 0.8539
 78/316 [======>.......................] - ETA: 1:00 - loss: 0.3064 - accuracy: 0.8534
 79/316 [======>.......................] - ETA: 1:00 - loss: 0.3081 - accuracy: 0.8521
 80/316 [======>.......................] - ETA: 59s - loss: 0.3090 - accuracy: 0.8516 
 81/316 [======>.......................] - ETA: 59s - loss: 0.3074 - accuracy: 0.8534
 82/316 [======>.......................] - ETA: 59s - loss: 0.3081 - accuracy: 0.8521
 83/316 [======>.......................] - ETA: 58s - loss: 0.3062 - accuracy: 0.8539
 84/316 [======>.......................] - ETA: 58s - loss: 0.3054 - accuracy: 0.8542
 85/316 [=======>......................] - ETA: 57s - loss: 0.3053 - accuracy: 0.8529
 86/316 [=======>......................] - ETA: 57s - loss: 0.3042 - accuracy: 0.8539
 87/316 [=======>......................] - ETA: 56s - loss: 0.3055 - accuracy: 0.8520
 88/316 [=======>......................] - ETA: 57s - loss: 0.3054 - accuracy: 0.8523
 89/316 [=======>......................] - ETA: 58s - loss: 0.3044 - accuracy: 0.8532
 90/316 [=======>......................] - ETA: 57s - loss: 0.3054 - accuracy: 0.8521
 91/316 [=======>......................] - ETA: 57s - loss: 0.3057 - accuracy: 0.8516
 92/316 [=======>......................] - ETA: 56s - loss: 0.3071 - accuracy: 0.8505
 93/316 [=======>......................] - ETA: 56s - loss: 0.3071 - accuracy: 0.8508
 94/316 [=======>......................] - ETA: 56s - loss: 0.3066 - accuracy: 0.8517
 95/316 [========>.....................] - ETA: 55s - loss: 0.3075 - accuracy: 0.8507
 96/316 [========>.....................] - ETA: 55s - loss: 0.3061 - accuracy: 0.8516
 97/316 [========>.....................] - ETA: 54s - loss: 0.3062 - accuracy: 0.8512
 98/316 [========>.....................] - ETA: 54s - loss: 0.3046 - accuracy: 0.8520
 99/316 [========>.....................] - ETA: 54s - loss: 0.3053 - accuracy: 0.8516
100/316 [========>.....................] - ETA: 53s - loss: 0.3068 - accuracy: 0.8512
101/316 [========>.....................] - ETA: 53s - loss: 0.3053 - accuracy: 0.8515
102/316 [========>.....................] - ETA: 53s - loss: 0.3047 - accuracy: 0.8523
103/316 [========>.....................] - ETA: 52s - loss: 0.3052 - accuracy: 0.8513
104/316 [========>.....................] - ETA: 52s - loss: 0.3064 - accuracy: 0.8510
105/316 [========>.....................] - ETA: 52s - loss: 0.3058 - accuracy: 0.8512
106/316 [=========>....................] - ETA: 53s - loss: 0.3051 - accuracy: 0.8520
107/316 [=========>....................] - ETA: 52s - loss: 0.3051 - accuracy: 0.8522
108/316 [=========>....................] - ETA: 52s - loss: 0.3034 - accuracy: 0.8536
109/316 [=========>....................] - ETA: 51s - loss: 0.3019 - accuracy: 0.8549
110/316 [=========>....................] - ETA: 51s - loss: 0.3024 - accuracy: 0.8551
111/316 [=========>....................] - ETA: 51s - loss: 0.3025 - accuracy: 0.8553
112/316 [=========>....................] - ETA: 50s - loss: 0.3030 - accuracy: 0.8549
113/316 [=========>....................] - ETA: 50s - loss: 0.3019 - accuracy: 0.8556
114/316 [=========>....................] - ETA: 50s - loss: 0.3008 - accuracy: 0.8564
115/316 [=========>....................] - ETA: 49s - loss: 0.2997 - accuracy: 0.8571
116/316 [==========>...................] - ETA: 49s - loss: 0.2985 - accuracy: 0.8578
117/316 [==========>...................] - ETA: 49s - loss: 0.2972 - accuracy: 0.8590
118/316 [==========>...................] - ETA: 48s - loss: 0.2981 - accuracy: 0.8581
119/316 [==========>...................] - ETA: 48s - loss: 0.3002 - accuracy: 0.8571
120/316 [==========>...................] - ETA: 48s - loss: 0.2994 - accuracy: 0.8578
121/316 [==========>...................] - ETA: 47s - loss: 0.3009 - accuracy: 0.8569
122/316 [==========>...................] - ETA: 47s - loss: 0.3005 - accuracy: 0.8576
123/316 [==========>...................] - ETA: 48s - loss: 0.2994 - accuracy: 0.8582
124/316 [==========>...................] - ETA: 47s - loss: 0.2984 - accuracy: 0.8589
125/316 [==========>...................] - ETA: 47s - loss: 0.2984 - accuracy: 0.8595
126/316 [==========>...................] - ETA: 47s - loss: 0.2996 - accuracy: 0.8591
127/316 [===========>..................] - ETA: 46s - loss: 0.3008 - accuracy: 0.8578
128/316 [===========>..................] - ETA: 46s - loss: 0.3005 - accuracy: 0.8579
129/316 [===========>..................] - ETA: 46s - loss: 0.2996 - accuracy: 0.8585
130/316 [===========>..................] - ETA: 45s - loss: 0.3008 - accuracy: 0.8582
131/316 [===========>..................] - ETA: 45s - loss: 0.3008 - accuracy: 0.8588
132/316 [===========>..................] - ETA: 45s - loss: 0.2994 - accuracy: 0.8594
133/316 [===========>..................] - ETA: 44s - loss: 0.3010 - accuracy: 0.8581
134/316 [===========>..................] - ETA: 44s - loss: 0.3010 - accuracy: 0.8577
135/316 [===========>..................] - ETA: 44s - loss: 0.3010 - accuracy: 0.8579
136/316 [===========>..................] - ETA: 44s - loss: 0.3009 - accuracy: 0.8585
137/316 [============>.................] - ETA: 45s - loss: 0.3007 - accuracy: 0.8586
138/316 [============>.................] - ETA: 45s - loss: 0.3008 - accuracy: 0.8587
139/316 [============>.................] - ETA: 44s - loss: 0.2997 - accuracy: 0.8597
140/316 [============>.................] - ETA: 44s - loss: 0.2995 - accuracy: 0.8598
141/316 [============>.................] - ETA: 44s - loss: 0.2994 - accuracy: 0.8595
142/316 [============>.................] - ETA: 43s - loss: 0.2997 - accuracy: 0.8596
143/316 [============>.................] - ETA: 43s - loss: 0.2995 - accuracy: 0.8601
144/316 [============>.................] - ETA: 43s - loss: 0.2990 - accuracy: 0.8607
145/316 [============>.................] - ETA: 42s - loss: 0.2985 - accuracy: 0.8612
146/316 [============>.................] - ETA: 42s - loss: 0.2985 - accuracy: 0.8613
147/316 [============>.................] - ETA: 42s - loss: 0.2987 - accuracy: 0.8610
148/316 [=============>................] - ETA: 41s - loss: 0.2998 - accuracy: 0.8611
149/316 [=============>................] - ETA: 41s - loss: 0.3007 - accuracy: 0.8603
150/316 [=============>................] - ETA: 41s - loss: 0.3006 - accuracy: 0.8604
151/316 [=============>................] - ETA: 40s - loss: 0.3001 - accuracy: 0.8609
152/316 [=============>................] - ETA: 40s - loss: 0.2995 - accuracy: 0.8614
153/316 [=============>................] - ETA: 40s - loss: 0.2992 - accuracy: 0.8611
154/316 [=============>................] - ETA: 40s - loss: 0.2989 - accuracy: 0.8612
155/316 [=============>................] - ETA: 40s - loss: 0.2980 - accuracy: 0.8621
156/316 [=============>................] - ETA: 40s - loss: 0.2974 - accuracy: 0.8626
157/316 [=============>................] - ETA: 39s - loss: 0.2984 - accuracy: 0.8615
158/316 [==============>...............] - ETA: 39s - loss: 0.2991 - accuracy: 0.8616
159/316 [==============>...............] - ETA: 39s - loss: 0.2997 - accuracy: 0.8612
160/316 [==============>...............] - ETA: 38s - loss: 0.2992 - accuracy: 0.8613
161/316 [==============>...............] - ETA: 38s - loss: 0.2989 - accuracy: 0.8618
162/316 [==============>...............] - ETA: 38s - loss: 0.2988 - accuracy: 0.8619
163/316 [==============>...............] - ETA: 38s - loss: 0.2984 - accuracy: 0.8623
164/316 [==============>...............] - ETA: 37s - loss: 0.2981 - accuracy: 0.8624
165/316 [==============>...............] - ETA: 37s - loss: 0.2980 - accuracy: 0.8621
166/316 [==============>...............] - ETA: 37s - loss: 0.2982 - accuracy: 0.8618
167/316 [==============>...............] - ETA: 36s - loss: 0.2970 - accuracy: 0.8623
168/316 [==============>...............] - ETA: 36s - loss: 0.2976 - accuracy: 0.8616
169/316 [===============>..............] - ETA: 36s - loss: 0.2967 - accuracy: 0.8624
170/316 [===============>..............] - ETA: 35s - loss: 0.2958 - accuracy: 0.8629
171/316 [===============>..............] - ETA: 35s - loss: 0.2969 - accuracy: 0.8626
172/316 [===============>..............] - ETA: 35s - loss: 0.2961 - accuracy: 0.8630
173/316 [===============>..............] - ETA: 35s - loss: 0.2959 - accuracy: 0.8634
174/316 [===============>..............] - ETA: 35s - loss: 0.2959 - accuracy: 0.8631
175/316 [===============>..............] - ETA: 35s - loss: 0.2954 - accuracy: 0.8632
176/316 [===============>..............] - ETA: 34s - loss: 0.2944 - accuracy: 0.8636
177/316 [===============>..............] - ETA: 34s - loss: 0.2947 - accuracy: 0.8637
178/316 [===============>..............] - ETA: 34s - loss: 0.2961 - accuracy: 0.8631
179/316 [===============>..............] - ETA: 34s - loss: 0.2981 - accuracy: 0.8621
180/316 [================>.............] - ETA: 34s - loss: 0.2982 - accuracy: 0.8618
181/316 [================>.............] - ETA: 33s - loss: 0.2988 - accuracy: 0.8615
182/316 [================>.............] - ETA: 33s - loss: 0.3000 - accuracy: 0.8606
183/316 [================>.............] - ETA: 33s - loss: 0.2992 - accuracy: 0.8607
184/316 [================>.............] - ETA: 33s - loss: 0.2998 - accuracy: 0.8601
185/316 [================>.............] - ETA: 33s - loss: 0.3005 - accuracy: 0.8595
186/316 [================>.............] - ETA: 32s - loss: 0.3005 - accuracy: 0.8595
187/316 [================>.............] - ETA: 32s - loss: 0.3004 - accuracy: 0.8600
188/316 [================>.............] - ETA: 32s - loss: 0.3003 - accuracy: 0.8600
189/316 [================>.............] - ETA: 32s - loss: 0.3002 - accuracy: 0.8604
190/316 [=================>............] - ETA: 31s - loss: 0.3000 - accuracy: 0.8605
191/316 [=================>............] - ETA: 31s - loss: 0.2991 - accuracy: 0.8613
192/316 [=================>............] - ETA: 31s - loss: 0.2997 - accuracy: 0.8604
193/316 [=================>............] - ETA: 31s - loss: 0.3006 - accuracy: 0.8601
194/316 [=================>............] - ETA: 31s - loss: 0.3007 - accuracy: 0.8599
195/316 [=================>............] - ETA: 30s - loss: 0.3010 - accuracy: 0.8596
196/316 [=================>............] - ETA: 30s - loss: 0.3006 - accuracy: 0.8603
197/316 [=================>............] - ETA: 30s - loss: 0.2999 - accuracy: 0.8607
198/316 [=================>............] - ETA: 29s - loss: 0.2995 - accuracy: 0.8614
199/316 [=================>............] - ETA: 29s - loss: 0.2998 - accuracy: 0.8609
200/316 [=================>............] - ETA: 29s - loss: 0.3003 - accuracy: 0.8603
201/316 [==================>...........] - ETA: 28s - loss: 0.3000 - accuracy: 0.8607
202/316 [==================>...........] - ETA: 28s - loss: 0.3004 - accuracy: 0.8595
203/316 [==================>...........] - ETA: 28s - loss: 0.3009 - accuracy: 0.8593
204/316 [==================>...........] - ETA: 28s - loss: 0.3008 - accuracy: 0.8597
205/316 [==================>...........] - ETA: 27s - loss: 0.3004 - accuracy: 0.8604
206/316 [==================>...........] - ETA: 27s - loss: 0.3010 - accuracy: 0.8601
207/316 [==================>...........] - ETA: 27s - loss: 0.3006 - accuracy: 0.8599
208/316 [==================>...........] - ETA: 27s - loss: 0.3010 - accuracy: 0.8594
209/316 [==================>...........] - ETA: 26s - loss: 0.3009 - accuracy: 0.8592
210/316 [==================>...........] - ETA: 26s - loss: 0.3012 - accuracy: 0.8592
211/316 [===================>..........] - ETA: 26s - loss: 0.3046 - accuracy: 0.8590
212/316 [===================>..........] - ETA: 26s - loss: 0.3039 - accuracy: 0.8594
213/316 [===================>..........] - ETA: 26s - loss: 0.3040 - accuracy: 0.8592
214/316 [===================>..........] - ETA: 25s - loss: 0.3032 - accuracy: 0.8598
215/316 [===================>..........] - ETA: 25s - loss: 0.3032 - accuracy: 0.8596
216/316 [===================>..........] - ETA: 25s - loss: 0.3024 - accuracy: 0.8600
217/316 [===================>..........] - ETA: 25s - loss: 0.3025 - accuracy: 0.8597
218/316 [===================>..........] - ETA: 24s - loss: 0.3022 - accuracy: 0.8598
219/316 [===================>..........] - ETA: 24s - loss: 0.3022 - accuracy: 0.8599
220/316 [===================>..........] - ETA: 24s - loss: 0.3034 - accuracy: 0.8594
221/316 [===================>..........] - ETA: 24s - loss: 0.3034 - accuracy: 0.8592
222/316 [====================>.........] - ETA: 23s - loss: 0.3039 - accuracy: 0.8590
223/316 [====================>.........] - ETA: 23s - loss: 0.3038 - accuracy: 0.8587
224/316 [====================>.........] - ETA: 23s - loss: 0.3032 - accuracy: 0.8591
225/316 [====================>.........] - ETA: 22s - loss: 0.3035 - accuracy: 0.8589
226/316 [====================>.........] - ETA: 22s - loss: 0.3040 - accuracy: 0.8581
227/316 [====================>.........] - ETA: 22s - loss: 0.3037 - accuracy: 0.8582
228/316 [====================>.........] - ETA: 22s - loss: 0.3037 - accuracy: 0.8583
229/316 [====================>.........] - ETA: 22s - loss: 0.3042 - accuracy: 0.8578
230/316 [====================>.........] - ETA: 21s - loss: 0.3037 - accuracy: 0.8584
231/316 [====================>.........] - ETA: 21s - loss: 0.3031 - accuracy: 0.8588
232/316 [=====================>........] - ETA: 21s - loss: 0.3048 - accuracy: 0.8583
233/316 [=====================>........] - ETA: 20s - loss: 0.3045 - accuracy: 0.8586
234/316 [=====================>........] - ETA: 20s - loss: 0.3047 - accuracy: 0.8590
235/316 [=====================>........] - ETA: 20s - loss: 0.3051 - accuracy: 0.8590
236/316 [=====================>........] - ETA: 20s - loss: 0.3061 - accuracy: 0.8581
237/316 [=====================>........] - ETA: 19s - loss: 0.3058 - accuracy: 0.8581
238/316 [=====================>........] - ETA: 19s - loss: 0.3054 - accuracy: 0.8582
239/316 [=====================>........] - ETA: 19s - loss: 0.3051 - accuracy: 0.8585
240/316 [=====================>........] - ETA: 19s - loss: 0.3050 - accuracy: 0.8586
241/316 [=====================>........] - ETA: 18s - loss: 0.3054 - accuracy: 0.8581
242/316 [=====================>........] - ETA: 18s - loss: 0.3062 - accuracy: 0.8574
243/316 [======================>.......] - ETA: 18s - loss: 0.3068 - accuracy: 0.8567
244/316 [======================>.......] - ETA: 17s - loss: 0.3075 - accuracy: 0.8563
245/316 [======================>.......] - ETA: 17s - loss: 0.3077 - accuracy: 0.8561
246/316 [======================>.......] - ETA: 17s - loss: 0.3078 - accuracy: 0.8557
247/316 [======================>.......] - ETA: 17s - loss: 0.3075 - accuracy: 0.8558
248/316 [======================>.......] - ETA: 17s - loss: 0.3074 - accuracy: 0.8561
249/316 [======================>.......] - ETA: 16s - loss: 0.3076 - accuracy: 0.8559
250/316 [======================>.......] - ETA: 16s - loss: 0.3069 - accuracy: 0.8562
251/316 [======================>.......] - ETA: 16s - loss: 0.3073 - accuracy: 0.8558
252/316 [======================>.......] - ETA: 16s - loss: 0.3072 - accuracy: 0.8557
253/316 [=======================>......] - ETA: 15s - loss: 0.3073 - accuracy: 0.8557
254/316 [=======================>......] - ETA: 15s - loss: 0.3074 - accuracy: 0.8558
255/316 [=======================>......] - ETA: 15s - loss: 0.3071 - accuracy: 0.8561
256/316 [=======================>......] - ETA: 15s - loss: 0.3066 - accuracy: 0.8564
257/316 [=======================>......] - ETA: 14s - loss: 0.3063 - accuracy: 0.8568
258/316 [=======================>......] - ETA: 14s - loss: 0.3071 - accuracy: 0.8563
259/316 [=======================>......] - ETA: 14s - loss: 0.3071 - accuracy: 0.8567
260/316 [=======================>......] - ETA: 13s - loss: 0.3074 - accuracy: 0.8565
261/316 [=======================>......] - ETA: 13s - loss: 0.3073 - accuracy: 0.8566
262/316 [=======================>......] - ETA: 13s - loss: 0.3072 - accuracy: 0.8569
263/316 [=======================>......] - ETA: 13s - loss: 0.3071 - accuracy: 0.8567
264/316 [========================>.....] - ETA: 13s - loss: 0.3072 - accuracy: 0.8568
265/316 [========================>.....] - ETA: 12s - loss: 0.3071 - accuracy: 0.8568
266/316 [========================>.....] - ETA: 12s - loss: 0.3070 - accuracy: 0.8569
267/316 [========================>.....] - ETA: 12s - loss: 0.3063 - accuracy: 0.8574
268/316 [========================>.....] - ETA: 12s - loss: 0.3061 - accuracy: 0.8577
269/316 [========================>.....] - ETA: 11s - loss: 0.3062 - accuracy: 0.8578
270/316 [========================>.....] - ETA: 11s - loss: 0.3063 - accuracy: 0.8574
271/316 [========================>.....] - ETA: 11s - loss: 0.3064 - accuracy: 0.8572
272/316 [========================>.....] - ETA: 10s - loss: 0.3059 - accuracy: 0.8578
273/316 [========================>.....] - ETA: 10s - loss: 0.3059 - accuracy: 0.8578
274/316 [=========================>....] - ETA: 10s - loss: 0.3063 - accuracy: 0.8577
275/316 [=========================>....] - ETA: 10s - loss: 0.3066 - accuracy: 0.8573
276/316 [=========================>....] - ETA: 9s - loss: 0.3060 - accuracy: 0.8578 
277/316 [=========================>....] - ETA: 9s - loss: 0.3065 - accuracy: 0.8572
278/316 [=========================>....] - ETA: 9s - loss: 0.3062 - accuracy: 0.8572
279/316 [=========================>....] - ETA: 9s - loss: 0.3062 - accuracy: 0.8571
280/316 [=========================>....] - ETA: 8s - loss: 0.3060 - accuracy: 0.8574
281/316 [=========================>....] - ETA: 8s - loss: 0.3060 - accuracy: 0.8572
282/316 [=========================>....] - ETA: 8s - loss: 0.3053 - accuracy: 0.8575
283/316 [=========================>....] - ETA: 8s - loss: 0.3059 - accuracy: 0.8571
284/316 [=========================>....] - ETA: 7s - loss: 0.3060 - accuracy: 0.8570
285/316 [==========================>...] - ETA: 7s - loss: 0.3059 - accuracy: 0.8568
286/316 [==========================>...] - ETA: 7s - loss: 0.3056 - accuracy: 0.8569
287/316 [==========================>...] - ETA: 7s - loss: 0.3052 - accuracy: 0.8571
288/316 [==========================>...] - ETA: 7s - loss: 0.3053 - accuracy: 0.8570
289/316 [==========================>...] - ETA: 6s - loss: 0.3050 - accuracy: 0.8568
290/316 [==========================>...] - ETA: 6s - loss: 0.3049 - accuracy: 0.8569
291/316 [==========================>...] - ETA: 6s - loss: 0.3050 - accuracy: 0.8567
292/316 [==========================>...] - ETA: 6s - loss: 0.3054 - accuracy: 0.8566
293/316 [==========================>...] - ETA: 5s - loss: 0.3052 - accuracy: 0.8567
294/316 [==========================>...] - ETA: 5s - loss: 0.3049 - accuracy: 0.8571
295/316 [===========================>..] - ETA: 5s - loss: 0.3046 - accuracy: 0.8572
296/316 [===========================>..] - ETA: 5s - loss: 0.3042 - accuracy: 0.8577
297/316 [===========================>..] - ETA: 4s - loss: 0.3034 - accuracy: 0.8582
298/316 [===========================>..] - ETA: 4s - loss: 0.3029 - accuracy: 0.8584
299/316 [===========================>..] - ETA: 4s - loss: 0.3026 - accuracy: 0.8587
300/316 [===========================>..] - ETA: 4s - loss: 0.3017 - accuracy: 0.8592
301/316 [===========================>..] - ETA: 3s - loss: 0.3020 - accuracy: 0.8592
302/316 [===========================>..] - ETA: 3s - loss: 0.3018 - accuracy: 0.8595
303/316 [===========================>..] - ETA: 3s - loss: 0.3013 - accuracy: 0.8597
304/316 [===========================>..] - ETA: 3s - loss: 0.3015 - accuracy: 0.8594
305/316 [===========================>..] - ETA: 2s - loss: 0.3019 - accuracy: 0.8592
306/316 [============================>.] - ETA: 2s - loss: 0.3019 - accuracy: 0.8591
307/316 [============================>.] - ETA: 2s - loss: 0.3021 - accuracy: 0.8591
308/316 [============================>.] - ETA: 1s - loss: 0.3023 - accuracy: 0.8592
309/316 [============================>.] - ETA: 1s - loss: 0.3022 - accuracy: 0.8590
310/316 [============================>.] - ETA: 1s - loss: 0.3022 - accuracy: 0.8589
311/316 [============================>.] - ETA: 1s - loss: 0.3021 - accuracy: 0.8587
312/316 [============================>.] - ETA: 1s - loss: 0.3019 - accuracy: 0.8588
313/316 [============================>.] - ETA: 0s - loss: 0.3024 - accuracy: 0.8584
314/316 [============================>.] - ETA: 0s - loss: 0.3035 - accuracy: 0.8581
315/316 [============================>.] - ETA: 0s - loss: 0.3032 - accuracy: 0.8583
316/316 [==============================] - 79s 250ms/step - loss: 0.3034 - accuracy: 0.8583

316/316 [==============================] - 83s 263ms/step - loss: 0.3034 - accuracy: 0.8583 - val_loss: 0.2590 - val_accuracy: 0.8875
Epoch 71/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.1773 - accuracy: 0.9375
  2/316 [..............................] - ETA: 1:06 - loss: 0.2876 - accuracy: 0.8750
  3/316 [..............................] - ETA: 1:01 - loss: 0.2524 - accuracy: 0.8958
  4/316 [..............................] - ETA: 1:01 - loss: 0.2364 - accuracy: 0.9062
  5/316 [..............................] - ETA: 1:00 - loss: 0.2336 - accuracy: 0.9125
  6/316 [..............................] - ETA: 1:00 - loss: 0.2952 - accuracy: 0.8646
  7/316 [..............................] - ETA: 59s - loss: 0.2965 - accuracy: 0.8661 
  8/316 [..............................] - ETA: 59s - loss: 0.2934 - accuracy: 0.8516
  9/316 [..............................] - ETA: 59s - loss: 0.2854 - accuracy: 0.8611
 10/316 [..............................] - ETA: 58s - loss: 0.2806 - accuracy: 0.8687
 11/316 [>.............................] - ETA: 1:10 - loss: 0.2816 - accuracy: 0.8693
 12/316 [>.............................] - ETA: 1:19 - loss: 0.2930 - accuracy: 0.8646
 13/316 [>.............................] - ETA: 1:17 - loss: 0.2899 - accuracy: 0.8654
 14/316 [>.............................] - ETA: 1:16 - loss: 0.2864 - accuracy: 0.8616
 15/316 [>.............................] - ETA: 1:14 - loss: 0.2845 - accuracy: 0.8583
 16/316 [>.............................] - ETA: 1:12 - loss: 0.2797 - accuracy: 0.8672
 17/316 [>.............................] - ETA: 1:11 - loss: 0.2761 - accuracy: 0.8750
 18/316 [>.............................] - ETA: 1:10 - loss: 0.2661 - accuracy: 0.8785
 19/316 [>.............................] - ETA: 1:09 - loss: 0.2788 - accuracy: 0.8618
 20/316 [>.............................] - ETA: 1:08 - loss: 0.2736 - accuracy: 0.8687
 21/316 [>.............................] - ETA: 1:07 - loss: 0.2657 - accuracy: 0.8720
 22/316 [=>............................] - ETA: 1:07 - loss: 0.2652 - accuracy: 0.8722
 23/316 [=>............................] - ETA: 1:06 - loss: 0.2623 - accuracy: 0.8750
 24/316 [=>............................] - ETA: 1:05 - loss: 0.2584 - accuracy: 0.8750
 25/316 [=>............................] - ETA: 1:04 - loss: 0.2531 - accuracy: 0.8775
 26/316 [=>............................] - ETA: 1:04 - loss: 0.2610 - accuracy: 0.8702
 27/316 [=>............................] - ETA: 1:03 - loss: 0.2601 - accuracy: 0.8704
 28/316 [=>............................] - ETA: 1:06 - loss: 0.2590 - accuracy: 0.8728
 29/316 [=>............................] - ETA: 1:09 - loss: 0.2592 - accuracy: 0.8728
 30/316 [=>............................] - ETA: 1:12 - loss: 0.2545 - accuracy: 0.8771
 31/316 [=>............................] - ETA: 1:15 - loss: 0.2549 - accuracy: 0.8790
 32/316 [==>...........................] - ETA: 1:14 - loss: 0.2548 - accuracy: 0.8789
 33/316 [==>...........................] - ETA: 1:13 - loss: 0.2601 - accuracy: 0.8731
 34/316 [==>...........................] - ETA: 1:12 - loss: 0.2676 - accuracy: 0.8695
 35/316 [==>...........................] - ETA: 1:11 - loss: 0.2667 - accuracy: 0.8714
 36/316 [==>...........................] - ETA: 1:11 - loss: 0.2658 - accuracy: 0.8715
 37/316 [==>...........................] - ETA: 1:10 - loss: 0.2660 - accuracy: 0.8716
 38/316 [==>...........................] - ETA: 1:09 - loss: 0.2663 - accuracy: 0.8717
 39/316 [==>...........................] - ETA: 1:08 - loss: 0.2670 - accuracy: 0.8718
 40/316 [==>...........................] - ETA: 1:08 - loss: 0.2698 - accuracy: 0.8703
 41/316 [==>...........................] - ETA: 1:07 - loss: 0.2698 - accuracy: 0.8720
 42/316 [==>...........................] - ETA: 1:07 - loss: 0.2717 - accuracy: 0.8705
 43/316 [===>..........................] - ETA: 1:06 - loss: 0.2760 - accuracy: 0.8692
 44/316 [===>..........................] - ETA: 1:05 - loss: 0.2732 - accuracy: 0.8722
 45/316 [===>..........................] - ETA: 1:05 - loss: 0.2744 - accuracy: 0.8694
 46/316 [===>..........................] - ETA: 1:04 - loss: 0.2720 - accuracy: 0.8709
 47/316 [===>..........................] - ETA: 1:06 - loss: 0.2751 - accuracy: 0.8697
 48/316 [===>..........................] - ETA: 1:08 - loss: 0.2864 - accuracy: 0.8672
 49/316 [===>..........................] - ETA: 1:07 - loss: 0.2859 - accuracy: 0.8673
 50/316 [===>..........................] - ETA: 1:06 - loss: 0.2843 - accuracy: 0.8662
 51/316 [===>..........................] - ETA: 1:06 - loss: 0.2824 - accuracy: 0.8676
 52/316 [===>..........................] - ETA: 1:05 - loss: 0.2810 - accuracy: 0.8678
 53/316 [====>.........................] - ETA: 1:05 - loss: 0.2840 - accuracy: 0.8656
 54/316 [====>.........................] - ETA: 1:04 - loss: 0.2872 - accuracy: 0.8623
 55/316 [====>.........................] - ETA: 1:04 - loss: 0.2964 - accuracy: 0.8557
 56/316 [====>.........................] - ETA: 1:03 - loss: 0.3017 - accuracy: 0.8516
 57/316 [====>.........................] - ETA: 1:03 - loss: 0.3039 - accuracy: 0.8498
 58/316 [====>.........................] - ETA: 1:02 - loss: 0.3060 - accuracy: 0.8491
 59/316 [====>.........................] - ETA: 1:02 - loss: 0.3058 - accuracy: 0.8506
 60/316 [====>.........................] - ETA: 1:01 - loss: 0.3085 - accuracy: 0.8479
 61/316 [====>.........................] - ETA: 1:01 - loss: 0.3116 - accuracy: 0.8463
 62/316 [====>.........................] - ETA: 1:00 - loss: 0.3097 - accuracy: 0.8488
 63/316 [====>.........................] - ETA: 1:00 - loss: 0.3097 - accuracy: 0.8492
 64/316 [=====>........................] - ETA: 1:01 - loss: 0.3138 - accuracy: 0.8457
 65/316 [=====>........................] - ETA: 1:02 - loss: 0.3114 - accuracy: 0.8481
 66/316 [=====>........................] - ETA: 1:01 - loss: 0.3107 - accuracy: 0.8485
 67/316 [=====>........................] - ETA: 1:01 - loss: 0.3110 - accuracy: 0.8489
 68/316 [=====>........................] - ETA: 1:00 - loss: 0.3107 - accuracy: 0.8493
 69/316 [=====>........................] - ETA: 1:00 - loss: 0.3115 - accuracy: 0.8478
 70/316 [=====>........................] - ETA: 1:00 - loss: 0.3119 - accuracy: 0.8473
 71/316 [=====>........................] - ETA: 59s - loss: 0.3101 - accuracy: 0.8495 
 72/316 [=====>........................] - ETA: 59s - loss: 0.3113 - accuracy: 0.8472
 73/316 [=====>........................] - ETA: 58s - loss: 0.3135 - accuracy: 0.8459
 74/316 [======>.......................] - ETA: 58s - loss: 0.3147 - accuracy: 0.8454
 75/316 [======>.......................] - ETA: 58s - loss: 0.3148 - accuracy: 0.8458
 76/316 [======>.......................] - ETA: 57s - loss: 0.3149 - accuracy: 0.8462
 77/316 [======>.......................] - ETA: 57s - loss: 0.3124 - accuracy: 0.8474
 78/316 [======>.......................] - ETA: 56s - loss: 0.3134 - accuracy: 0.8462
 79/316 [======>.......................] - ETA: 56s - loss: 0.3136 - accuracy: 0.8465
 80/316 [======>.......................] - ETA: 56s - loss: 0.3146 - accuracy: 0.8469
 81/316 [======>.......................] - ETA: 55s - loss: 0.3153 - accuracy: 0.8472
 82/316 [======>.......................] - ETA: 56s - loss: 0.3146 - accuracy: 0.8483
 83/316 [======>.......................] - ETA: 57s - loss: 0.3135 - accuracy: 0.8494
 84/316 [======>.......................] - ETA: 56s - loss: 0.3140 - accuracy: 0.8497
 85/316 [=======>......................] - ETA: 56s - loss: 0.3158 - accuracy: 0.8493
 86/316 [=======>......................] - ETA: 55s - loss: 0.3177 - accuracy: 0.8481
 87/316 [=======>......................] - ETA: 55s - loss: 0.3208 - accuracy: 0.8455
 88/316 [=======>......................] - ETA: 55s - loss: 0.3194 - accuracy: 0.8473
 89/316 [=======>......................] - ETA: 54s - loss: 0.3184 - accuracy: 0.8476
 90/316 [=======>......................] - ETA: 54s - loss: 0.3163 - accuracy: 0.8486
 91/316 [=======>......................] - ETA: 54s - loss: 0.3173 - accuracy: 0.8482
 92/316 [=======>......................] - ETA: 53s - loss: 0.3165 - accuracy: 0.8492
 93/316 [=======>......................] - ETA: 53s - loss: 0.3173 - accuracy: 0.8481
 94/316 [=======>......................] - ETA: 52s - loss: 0.3153 - accuracy: 0.8497
 95/316 [========>.....................] - ETA: 52s - loss: 0.3168 - accuracy: 0.8500
 96/316 [========>.....................] - ETA: 52s - loss: 0.3168 - accuracy: 0.8496
 97/316 [========>.....................] - ETA: 51s - loss: 0.3174 - accuracy: 0.8492
 98/316 [========>.....................] - ETA: 51s - loss: 0.3169 - accuracy: 0.8495
 99/316 [========>.....................] - ETA: 52s - loss: 0.3157 - accuracy: 0.8504
100/316 [========>.....................] - ETA: 52s - loss: 0.3143 - accuracy: 0.8506
101/316 [========>.....................] - ETA: 52s - loss: 0.3129 - accuracy: 0.8515
102/316 [========>.....................] - ETA: 51s - loss: 0.3138 - accuracy: 0.8511
103/316 [========>.....................] - ETA: 51s - loss: 0.3139 - accuracy: 0.8507
104/316 [========>.....................] - ETA: 51s - loss: 0.3122 - accuracy: 0.8516
105/316 [========>.....................] - ETA: 50s - loss: 0.3130 - accuracy: 0.8506
106/316 [=========>....................] - ETA: 51s - loss: 0.3126 - accuracy: 0.8502
107/316 [=========>....................] - ETA: 51s - loss: 0.3137 - accuracy: 0.8481
108/316 [=========>....................] - ETA: 51s - loss: 0.3138 - accuracy: 0.8478
109/316 [=========>....................] - ETA: 50s - loss: 0.3156 - accuracy: 0.8463
110/316 [=========>....................] - ETA: 50s - loss: 0.3153 - accuracy: 0.8460
111/316 [=========>....................] - ETA: 50s - loss: 0.3154 - accuracy: 0.8452
112/316 [=========>....................] - ETA: 50s - loss: 0.3137 - accuracy: 0.8465
113/316 [=========>....................] - ETA: 50s - loss: 0.3123 - accuracy: 0.8473
114/316 [=========>....................] - ETA: 50s - loss: 0.3115 - accuracy: 0.8476
115/316 [=========>....................] - ETA: 50s - loss: 0.3114 - accuracy: 0.8478
116/316 [==========>...................] - ETA: 49s - loss: 0.3112 - accuracy: 0.8481
117/316 [==========>...................] - ETA: 49s - loss: 0.3106 - accuracy: 0.8483
118/316 [==========>...................] - ETA: 48s - loss: 0.3115 - accuracy: 0.8485
119/316 [==========>...................] - ETA: 49s - loss: 0.3106 - accuracy: 0.8487
120/316 [==========>...................] - ETA: 49s - loss: 0.3108 - accuracy: 0.8484
121/316 [==========>...................] - ETA: 49s - loss: 0.3092 - accuracy: 0.8492
122/316 [==========>...................] - ETA: 48s - loss: 0.3089 - accuracy: 0.8494
123/316 [==========>...................] - ETA: 48s - loss: 0.3076 - accuracy: 0.8506
124/316 [==========>...................] - ETA: 48s - loss: 0.3065 - accuracy: 0.8513
125/316 [==========>...................] - ETA: 48s - loss: 0.3079 - accuracy: 0.8505
126/316 [==========>...................] - ETA: 48s - loss: 0.3073 - accuracy: 0.8512
127/316 [===========>..................] - ETA: 47s - loss: 0.3093 - accuracy: 0.8504
128/316 [===========>..................] - ETA: 47s - loss: 0.3087 - accuracy: 0.8501
129/316 [===========>..................] - ETA: 47s - loss: 0.3092 - accuracy: 0.8503
130/316 [===========>..................] - ETA: 46s - loss: 0.3083 - accuracy: 0.8510
131/316 [===========>..................] - ETA: 46s - loss: 0.3098 - accuracy: 0.8497
132/316 [===========>..................] - ETA: 46s - loss: 0.3098 - accuracy: 0.8499
133/316 [===========>..................] - ETA: 45s - loss: 0.3093 - accuracy: 0.8501
134/316 [===========>..................] - ETA: 45s - loss: 0.3077 - accuracy: 0.8512
135/316 [===========>..................] - ETA: 45s - loss: 0.3064 - accuracy: 0.8523
136/316 [===========>..................] - ETA: 45s - loss: 0.3074 - accuracy: 0.8520
137/316 [============>.................] - ETA: 45s - loss: 0.3071 - accuracy: 0.8522
138/316 [============>.................] - ETA: 45s - loss: 0.3081 - accuracy: 0.8519
139/316 [============>.................] - ETA: 44s - loss: 0.3080 - accuracy: 0.8521
140/316 [============>.................] - ETA: 44s - loss: 0.3085 - accuracy: 0.8518
141/316 [============>.................] - ETA: 44s - loss: 0.3075 - accuracy: 0.8524
142/316 [============>.................] - ETA: 43s - loss: 0.3073 - accuracy: 0.8521
143/316 [============>.................] - ETA: 43s - loss: 0.3072 - accuracy: 0.8523
144/316 [============>.................] - ETA: 43s - loss: 0.3075 - accuracy: 0.8516
145/316 [============>.................] - ETA: 42s - loss: 0.3084 - accuracy: 0.8509
146/316 [============>.................] - ETA: 42s - loss: 0.3078 - accuracy: 0.8510
147/316 [============>.................] - ETA: 42s - loss: 0.3073 - accuracy: 0.8516
148/316 [=============>................] - ETA: 41s - loss: 0.3064 - accuracy: 0.8522
149/316 [=============>................] - ETA: 41s - loss: 0.3064 - accuracy: 0.8523
150/316 [=============>................] - ETA: 41s - loss: 0.3063 - accuracy: 0.8521
151/316 [=============>................] - ETA: 40s - loss: 0.3076 - accuracy: 0.8522
152/316 [=============>................] - ETA: 41s - loss: 0.3073 - accuracy: 0.8528
153/316 [=============>................] - ETA: 41s - loss: 0.3065 - accuracy: 0.8529
154/316 [=============>................] - ETA: 40s - loss: 0.3082 - accuracy: 0.8519
155/316 [=============>................] - ETA: 40s - loss: 0.3075 - accuracy: 0.8528
156/316 [=============>................] - ETA: 40s - loss: 0.3071 - accuracy: 0.8530
157/316 [=============>................] - ETA: 39s - loss: 0.3064 - accuracy: 0.8539
158/316 [==============>...............] - ETA: 39s - loss: 0.3068 - accuracy: 0.8528
159/316 [==============>...............] - ETA: 39s - loss: 0.3061 - accuracy: 0.8534
160/316 [==============>...............] - ETA: 38s - loss: 0.3062 - accuracy: 0.8535
161/316 [==============>...............] - ETA: 38s - loss: 0.3062 - accuracy: 0.8536
162/316 [==============>...............] - ETA: 38s - loss: 0.3065 - accuracy: 0.8534
163/316 [==============>...............] - ETA: 37s - loss: 0.3069 - accuracy: 0.8535
164/316 [==============>...............] - ETA: 37s - loss: 0.3074 - accuracy: 0.8529
165/316 [==============>...............] - ETA: 37s - loss: 0.3070 - accuracy: 0.8534
166/316 [==============>...............] - ETA: 36s - loss: 0.3070 - accuracy: 0.8535
167/316 [==============>...............] - ETA: 36s - loss: 0.3077 - accuracy: 0.8529
168/316 [==============>...............] - ETA: 36s - loss: 0.3073 - accuracy: 0.8531
169/316 [===============>..............] - ETA: 36s - loss: 0.3078 - accuracy: 0.8532
170/316 [===============>..............] - ETA: 36s - loss: 0.3069 - accuracy: 0.8537
171/316 [===============>..............] - ETA: 36s - loss: 0.3072 - accuracy: 0.8527
172/316 [===============>..............] - ETA: 35s - loss: 0.3072 - accuracy: 0.8528
173/316 [===============>..............] - ETA: 35s - loss: 0.3067 - accuracy: 0.8530
174/316 [===============>..............] - ETA: 35s - loss: 0.3060 - accuracy: 0.8538
175/316 [===============>..............] - ETA: 34s - loss: 0.3058 - accuracy: 0.8543
176/316 [===============>..............] - ETA: 34s - loss: 0.3070 - accuracy: 0.8533
177/316 [===============>..............] - ETA: 34s - loss: 0.3072 - accuracy: 0.8535
178/316 [===============>..............] - ETA: 34s - loss: 0.3066 - accuracy: 0.8536
179/316 [===============>..............] - ETA: 33s - loss: 0.3064 - accuracy: 0.8534
180/316 [================>.............] - ETA: 33s - loss: 0.3063 - accuracy: 0.8535
181/316 [================>.............] - ETA: 33s - loss: 0.3061 - accuracy: 0.8539
182/316 [================>.............] - ETA: 32s - loss: 0.3057 - accuracy: 0.8544
183/316 [================>.............] - ETA: 32s - loss: 0.3056 - accuracy: 0.8545
184/316 [================>.............] - ETA: 32s - loss: 0.3061 - accuracy: 0.8539
185/316 [================>.............] - ETA: 32s - loss: 0.3058 - accuracy: 0.8541
186/316 [================>.............] - ETA: 32s - loss: 0.3057 - accuracy: 0.8542
187/316 [================>.............] - ETA: 32s - loss: 0.3052 - accuracy: 0.8546
188/316 [================>.............] - ETA: 31s - loss: 0.3048 - accuracy: 0.8551
189/316 [================>.............] - ETA: 31s - loss: 0.3043 - accuracy: 0.8558
190/316 [=================>............] - ETA: 31s - loss: 0.3039 - accuracy: 0.8556
191/316 [=================>............] - ETA: 30s - loss: 0.3032 - accuracy: 0.8557
192/316 [=================>............] - ETA: 30s - loss: 0.3030 - accuracy: 0.8558
193/316 [=================>............] - ETA: 30s - loss: 0.3021 - accuracy: 0.8562
194/316 [=================>............] - ETA: 30s - loss: 0.3021 - accuracy: 0.8563
195/316 [=================>............] - ETA: 30s - loss: 0.3024 - accuracy: 0.8561
196/316 [=================>............] - ETA: 29s - loss: 0.3023 - accuracy: 0.8562
197/316 [=================>............] - ETA: 29s - loss: 0.3025 - accuracy: 0.8566
198/316 [=================>............] - ETA: 29s - loss: 0.3037 - accuracy: 0.8561
199/316 [=================>............] - ETA: 29s - loss: 0.3050 - accuracy: 0.8552
200/316 [=================>............] - ETA: 29s - loss: 0.3064 - accuracy: 0.8547
201/316 [==================>...........] - ETA: 28s - loss: 0.3065 - accuracy: 0.8548
202/316 [==================>...........] - ETA: 28s - loss: 0.3063 - accuracy: 0.8552
203/316 [==================>...........] - ETA: 28s - loss: 0.3070 - accuracy: 0.8544
204/316 [==================>...........] - ETA: 28s - loss: 0.3069 - accuracy: 0.8545
205/316 [==================>...........] - ETA: 27s - loss: 0.3079 - accuracy: 0.8540
206/316 [==================>...........] - ETA: 27s - loss: 0.3082 - accuracy: 0.8541
207/316 [==================>...........] - ETA: 27s - loss: 0.3077 - accuracy: 0.8545
208/316 [==================>...........] - ETA: 27s - loss: 0.3078 - accuracy: 0.8543
209/316 [==================>...........] - ETA: 27s - loss: 0.3078 - accuracy: 0.8544
210/316 [==================>...........] - ETA: 26s - loss: 0.3076 - accuracy: 0.8545
211/316 [===================>..........] - ETA: 26s - loss: 0.3080 - accuracy: 0.8540
212/316 [===================>..........] - ETA: 26s - loss: 0.3075 - accuracy: 0.8544
213/316 [===================>..........] - ETA: 25s - loss: 0.3074 - accuracy: 0.8548
214/316 [===================>..........] - ETA: 25s - loss: 0.3070 - accuracy: 0.8548
215/316 [===================>..........] - ETA: 25s - loss: 0.3068 - accuracy: 0.8552
216/316 [===================>..........] - ETA: 25s - loss: 0.3077 - accuracy: 0.8545
217/316 [===================>..........] - ETA: 24s - loss: 0.3079 - accuracy: 0.8540
218/316 [===================>..........] - ETA: 24s - loss: 0.3077 - accuracy: 0.8541
219/316 [===================>..........] - ETA: 24s - loss: 0.3080 - accuracy: 0.8539
220/316 [===================>..........] - ETA: 23s - loss: 0.3076 - accuracy: 0.8540
221/316 [===================>..........] - ETA: 23s - loss: 0.3078 - accuracy: 0.8535
222/316 [====================>.........] - ETA: 23s - loss: 0.3083 - accuracy: 0.8533
223/316 [====================>.........] - ETA: 23s - loss: 0.3076 - accuracy: 0.8540
224/316 [====================>.........] - ETA: 23s - loss: 0.3079 - accuracy: 0.8538
225/316 [====================>.........] - ETA: 22s - loss: 0.3082 - accuracy: 0.8536
226/316 [====================>.........] - ETA: 22s - loss: 0.3077 - accuracy: 0.8540
227/316 [====================>.........] - ETA: 22s - loss: 0.3081 - accuracy: 0.8538
228/316 [====================>.........] - ETA: 22s - loss: 0.3078 - accuracy: 0.8536
229/316 [====================>.........] - ETA: 22s - loss: 0.3075 - accuracy: 0.8537
230/316 [====================>.........] - ETA: 21s - loss: 0.3072 - accuracy: 0.8541
231/316 [====================>.........] - ETA: 21s - loss: 0.3069 - accuracy: 0.8542
232/316 [=====================>........] - ETA: 21s - loss: 0.3068 - accuracy: 0.8545
233/316 [=====================>........] - ETA: 20s - loss: 0.3062 - accuracy: 0.8552
234/316 [=====================>........] - ETA: 20s - loss: 0.3070 - accuracy: 0.8544
235/316 [=====================>........] - ETA: 20s - loss: 0.3069 - accuracy: 0.8543
236/316 [=====================>........] - ETA: 20s - loss: 0.3066 - accuracy: 0.8543
237/316 [=====================>........] - ETA: 19s - loss: 0.3067 - accuracy: 0.8539
238/316 [=====================>........] - ETA: 19s - loss: 0.3057 - accuracy: 0.8545
239/316 [=====================>........] - ETA: 19s - loss: 0.3054 - accuracy: 0.8549
240/316 [=====================>........] - ETA: 19s - loss: 0.3056 - accuracy: 0.8542
241/316 [=====================>........] - ETA: 18s - loss: 0.3052 - accuracy: 0.8548
242/316 [=====================>........] - ETA: 18s - loss: 0.3057 - accuracy: 0.8541
243/316 [======================>.......] - ETA: 18s - loss: 0.3051 - accuracy: 0.8544
244/316 [======================>.......] - ETA: 18s - loss: 0.3052 - accuracy: 0.8545
245/316 [======================>.......] - ETA: 17s - loss: 0.3057 - accuracy: 0.8543
246/316 [======================>.......] - ETA: 17s - loss: 0.3055 - accuracy: 0.8547
247/316 [======================>.......] - ETA: 17s - loss: 0.3048 - accuracy: 0.8550
248/316 [======================>.......] - ETA: 17s - loss: 0.3068 - accuracy: 0.8543
249/316 [======================>.......] - ETA: 16s - loss: 0.3066 - accuracy: 0.8544
250/316 [======================>.......] - ETA: 16s - loss: 0.3068 - accuracy: 0.8545
251/316 [======================>.......] - ETA: 16s - loss: 0.3066 - accuracy: 0.8546
252/316 [======================>.......] - ETA: 16s - loss: 0.3067 - accuracy: 0.8544
253/316 [=======================>......] - ETA: 15s - loss: 0.3066 - accuracy: 0.8542
254/316 [=======================>......] - ETA: 15s - loss: 0.3067 - accuracy: 0.8541
255/316 [=======================>......] - ETA: 15s - loss: 0.3060 - accuracy: 0.8547
256/316 [=======================>......] - ETA: 14s - loss: 0.3077 - accuracy: 0.8542
257/316 [=======================>......] - ETA: 14s - loss: 0.3083 - accuracy: 0.8538
258/316 [=======================>......] - ETA: 14s - loss: 0.3084 - accuracy: 0.8537
259/316 [=======================>......] - ETA: 14s - loss: 0.3078 - accuracy: 0.8542
260/316 [=======================>......] - ETA: 14s - loss: 0.3078 - accuracy: 0.8541
261/316 [=======================>......] - ETA: 13s - loss: 0.3074 - accuracy: 0.8544
262/316 [=======================>......] - ETA: 13s - loss: 0.3071 - accuracy: 0.8547
263/316 [=======================>......] - ETA: 13s - loss: 0.3075 - accuracy: 0.8546
264/316 [========================>.....] - ETA: 13s - loss: 0.3071 - accuracy: 0.8549
265/316 [========================>.....] - ETA: 12s - loss: 0.3072 - accuracy: 0.8547
266/316 [========================>.....] - ETA: 12s - loss: 0.3064 - accuracy: 0.8553
267/316 [========================>.....] - ETA: 12s - loss: 0.3060 - accuracy: 0.8553
268/316 [========================>.....] - ETA: 11s - loss: 0.3058 - accuracy: 0.8556
269/316 [========================>.....] - ETA: 11s - loss: 0.3059 - accuracy: 0.8553
270/316 [========================>.....] - ETA: 11s - loss: 0.3059 - accuracy: 0.8551
271/316 [========================>.....] - ETA: 11s - loss: 0.3056 - accuracy: 0.8552
272/316 [========================>.....] - ETA: 10s - loss: 0.3052 - accuracy: 0.8552
273/316 [========================>.....] - ETA: 10s - loss: 0.3054 - accuracy: 0.8546
274/316 [=========================>....] - ETA: 10s - loss: 0.3055 - accuracy: 0.8547
275/316 [=========================>....] - ETA: 10s - loss: 0.3057 - accuracy: 0.8541
276/316 [=========================>....] - ETA: 9s - loss: 0.3057 - accuracy: 0.8544 
277/316 [=========================>....] - ETA: 9s - loss: 0.3054 - accuracy: 0.8547
278/316 [=========================>....] - ETA: 9s - loss: 0.3060 - accuracy: 0.8545
279/316 [=========================>....] - ETA: 9s - loss: 0.3063 - accuracy: 0.8548
280/316 [=========================>....] - ETA: 9s - loss: 0.3058 - accuracy: 0.8554
281/316 [=========================>....] - ETA: 8s - loss: 0.3062 - accuracy: 0.8550
282/316 [=========================>....] - ETA: 8s - loss: 0.3060 - accuracy: 0.8551
283/316 [=========================>....] - ETA: 8s - loss: 0.3060 - accuracy: 0.8553
284/316 [=========================>....] - ETA: 7s - loss: 0.3058 - accuracy: 0.8554
285/316 [==========================>...] - ETA: 7s - loss: 0.3054 - accuracy: 0.8555
286/316 [==========================>...] - ETA: 7s - loss: 0.3056 - accuracy: 0.8551
287/316 [==========================>...] - ETA: 7s - loss: 0.3063 - accuracy: 0.8547
288/316 [==========================>...] - ETA: 6s - loss: 0.3061 - accuracy: 0.8548
289/316 [==========================>...] - ETA: 6s - loss: 0.3063 - accuracy: 0.8545
290/316 [==========================>...] - ETA: 6s - loss: 0.3060 - accuracy: 0.8547
291/316 [==========================>...] - ETA: 6s - loss: 0.3061 - accuracy: 0.8546
292/316 [==========================>...] - ETA: 5s - loss: 0.3056 - accuracy: 0.8549
293/316 [==========================>...] - ETA: 5s - loss: 0.3053 - accuracy: 0.8549
294/316 [==========================>...] - ETA: 5s - loss: 0.3057 - accuracy: 0.8550
295/316 [===========================>..] - ETA: 5s - loss: 0.3060 - accuracy: 0.8551
296/316 [===========================>..] - ETA: 4s - loss: 0.3059 - accuracy: 0.8549
297/316 [===========================>..] - ETA: 4s - loss: 0.3056 - accuracy: 0.8550
298/316 [===========================>..] - ETA: 4s - loss: 0.3051 - accuracy: 0.8555
299/316 [===========================>..] - ETA: 4s - loss: 0.3046 - accuracy: 0.8560
300/316 [===========================>..] - ETA: 3s - loss: 0.3052 - accuracy: 0.8558
301/316 [===========================>..] - ETA: 3s - loss: 0.3056 - accuracy: 0.8557
302/316 [===========================>..] - ETA: 3s - loss: 0.3056 - accuracy: 0.8555
303/316 [===========================>..] - ETA: 3s - loss: 0.3062 - accuracy: 0.8554
304/316 [===========================>..] - ETA: 2s - loss: 0.3060 - accuracy: 0.8553
305/316 [===========================>..] - ETA: 2s - loss: 0.3057 - accuracy: 0.8553
306/316 [============================>.] - ETA: 2s - loss: 0.3058 - accuracy: 0.8552
307/316 [============================>.] - ETA: 2s - loss: 0.3052 - accuracy: 0.8557
308/316 [============================>.] - ETA: 1s - loss: 0.3052 - accuracy: 0.8557
309/316 [============================>.] - ETA: 1s - loss: 0.3048 - accuracy: 0.8560
310/316 [============================>.] - ETA: 1s - loss: 0.3050 - accuracy: 0.8554
311/316 [============================>.] - ETA: 1s - loss: 0.3048 - accuracy: 0.8557
312/316 [============================>.] - ETA: 0s - loss: 0.3041 - accuracy: 0.8562
313/316 [============================>.] - ETA: 0s - loss: 0.3044 - accuracy: 0.8560
314/316 [============================>.] - ETA: 0s - loss: 0.3050 - accuracy: 0.8557
315/316 [============================>.] - ETA: 0s - loss: 0.3048 - accuracy: 0.8558
316/316 [==============================] - 78s 248ms/step - loss: 0.3048 - accuracy: 0.8559

316/316 [==============================] - 83s 263ms/step - loss: 0.3048 - accuracy: 0.8559 - val_loss: 0.3198 - val_accuracy: 0.8526
Epoch 72/100

  1/316 [..............................] - ETA: 1:06 - loss: 0.2047 - accuracy: 0.9375
  2/316 [..............................] - ETA: 59s - loss: 0.2506 - accuracy: 0.8750 
  3/316 [..............................] - ETA: 58s - loss: 0.2100 - accuracy: 0.9167
  4/316 [..............................] - ETA: 57s - loss: 0.2080 - accuracy: 0.9062
  5/316 [..............................] - ETA: 57s - loss: 0.2286 - accuracy: 0.9000
  6/316 [..............................] - ETA: 58s - loss: 0.2649 - accuracy: 0.8750
  7/316 [..............................] - ETA: 58s - loss: 0.2677 - accuracy: 0.8661
  8/316 [..............................] - ETA: 1:04 - loss: 0.2585 - accuracy: 0.8672
  9/316 [..............................] - ETA: 1:16 - loss: 0.2548 - accuracy: 0.8681
 10/316 [..............................] - ETA: 1:22 - loss: 0.2810 - accuracy: 0.8562
 11/316 [>.............................] - ETA: 1:20 - loss: 0.2715 - accuracy: 0.8636
 12/316 [>.............................] - ETA: 1:18 - loss: 0.2604 - accuracy: 0.8698
 13/316 [>.............................] - ETA: 1:16 - loss: 0.2733 - accuracy: 0.8606
 14/316 [>.............................] - ETA: 1:14 - loss: 0.2808 - accuracy: 0.8616
 15/316 [>.............................] - ETA: 1:12 - loss: 0.2804 - accuracy: 0.8583
 16/316 [>.............................] - ETA: 1:11 - loss: 0.2765 - accuracy: 0.8594
 17/316 [>.............................] - ETA: 1:10 - loss: 0.2761 - accuracy: 0.8603
 18/316 [>.............................] - ETA: 1:09 - loss: 0.2805 - accuracy: 0.8611
 19/316 [>.............................] - ETA: 1:08 - loss: 0.2829 - accuracy: 0.8553
 20/316 [>.............................] - ETA: 1:07 - loss: 0.2816 - accuracy: 0.8562
 21/316 [>.............................] - ETA: 1:06 - loss: 0.2712 - accuracy: 0.8631
 22/316 [=>............................] - ETA: 1:06 - loss: 0.2711 - accuracy: 0.8665
 23/316 [=>............................] - ETA: 1:05 - loss: 0.2718 - accuracy: 0.8668
 24/316 [=>............................] - ETA: 1:04 - loss: 0.2734 - accuracy: 0.8646
 25/316 [=>............................] - ETA: 1:04 - loss: 0.2810 - accuracy: 0.8600
 26/316 [=>............................] - ETA: 1:08 - loss: 0.2792 - accuracy: 0.8630
 27/316 [=>............................] - ETA: 1:11 - loss: 0.2756 - accuracy: 0.8657
 28/316 [=>............................] - ETA: 1:10 - loss: 0.2770 - accuracy: 0.8661
 29/316 [=>............................] - ETA: 1:10 - loss: 0.2845 - accuracy: 0.8642
 30/316 [=>............................] - ETA: 1:09 - loss: 0.2872 - accuracy: 0.8604
 31/316 [=>............................] - ETA: 1:08 - loss: 0.2898 - accuracy: 0.8609
 32/316 [==>...........................] - ETA: 1:07 - loss: 0.3073 - accuracy: 0.8516
 33/316 [==>...........................] - ETA: 1:07 - loss: 0.3148 - accuracy: 0.8466
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3165 - accuracy: 0.8456
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.3259 - accuracy: 0.8411
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.3304 - accuracy: 0.8385
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.3291 - accuracy: 0.8395
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.3265 - accuracy: 0.8405
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3267 - accuracy: 0.8381
 40/316 [==>...........................] - ETA: 1:03 - loss: 0.3265 - accuracy: 0.8359
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.3285 - accuracy: 0.8338
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.3288 - accuracy: 0.8333
 43/316 [===>..........................] - ETA: 1:04 - loss: 0.3306 - accuracy: 0.8314
 44/316 [===>..........................] - ETA: 1:06 - loss: 0.3258 - accuracy: 0.8338
 45/316 [===>..........................] - ETA: 1:05 - loss: 0.3235 - accuracy: 0.8333
 46/316 [===>..........................] - ETA: 1:05 - loss: 0.3246 - accuracy: 0.8315
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.3262 - accuracy: 0.8324
 48/316 [===>..........................] - ETA: 1:04 - loss: 0.3261 - accuracy: 0.8333
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.3274 - accuracy: 0.8329
 50/316 [===>..........................] - ETA: 1:02 - loss: 0.3261 - accuracy: 0.8350
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3222 - accuracy: 0.8382
 52/316 [===>..........................] - ETA: 1:02 - loss: 0.3274 - accuracy: 0.8377
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3271 - accuracy: 0.8373
 54/316 [====>.........................] - ETA: 1:01 - loss: 0.3269 - accuracy: 0.8356
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3301 - accuracy: 0.8341
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3308 - accuracy: 0.8337
 57/316 [====>.........................] - ETA: 59s - loss: 0.3259 - accuracy: 0.8366 
 58/316 [====>.........................] - ETA: 59s - loss: 0.3242 - accuracy: 0.8384
 59/316 [====>.........................] - ETA: 58s - loss: 0.3222 - accuracy: 0.8390
 60/316 [====>.........................] - ETA: 1:00 - loss: 0.3233 - accuracy: 0.8385
 61/316 [====>.........................] - ETA: 1:01 - loss: 0.3256 - accuracy: 0.8381
 62/316 [====>.........................] - ETA: 1:01 - loss: 0.3254 - accuracy: 0.8377
 63/316 [====>.........................] - ETA: 1:00 - loss: 0.3239 - accuracy: 0.8393
 64/316 [=====>........................] - ETA: 1:00 - loss: 0.3227 - accuracy: 0.8398
 65/316 [=====>........................] - ETA: 59s - loss: 0.3212 - accuracy: 0.8413 
 66/316 [=====>........................] - ETA: 59s - loss: 0.3210 - accuracy: 0.8419
 67/316 [=====>........................] - ETA: 58s - loss: 0.3205 - accuracy: 0.8424
 68/316 [=====>........................] - ETA: 58s - loss: 0.3197 - accuracy: 0.8419
 69/316 [=====>........................] - ETA: 58s - loss: 0.3207 - accuracy: 0.8415
 70/316 [=====>........................] - ETA: 57s - loss: 0.3189 - accuracy: 0.8429
 71/316 [=====>........................] - ETA: 57s - loss: 0.3207 - accuracy: 0.8424
 72/316 [=====>........................] - ETA: 56s - loss: 0.3219 - accuracy: 0.8403
 73/316 [=====>........................] - ETA: 56s - loss: 0.3193 - accuracy: 0.8416
 74/316 [======>.......................] - ETA: 56s - loss: 0.3191 - accuracy: 0.8412
 75/316 [======>.......................] - ETA: 55s - loss: 0.3204 - accuracy: 0.8408
 76/316 [======>.......................] - ETA: 55s - loss: 0.3227 - accuracy: 0.8413
 77/316 [======>.......................] - ETA: 56s - loss: 0.3248 - accuracy: 0.8401
 78/316 [======>.......................] - ETA: 57s - loss: 0.3256 - accuracy: 0.8389
 79/316 [======>.......................] - ETA: 56s - loss: 0.3275 - accuracy: 0.8394
 80/316 [======>.......................] - ETA: 56s - loss: 0.3260 - accuracy: 0.8406
 81/316 [======>.......................] - ETA: 55s - loss: 0.3266 - accuracy: 0.8403
 82/316 [======>.......................] - ETA: 55s - loss: 0.3257 - accuracy: 0.8407
 83/316 [======>.......................] - ETA: 55s - loss: 0.3264 - accuracy: 0.8396
 84/316 [======>.......................] - ETA: 54s - loss: 0.3255 - accuracy: 0.8408
 85/316 [=======>......................] - ETA: 54s - loss: 0.3282 - accuracy: 0.8390
 86/316 [=======>......................] - ETA: 54s - loss: 0.3278 - accuracy: 0.8394
 87/316 [=======>......................] - ETA: 53s - loss: 0.3271 - accuracy: 0.8391
 88/316 [=======>......................] - ETA: 53s - loss: 0.3258 - accuracy: 0.8409
 89/316 [=======>......................] - ETA: 53s - loss: 0.3244 - accuracy: 0.8413
 90/316 [=======>......................] - ETA: 52s - loss: 0.3236 - accuracy: 0.8417
 91/316 [=======>......................] - ETA: 52s - loss: 0.3232 - accuracy: 0.8427
 92/316 [=======>......................] - ETA: 52s - loss: 0.3217 - accuracy: 0.8444
 93/316 [=======>......................] - ETA: 51s - loss: 0.3226 - accuracy: 0.8434
 94/316 [=======>......................] - ETA: 52s - loss: 0.3221 - accuracy: 0.8438
 95/316 [========>.....................] - ETA: 52s - loss: 0.3238 - accuracy: 0.8421
 96/316 [========>.....................] - ETA: 52s - loss: 0.3236 - accuracy: 0.8418
 97/316 [========>.....................] - ETA: 52s - loss: 0.3255 - accuracy: 0.8409
 98/316 [========>.....................] - ETA: 51s - loss: 0.3241 - accuracy: 0.8418
 99/316 [========>.....................] - ETA: 51s - loss: 0.3248 - accuracy: 0.8422
100/316 [========>.....................] - ETA: 51s - loss: 0.3242 - accuracy: 0.8419
101/316 [========>.....................] - ETA: 50s - loss: 0.3249 - accuracy: 0.8410
102/316 [========>.....................] - ETA: 50s - loss: 0.3226 - accuracy: 0.8425
103/316 [========>.....................] - ETA: 50s - loss: 0.3212 - accuracy: 0.8428
104/316 [========>.....................] - ETA: 49s - loss: 0.3226 - accuracy: 0.8413
105/316 [========>.....................] - ETA: 49s - loss: 0.3217 - accuracy: 0.8417
106/316 [=========>....................] - ETA: 49s - loss: 0.3217 - accuracy: 0.8414
107/316 [=========>....................] - ETA: 48s - loss: 0.3202 - accuracy: 0.8423
108/316 [=========>....................] - ETA: 48s - loss: 0.3188 - accuracy: 0.8432
109/316 [=========>....................] - ETA: 48s - loss: 0.3183 - accuracy: 0.8429
110/316 [=========>....................] - ETA: 47s - loss: 0.3177 - accuracy: 0.8426
111/316 [=========>....................] - ETA: 47s - loss: 0.3174 - accuracy: 0.8429
112/316 [=========>....................] - ETA: 47s - loss: 0.3169 - accuracy: 0.8438
113/316 [=========>....................] - ETA: 48s - loss: 0.3147 - accuracy: 0.8451
114/316 [=========>....................] - ETA: 48s - loss: 0.3156 - accuracy: 0.8448
115/316 [=========>....................] - ETA: 48s - loss: 0.3143 - accuracy: 0.8457
116/316 [==========>...................] - ETA: 48s - loss: 0.3145 - accuracy: 0.8454
117/316 [==========>...................] - ETA: 48s - loss: 0.3125 - accuracy: 0.8467
118/316 [==========>...................] - ETA: 47s - loss: 0.3121 - accuracy: 0.8469
119/316 [==========>...................] - ETA: 47s - loss: 0.3123 - accuracy: 0.8466
120/316 [==========>...................] - ETA: 47s - loss: 0.3125 - accuracy: 0.8464
121/316 [==========>...................] - ETA: 46s - loss: 0.3134 - accuracy: 0.8466
122/316 [==========>...................] - ETA: 46s - loss: 0.3118 - accuracy: 0.8478
123/316 [==========>...................] - ETA: 46s - loss: 0.3115 - accuracy: 0.8481
124/316 [==========>...................] - ETA: 45s - loss: 0.3113 - accuracy: 0.8478
125/316 [==========>...................] - ETA: 45s - loss: 0.3105 - accuracy: 0.8485
126/316 [==========>...................] - ETA: 45s - loss: 0.3103 - accuracy: 0.8482
127/316 [===========>..................] - ETA: 44s - loss: 0.3107 - accuracy: 0.8474
128/316 [===========>..................] - ETA: 44s - loss: 0.3105 - accuracy: 0.8467
129/316 [===========>..................] - ETA: 44s - loss: 0.3099 - accuracy: 0.8479
130/316 [===========>..................] - ETA: 44s - loss: 0.3097 - accuracy: 0.8481
131/316 [===========>..................] - ETA: 44s - loss: 0.3093 - accuracy: 0.8478
132/316 [===========>..................] - ETA: 44s - loss: 0.3091 - accuracy: 0.8480
133/316 [===========>..................] - ETA: 44s - loss: 0.3089 - accuracy: 0.8477
134/316 [===========>..................] - ETA: 43s - loss: 0.3085 - accuracy: 0.8479
135/316 [===========>..................] - ETA: 43s - loss: 0.3073 - accuracy: 0.8486
136/316 [===========>..................] - ETA: 43s - loss: 0.3077 - accuracy: 0.8483
137/316 [============>.................] - ETA: 42s - loss: 0.3067 - accuracy: 0.8485
138/316 [============>.................] - ETA: 42s - loss: 0.3065 - accuracy: 0.8492
139/316 [============>.................] - ETA: 42s - loss: 0.3061 - accuracy: 0.8494
140/316 [============>.................] - ETA: 42s - loss: 0.3052 - accuracy: 0.8496
141/316 [============>.................] - ETA: 41s - loss: 0.3046 - accuracy: 0.8502
142/316 [============>.................] - ETA: 41s - loss: 0.3045 - accuracy: 0.8499
143/316 [============>.................] - ETA: 41s - loss: 0.3037 - accuracy: 0.8510
144/316 [============>.................] - ETA: 40s - loss: 0.3037 - accuracy: 0.8507
145/316 [============>.................] - ETA: 40s - loss: 0.3046 - accuracy: 0.8509
146/316 [============>.................] - ETA: 40s - loss: 0.3052 - accuracy: 0.8506
147/316 [============>.................] - ETA: 39s - loss: 0.3055 - accuracy: 0.8508
148/316 [=============>................] - ETA: 40s - loss: 0.3066 - accuracy: 0.8505
149/316 [=============>................] - ETA: 40s - loss: 0.3058 - accuracy: 0.8511
150/316 [=============>................] - ETA: 39s - loss: 0.3053 - accuracy: 0.8517
151/316 [=============>................] - ETA: 39s - loss: 0.3047 - accuracy: 0.8514
152/316 [=============>................] - ETA: 39s - loss: 0.3041 - accuracy: 0.8516
153/316 [=============>................] - ETA: 39s - loss: 0.3041 - accuracy: 0.8513
154/316 [=============>................] - ETA: 38s - loss: 0.3042 - accuracy: 0.8506
155/316 [=============>................] - ETA: 38s - loss: 0.3038 - accuracy: 0.8508
156/316 [=============>................] - ETA: 38s - loss: 0.3046 - accuracy: 0.8502
157/316 [=============>................] - ETA: 37s - loss: 0.3030 - accuracy: 0.8511
158/316 [==============>...............] - ETA: 37s - loss: 0.3029 - accuracy: 0.8517
159/316 [==============>...............] - ETA: 37s - loss: 0.3038 - accuracy: 0.8510
160/316 [==============>...............] - ETA: 37s - loss: 0.3024 - accuracy: 0.8520
161/316 [==============>...............] - ETA: 36s - loss: 0.3023 - accuracy: 0.8517
162/316 [==============>...............] - ETA: 36s - loss: 0.3023 - accuracy: 0.8519
163/316 [==============>...............] - ETA: 36s - loss: 0.3016 - accuracy: 0.8524
164/316 [==============>...............] - ETA: 35s - loss: 0.3011 - accuracy: 0.8525
165/316 [==============>...............] - ETA: 36s - loss: 0.3011 - accuracy: 0.8519
166/316 [==============>...............] - ETA: 36s - loss: 0.3010 - accuracy: 0.8517
167/316 [==============>...............] - ETA: 35s - loss: 0.3002 - accuracy: 0.8522
168/316 [==============>...............] - ETA: 35s - loss: 0.3007 - accuracy: 0.8519
169/316 [===============>..............] - ETA: 35s - loss: 0.3007 - accuracy: 0.8517
170/316 [===============>..............] - ETA: 34s - loss: 0.3035 - accuracy: 0.8507
171/316 [===============>..............] - ETA: 34s - loss: 0.3036 - accuracy: 0.8512
172/316 [===============>..............] - ETA: 34s - loss: 0.3038 - accuracy: 0.8510
173/316 [===============>..............] - ETA: 34s - loss: 0.3025 - accuracy: 0.8519
174/316 [===============>..............] - ETA: 33s - loss: 0.3015 - accuracy: 0.8524
175/316 [===============>..............] - ETA: 33s - loss: 0.3003 - accuracy: 0.8532
176/316 [===============>..............] - ETA: 33s - loss: 0.2993 - accuracy: 0.8540
177/316 [===============>..............] - ETA: 32s - loss: 0.2991 - accuracy: 0.8542
178/316 [===============>..............] - ETA: 32s - loss: 0.2986 - accuracy: 0.8543
179/316 [===============>..............] - ETA: 32s - loss: 0.2993 - accuracy: 0.8537
180/316 [================>.............] - ETA: 32s - loss: 0.2992 - accuracy: 0.8535
181/316 [================>.............] - ETA: 31s - loss: 0.2988 - accuracy: 0.8539
182/316 [================>.............] - ETA: 31s - loss: 0.2987 - accuracy: 0.8541
183/316 [================>.............] - ETA: 31s - loss: 0.2980 - accuracy: 0.8545
184/316 [================>.............] - ETA: 31s - loss: 0.2986 - accuracy: 0.8543
185/316 [================>.............] - ETA: 31s - loss: 0.2972 - accuracy: 0.8551
186/316 [================>.............] - ETA: 31s - loss: 0.2983 - accuracy: 0.8545
187/316 [================>.............] - ETA: 31s - loss: 0.2988 - accuracy: 0.8546
188/316 [================>.............] - ETA: 30s - loss: 0.2985 - accuracy: 0.8544
189/316 [================>.............] - ETA: 30s - loss: 0.2989 - accuracy: 0.8542
190/316 [=================>............] - ETA: 30s - loss: 0.2991 - accuracy: 0.8536
191/316 [=================>............] - ETA: 30s - loss: 0.2992 - accuracy: 0.8537
192/316 [=================>............] - ETA: 29s - loss: 0.2994 - accuracy: 0.8538
193/316 [=================>............] - ETA: 29s - loss: 0.2989 - accuracy: 0.8540
194/316 [=================>............] - ETA: 29s - loss: 0.2983 - accuracy: 0.8544
195/316 [=================>............] - ETA: 29s - loss: 0.2986 - accuracy: 0.8542
196/316 [=================>............] - ETA: 28s - loss: 0.2982 - accuracy: 0.8543
197/316 [=================>............] - ETA: 28s - loss: 0.2988 - accuracy: 0.8537
198/316 [=================>............] - ETA: 28s - loss: 0.2981 - accuracy: 0.8542
199/316 [=================>............] - ETA: 27s - loss: 0.2993 - accuracy: 0.8533
200/316 [=================>............] - ETA: 27s - loss: 0.2998 - accuracy: 0.8531
201/316 [==================>...........] - ETA: 27s - loss: 0.2994 - accuracy: 0.8535
202/316 [==================>...........] - ETA: 27s - loss: 0.3002 - accuracy: 0.8527
203/316 [==================>...........] - ETA: 27s - loss: 0.3013 - accuracy: 0.8519
204/316 [==================>...........] - ETA: 27s - loss: 0.3014 - accuracy: 0.8520
205/316 [==================>...........] - ETA: 27s - loss: 0.3012 - accuracy: 0.8518
206/316 [==================>...........] - ETA: 26s - loss: 0.3007 - accuracy: 0.8522
207/316 [==================>...........] - ETA: 26s - loss: 0.3011 - accuracy: 0.8521
208/316 [==================>...........] - ETA: 26s - loss: 0.3009 - accuracy: 0.8522
209/316 [==================>...........] - ETA: 26s - loss: 0.3011 - accuracy: 0.8523
210/316 [==================>...........] - ETA: 25s - loss: 0.3008 - accuracy: 0.8527
211/316 [===================>..........] - ETA: 25s - loss: 0.3008 - accuracy: 0.8528
212/316 [===================>..........] - ETA: 25s - loss: 0.3003 - accuracy: 0.8532
213/316 [===================>..........] - ETA: 24s - loss: 0.3000 - accuracy: 0.8533
214/316 [===================>..........] - ETA: 24s - loss: 0.3006 - accuracy: 0.8531
215/316 [===================>..........] - ETA: 24s - loss: 0.3011 - accuracy: 0.8529
216/316 [===================>..........] - ETA: 24s - loss: 0.3007 - accuracy: 0.8536
217/316 [===================>..........] - ETA: 24s - loss: 0.3009 - accuracy: 0.8534
218/316 [===================>..........] - ETA: 24s - loss: 0.3024 - accuracy: 0.8526
219/316 [===================>..........] - ETA: 23s - loss: 0.3023 - accuracy: 0.8527
220/316 [===================>..........] - ETA: 23s - loss: 0.3023 - accuracy: 0.8528
221/316 [===================>..........] - ETA: 23s - loss: 0.3018 - accuracy: 0.8529
222/316 [====================>.........] - ETA: 23s - loss: 0.3019 - accuracy: 0.8530
223/316 [====================>.........] - ETA: 22s - loss: 0.3011 - accuracy: 0.8537
224/316 [====================>.........] - ETA: 22s - loss: 0.3015 - accuracy: 0.8532
225/316 [====================>.........] - ETA: 22s - loss: 0.3011 - accuracy: 0.8536
226/316 [====================>.........] - ETA: 22s - loss: 0.3011 - accuracy: 0.8537
227/316 [====================>.........] - ETA: 21s - loss: 0.3005 - accuracy: 0.8538
228/316 [====================>.........] - ETA: 21s - loss: 0.3003 - accuracy: 0.8542
229/316 [====================>.........] - ETA: 21s - loss: 0.3001 - accuracy: 0.8543
230/316 [====================>.........] - ETA: 21s - loss: 0.2999 - accuracy: 0.8543
231/316 [====================>.........] - ETA: 21s - loss: 0.2992 - accuracy: 0.8550
232/316 [=====================>........] - ETA: 20s - loss: 0.2986 - accuracy: 0.8553
233/316 [=====================>........] - ETA: 20s - loss: 0.2980 - accuracy: 0.8557
234/316 [=====================>........] - ETA: 20s - loss: 0.2987 - accuracy: 0.8552
235/316 [=====================>........] - ETA: 20s - loss: 0.2980 - accuracy: 0.8559
236/316 [=====================>........] - ETA: 19s - loss: 0.2984 - accuracy: 0.8554
237/316 [=====================>........] - ETA: 19s - loss: 0.2998 - accuracy: 0.8547
238/316 [=====================>........] - ETA: 19s - loss: 0.2999 - accuracy: 0.8548
239/316 [=====================>........] - ETA: 19s - loss: 0.2994 - accuracy: 0.8551
240/316 [=====================>........] - ETA: 18s - loss: 0.2990 - accuracy: 0.8555
241/316 [=====================>........] - ETA: 18s - loss: 0.2994 - accuracy: 0.8553
242/316 [=====================>........] - ETA: 18s - loss: 0.2986 - accuracy: 0.8559
243/316 [======================>.......] - ETA: 18s - loss: 0.2986 - accuracy: 0.8557
244/316 [======================>.......] - ETA: 17s - loss: 0.2988 - accuracy: 0.8555
245/316 [======================>.......] - ETA: 17s - loss: 0.2986 - accuracy: 0.8556
246/316 [======================>.......] - ETA: 17s - loss: 0.2982 - accuracy: 0.8559
247/316 [======================>.......] - ETA: 16s - loss: 0.2981 - accuracy: 0.8560
248/316 [======================>.......] - ETA: 16s - loss: 0.2975 - accuracy: 0.8566
249/316 [======================>.......] - ETA: 16s - loss: 0.2979 - accuracy: 0.8562
250/316 [======================>.......] - ETA: 16s - loss: 0.2973 - accuracy: 0.8562
251/316 [======================>.......] - ETA: 16s - loss: 0.2971 - accuracy: 0.8566
252/316 [======================>.......] - ETA: 15s - loss: 0.2970 - accuracy: 0.8564
253/316 [=======================>......] - ETA: 15s - loss: 0.2968 - accuracy: 0.8567
254/316 [=======================>......] - ETA: 15s - loss: 0.2974 - accuracy: 0.8565
255/316 [=======================>......] - ETA: 15s - loss: 0.2973 - accuracy: 0.8566
256/316 [=======================>......] - ETA: 14s - loss: 0.2990 - accuracy: 0.8560
257/316 [=======================>......] - ETA: 14s - loss: 0.2995 - accuracy: 0.8558
258/316 [=======================>......] - ETA: 14s - loss: 0.2994 - accuracy: 0.8559
259/316 [=======================>......] - ETA: 14s - loss: 0.2997 - accuracy: 0.8557
260/316 [=======================>......] - ETA: 13s - loss: 0.3011 - accuracy: 0.8555
261/316 [=======================>......] - ETA: 13s - loss: 0.3033 - accuracy: 0.8549
262/316 [=======================>......] - ETA: 13s - loss: 0.3031 - accuracy: 0.8552
263/316 [=======================>......] - ETA: 13s - loss: 0.3037 - accuracy: 0.8546
264/316 [========================>.....] - ETA: 12s - loss: 0.3040 - accuracy: 0.8549
265/316 [========================>.....] - ETA: 12s - loss: 0.3042 - accuracy: 0.8550
266/316 [========================>.....] - ETA: 12s - loss: 0.3042 - accuracy: 0.8548
267/316 [========================>.....] - ETA: 12s - loss: 0.3036 - accuracy: 0.8551
268/316 [========================>.....] - ETA: 11s - loss: 0.3038 - accuracy: 0.8549
269/316 [========================>.....] - ETA: 11s - loss: 0.3032 - accuracy: 0.8553
270/316 [========================>.....] - ETA: 11s - loss: 0.3028 - accuracy: 0.8553
271/316 [========================>.....] - ETA: 11s - loss: 0.3025 - accuracy: 0.8556
272/316 [========================>.....] - ETA: 10s - loss: 0.3025 - accuracy: 0.8555
273/316 [========================>.....] - ETA: 10s - loss: 0.3020 - accuracy: 0.8558
274/316 [=========================>....] - ETA: 10s - loss: 0.3025 - accuracy: 0.8556
275/316 [=========================>....] - ETA: 10s - loss: 0.3028 - accuracy: 0.8557
276/316 [=========================>....] - ETA: 9s - loss: 0.3037 - accuracy: 0.8551 
277/316 [=========================>....] - ETA: 9s - loss: 0.3039 - accuracy: 0.8549
278/316 [=========================>....] - ETA: 9s - loss: 0.3039 - accuracy: 0.8548
279/316 [=========================>....] - ETA: 9s - loss: 0.3035 - accuracy: 0.8548
280/316 [=========================>....] - ETA: 8s - loss: 0.3031 - accuracy: 0.8551
281/316 [=========================>....] - ETA: 8s - loss: 0.3026 - accuracy: 0.8556
282/316 [=========================>....] - ETA: 8s - loss: 0.3018 - accuracy: 0.8562
283/316 [=========================>....] - ETA: 8s - loss: 0.3017 - accuracy: 0.8564
284/316 [=========================>....] - ETA: 7s - loss: 0.3018 - accuracy: 0.8563
285/316 [==========================>...] - ETA: 7s - loss: 0.3014 - accuracy: 0.8566
286/316 [==========================>...] - ETA: 7s - loss: 0.3014 - accuracy: 0.8564
287/316 [==========================>...] - ETA: 7s - loss: 0.3011 - accuracy: 0.8567
288/316 [==========================>...] - ETA: 6s - loss: 0.3008 - accuracy: 0.8566
289/316 [==========================>...] - ETA: 6s - loss: 0.3007 - accuracy: 0.8566
290/316 [==========================>...] - ETA: 6s - loss: 0.3011 - accuracy: 0.8562
291/316 [==========================>...] - ETA: 6s - loss: 0.3014 - accuracy: 0.8563
292/316 [==========================>...] - ETA: 5s - loss: 0.3011 - accuracy: 0.8564
293/316 [==========================>...] - ETA: 5s - loss: 0.3013 - accuracy: 0.8564
294/316 [==========================>...] - ETA: 5s - loss: 0.3013 - accuracy: 0.8565
295/316 [===========================>..] - ETA: 5s - loss: 0.3017 - accuracy: 0.8564
296/316 [===========================>..] - ETA: 4s - loss: 0.3015 - accuracy: 0.8564
297/316 [===========================>..] - ETA: 4s - loss: 0.3009 - accuracy: 0.8569
298/316 [===========================>..] - ETA: 4s - loss: 0.3009 - accuracy: 0.8568
299/316 [===========================>..] - ETA: 4s - loss: 0.3006 - accuracy: 0.8568
300/316 [===========================>..] - ETA: 3s - loss: 0.3007 - accuracy: 0.8565
301/316 [===========================>..] - ETA: 3s - loss: 0.3005 - accuracy: 0.8565
302/316 [===========================>..] - ETA: 3s - loss: 0.3000 - accuracy: 0.8568
303/316 [===========================>..] - ETA: 3s - loss: 0.3007 - accuracy: 0.8562
304/316 [===========================>..] - ETA: 2s - loss: 0.3003 - accuracy: 0.8565
305/316 [===========================>..] - ETA: 2s - loss: 0.2998 - accuracy: 0.8570
306/316 [============================>.] - ETA: 2s - loss: 0.2997 - accuracy: 0.8570
307/316 [============================>.] - ETA: 2s - loss: 0.2993 - accuracy: 0.8573
308/316 [============================>.] - ETA: 1s - loss: 0.2991 - accuracy: 0.8573
309/316 [============================>.] - ETA: 1s - loss: 0.2988 - accuracy: 0.8574
310/316 [============================>.] - ETA: 1s - loss: 0.2985 - accuracy: 0.8575
311/316 [============================>.] - ETA: 1s - loss: 0.2979 - accuracy: 0.8579
312/316 [============================>.] - ETA: 1s - loss: 0.2974 - accuracy: 0.8582
313/316 [============================>.] - ETA: 0s - loss: 0.2979 - accuracy: 0.8580
314/316 [============================>.] - ETA: 0s - loss: 0.2983 - accuracy: 0.8577
315/316 [============================>.] - ETA: 0s - loss: 0.2986 - accuracy: 0.8573
316/316 [==============================] - 79s 250ms/step - loss: 0.2985 - accuracy: 0.8575

316/316 [==============================] - 83s 263ms/step - loss: 0.2985 - accuracy: 0.8575 - val_loss: 0.2520 - val_accuracy: 0.8930
Epoch 73/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.3319 - accuracy: 0.8750
  2/316 [..............................] - ETA: 59s - loss: 0.3483 - accuracy: 0.8438 
  3/316 [..............................] - ETA: 57s - loss: 0.3312 - accuracy: 0.8542
  4/316 [..............................] - ETA: 59s - loss: 0.4262 - accuracy: 0.8438
  5/316 [..............................] - ETA: 59s - loss: 0.3819 - accuracy: 0.8625
  6/316 [..............................] - ETA: 1:00 - loss: 0.3301 - accuracy: 0.8854
  7/316 [..............................] - ETA: 59s - loss: 0.3296 - accuracy: 0.8750 
  8/316 [..............................] - ETA: 58s - loss: 0.3335 - accuracy: 0.8672
  9/316 [..............................] - ETA: 58s - loss: 0.3397 - accuracy: 0.8611
 10/316 [..............................] - ETA: 58s - loss: 0.3264 - accuracy: 0.8687
 11/316 [>.............................] - ETA: 59s - loss: 0.3276 - accuracy: 0.8636
 12/316 [>.............................] - ETA: 1:09 - loss: 0.3435 - accuracy: 0.8438
 13/316 [>.............................] - ETA: 1:16 - loss: 0.3439 - accuracy: 0.8462
 14/316 [>.............................] - ETA: 1:14 - loss: 0.3484 - accuracy: 0.8393
 15/316 [>.............................] - ETA: 1:13 - loss: 0.3578 - accuracy: 0.8375
 16/316 [>.............................] - ETA: 1:12 - loss: 0.3500 - accuracy: 0.8438
 17/316 [>.............................] - ETA: 1:11 - loss: 0.3803 - accuracy: 0.8272
 18/316 [>.............................] - ETA: 1:10 - loss: 0.3843 - accuracy: 0.8160
 19/316 [>.............................] - ETA: 1:09 - loss: 0.3919 - accuracy: 0.8059
 20/316 [>.............................] - ETA: 1:08 - loss: 0.3883 - accuracy: 0.8125
 21/316 [>.............................] - ETA: 1:07 - loss: 0.3777 - accuracy: 0.8214
 22/316 [=>............................] - ETA: 1:06 - loss: 0.3680 - accuracy: 0.8267
 23/316 [=>............................] - ETA: 1:05 - loss: 0.3608 - accuracy: 0.8315
 24/316 [=>............................] - ETA: 1:05 - loss: 0.3692 - accuracy: 0.8255
 25/316 [=>............................] - ETA: 1:04 - loss: 0.3638 - accuracy: 0.8300
 26/316 [=>............................] - ETA: 1:03 - loss: 0.3606 - accuracy: 0.8317
 27/316 [=>............................] - ETA: 1:03 - loss: 0.3597 - accuracy: 0.8333
 28/316 [=>............................] - ETA: 1:02 - loss: 0.3592 - accuracy: 0.8281
 29/316 [=>............................] - ETA: 1:06 - loss: 0.3623 - accuracy: 0.8211
 30/316 [=>............................] - ETA: 1:09 - loss: 0.3611 - accuracy: 0.8208
 31/316 [=>............................] - ETA: 1:08 - loss: 0.3625 - accuracy: 0.8206
 32/316 [==>...........................] - ETA: 1:08 - loss: 0.3560 - accuracy: 0.8242
 33/316 [==>...........................] - ETA: 1:07 - loss: 0.3515 - accuracy: 0.8258
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.3504 - accuracy: 0.8272
 35/316 [==>...........................] - ETA: 1:06 - loss: 0.3542 - accuracy: 0.8250
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.3601 - accuracy: 0.8247
 37/316 [==>...........................] - ETA: 1:05 - loss: 0.3535 - accuracy: 0.8294
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.3522 - accuracy: 0.8322
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.3460 - accuracy: 0.8365
 40/316 [==>...........................] - ETA: 1:03 - loss: 0.3426 - accuracy: 0.8375
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.3427 - accuracy: 0.8369
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.3480 - accuracy: 0.8333
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.3426 - accuracy: 0.8372
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.3408 - accuracy: 0.8395
 45/316 [===>..........................] - ETA: 1:01 - loss: 0.3414 - accuracy: 0.8389
 46/316 [===>..........................] - ETA: 1:02 - loss: 0.3379 - accuracy: 0.8410
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.3388 - accuracy: 0.8391
 48/316 [===>..........................] - ETA: 1:04 - loss: 0.3397 - accuracy: 0.8385
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.3404 - accuracy: 0.8380
 50/316 [===>..........................] - ETA: 1:03 - loss: 0.3421 - accuracy: 0.8375
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.3413 - accuracy: 0.8382
 52/316 [===>..........................] - ETA: 1:02 - loss: 0.3405 - accuracy: 0.8401
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.3404 - accuracy: 0.8420
 54/316 [====>.........................] - ETA: 1:01 - loss: 0.3429 - accuracy: 0.8391
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.3434 - accuracy: 0.8386
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.3426 - accuracy: 0.8371
 57/316 [====>.........................] - ETA: 59s - loss: 0.3452 - accuracy: 0.8355 
 58/316 [====>.........................] - ETA: 59s - loss: 0.3469 - accuracy: 0.8351
 59/316 [====>.........................] - ETA: 59s - loss: 0.3445 - accuracy: 0.8369
 60/316 [====>.........................] - ETA: 58s - loss: 0.3441 - accuracy: 0.8375
 61/316 [====>.........................] - ETA: 58s - loss: 0.3421 - accuracy: 0.8402
 62/316 [====>.........................] - ETA: 57s - loss: 0.3417 - accuracy: 0.8407
 63/316 [====>.........................] - ETA: 58s - loss: 0.3430 - accuracy: 0.8393
 64/316 [=====>........................] - ETA: 1:00 - loss: 0.3448 - accuracy: 0.8369
 65/316 [=====>........................] - ETA: 59s - loss: 0.3444 - accuracy: 0.8365 
 66/316 [=====>........................] - ETA: 59s - loss: 0.3444 - accuracy: 0.8381
 67/316 [=====>........................] - ETA: 58s - loss: 0.3446 - accuracy: 0.8386
 68/316 [=====>........................] - ETA: 58s - loss: 0.3425 - accuracy: 0.8392
 69/316 [=====>........................] - ETA: 58s - loss: 0.3418 - accuracy: 0.8397
 70/316 [=====>........................] - ETA: 57s - loss: 0.3396 - accuracy: 0.8420
 71/316 [=====>........................] - ETA: 57s - loss: 0.3388 - accuracy: 0.8424
 72/316 [=====>........................] - ETA: 56s - loss: 0.3391 - accuracy: 0.8411
 73/316 [=====>........................] - ETA: 56s - loss: 0.3393 - accuracy: 0.8399
 74/316 [======>.......................] - ETA: 56s - loss: 0.3379 - accuracy: 0.8395
 75/316 [======>.......................] - ETA: 55s - loss: 0.3373 - accuracy: 0.8400
 76/316 [======>.......................] - ETA: 55s - loss: 0.3363 - accuracy: 0.8421
 77/316 [======>.......................] - ETA: 55s - loss: 0.3354 - accuracy: 0.8417
 78/316 [======>.......................] - ETA: 54s - loss: 0.3343 - accuracy: 0.8429
 79/316 [======>.......................] - ETA: 54s - loss: 0.3346 - accuracy: 0.8426
 80/316 [======>.......................] - ETA: 54s - loss: 0.3338 - accuracy: 0.8422
 81/316 [======>.......................] - ETA: 55s - loss: 0.3338 - accuracy: 0.8426
 82/316 [======>.......................] - ETA: 56s - loss: 0.3343 - accuracy: 0.8422
 83/316 [======>.......................] - ETA: 56s - loss: 0.3332 - accuracy: 0.8434
 84/316 [======>.......................] - ETA: 56s - loss: 0.3331 - accuracy: 0.8438
 85/316 [=======>......................] - ETA: 56s - loss: 0.3321 - accuracy: 0.8441
 86/316 [=======>......................] - ETA: 55s - loss: 0.3302 - accuracy: 0.8452
 87/316 [=======>......................] - ETA: 55s - loss: 0.3286 - accuracy: 0.8463
 88/316 [=======>......................] - ETA: 55s - loss: 0.3281 - accuracy: 0.8459
 89/316 [=======>......................] - ETA: 54s - loss: 0.3298 - accuracy: 0.8441
 90/316 [=======>......................] - ETA: 54s - loss: 0.3295 - accuracy: 0.8451
 91/316 [=======>......................] - ETA: 53s - loss: 0.3286 - accuracy: 0.8448
 92/316 [=======>......................] - ETA: 53s - loss: 0.3281 - accuracy: 0.8458
 93/316 [=======>......................] - ETA: 53s - loss: 0.3277 - accuracy: 0.8454
 94/316 [=======>......................] - ETA: 52s - loss: 0.3271 - accuracy: 0.8451
 95/316 [========>.....................] - ETA: 52s - loss: 0.3274 - accuracy: 0.8447
 96/316 [========>.....................] - ETA: 52s - loss: 0.3255 - accuracy: 0.8457
 97/316 [========>.....................] - ETA: 51s - loss: 0.3255 - accuracy: 0.8454
 98/316 [========>.....................] - ETA: 51s - loss: 0.3239 - accuracy: 0.8463
 99/316 [========>.....................] - ETA: 51s - loss: 0.3231 - accuracy: 0.8472
100/316 [========>.....................] - ETA: 51s - loss: 0.3243 - accuracy: 0.8462
101/316 [========>.....................] - ETA: 52s - loss: 0.3236 - accuracy: 0.8465
102/316 [========>.....................] - ETA: 51s - loss: 0.3234 - accuracy: 0.8462
103/316 [========>.....................] - ETA: 51s - loss: 0.3228 - accuracy: 0.8459
104/316 [========>.....................] - ETA: 51s - loss: 0.3232 - accuracy: 0.8462
105/316 [========>.....................] - ETA: 50s - loss: 0.3248 - accuracy: 0.8446
106/316 [=========>....................] - ETA: 50s - loss: 0.3259 - accuracy: 0.8438
107/316 [=========>....................] - ETA: 49s - loss: 0.3252 - accuracy: 0.8440
108/316 [=========>....................] - ETA: 49s - loss: 0.3255 - accuracy: 0.8432
109/316 [=========>....................] - ETA: 49s - loss: 0.3238 - accuracy: 0.8440
110/316 [=========>....................] - ETA: 49s - loss: 0.3242 - accuracy: 0.8438
111/316 [=========>....................] - ETA: 48s - loss: 0.3231 - accuracy: 0.8446
112/316 [=========>....................] - ETA: 48s - loss: 0.3237 - accuracy: 0.8438
113/316 [=========>....................] - ETA: 48s - loss: 0.3235 - accuracy: 0.8435
114/316 [=========>....................] - ETA: 47s - loss: 0.3232 - accuracy: 0.8443
115/316 [=========>....................] - ETA: 47s - loss: 0.3249 - accuracy: 0.8429
116/316 [==========>...................] - ETA: 47s - loss: 0.3243 - accuracy: 0.8432
117/316 [==========>...................] - ETA: 47s - loss: 0.3239 - accuracy: 0.8435
118/316 [==========>...................] - ETA: 47s - loss: 0.3234 - accuracy: 0.8438
119/316 [==========>...................] - ETA: 47s - loss: 0.3227 - accuracy: 0.8440
120/316 [==========>...................] - ETA: 47s - loss: 0.3257 - accuracy: 0.8448
121/316 [==========>...................] - ETA: 46s - loss: 0.3239 - accuracy: 0.8461
122/316 [==========>...................] - ETA: 46s - loss: 0.3255 - accuracy: 0.8443
123/316 [==========>...................] - ETA: 46s - loss: 0.3243 - accuracy: 0.8450
124/316 [==========>...................] - ETA: 45s - loss: 0.3228 - accuracy: 0.8463
125/316 [==========>...................] - ETA: 45s - loss: 0.3213 - accuracy: 0.8475
126/316 [==========>...................] - ETA: 45s - loss: 0.3198 - accuracy: 0.8487
127/316 [===========>..................] - ETA: 44s - loss: 0.3205 - accuracy: 0.8474
128/316 [===========>..................] - ETA: 44s - loss: 0.3200 - accuracy: 0.8477
129/316 [===========>..................] - ETA: 44s - loss: 0.3190 - accuracy: 0.8484
130/316 [===========>..................] - ETA: 44s - loss: 0.3185 - accuracy: 0.8486
131/316 [===========>..................] - ETA: 43s - loss: 0.3198 - accuracy: 0.8469
132/316 [===========>..................] - ETA: 43s - loss: 0.3196 - accuracy: 0.8466
133/316 [===========>..................] - ETA: 43s - loss: 0.3184 - accuracy: 0.8473
134/316 [===========>..................] - ETA: 43s - loss: 0.3184 - accuracy: 0.8475
135/316 [===========>..................] - ETA: 43s - loss: 0.3180 - accuracy: 0.8481
136/316 [===========>..................] - ETA: 43s - loss: 0.3182 - accuracy: 0.8479
137/316 [============>.................] - ETA: 42s - loss: 0.3170 - accuracy: 0.8485
138/316 [============>.................] - ETA: 42s - loss: 0.3170 - accuracy: 0.8483
139/316 [============>.................] - ETA: 42s - loss: 0.3167 - accuracy: 0.8480
140/316 [============>.................] - ETA: 42s - loss: 0.3174 - accuracy: 0.8478
141/316 [============>.................] - ETA: 41s - loss: 0.3166 - accuracy: 0.8484
142/316 [============>.................] - ETA: 41s - loss: 0.3177 - accuracy: 0.8477
143/316 [============>.................] - ETA: 41s - loss: 0.3159 - accuracy: 0.8488
144/316 [============>.................] - ETA: 40s - loss: 0.3165 - accuracy: 0.8490
145/316 [============>.................] - ETA: 40s - loss: 0.3160 - accuracy: 0.8491
146/316 [============>.................] - ETA: 40s - loss: 0.3172 - accuracy: 0.8485
147/316 [============>.................] - ETA: 39s - loss: 0.3168 - accuracy: 0.8486
148/316 [=============>................] - ETA: 39s - loss: 0.3162 - accuracy: 0.8488
149/316 [=============>................] - ETA: 39s - loss: 0.3160 - accuracy: 0.8498
150/316 [=============>................] - ETA: 39s - loss: 0.3162 - accuracy: 0.8492
151/316 [=============>................] - ETA: 39s - loss: 0.3152 - accuracy: 0.8493
152/316 [=============>................] - ETA: 39s - loss: 0.3151 - accuracy: 0.8495
153/316 [=============>................] - ETA: 39s - loss: 0.3165 - accuracy: 0.8493
154/316 [=============>................] - ETA: 38s - loss: 0.3161 - accuracy: 0.8498
155/316 [=============>................] - ETA: 38s - loss: 0.3163 - accuracy: 0.8492
156/316 [=============>................] - ETA: 38s - loss: 0.3162 - accuracy: 0.8498
157/316 [=============>................] - ETA: 37s - loss: 0.3159 - accuracy: 0.8495
158/316 [==============>...............] - ETA: 37s - loss: 0.3155 - accuracy: 0.8497
159/316 [==============>...............] - ETA: 37s - loss: 0.3155 - accuracy: 0.8498
160/316 [==============>...............] - ETA: 37s - loss: 0.3154 - accuracy: 0.8496
161/316 [==============>...............] - ETA: 36s - loss: 0.3157 - accuracy: 0.8498
162/316 [==============>...............] - ETA: 36s - loss: 0.3147 - accuracy: 0.8503
163/316 [==============>...............] - ETA: 36s - loss: 0.3148 - accuracy: 0.8505
164/316 [==============>...............] - ETA: 36s - loss: 0.3152 - accuracy: 0.8502
165/316 [==============>...............] - ETA: 36s - loss: 0.3156 - accuracy: 0.8508
166/316 [==============>...............] - ETA: 36s - loss: 0.3154 - accuracy: 0.8505
167/316 [==============>...............] - ETA: 36s - loss: 0.3152 - accuracy: 0.8507
168/316 [==============>...............] - ETA: 36s - loss: 0.3156 - accuracy: 0.8508
169/316 [===============>..............] - ETA: 35s - loss: 0.3152 - accuracy: 0.8506
170/316 [===============>..............] - ETA: 35s - loss: 0.3145 - accuracy: 0.8511
171/316 [===============>..............] - ETA: 35s - loss: 0.3142 - accuracy: 0.8512
172/316 [===============>..............] - ETA: 34s - loss: 0.3156 - accuracy: 0.8507
173/316 [===============>..............] - ETA: 34s - loss: 0.3149 - accuracy: 0.8508
174/316 [===============>..............] - ETA: 34s - loss: 0.3136 - accuracy: 0.8517
175/316 [===============>..............] - ETA: 34s - loss: 0.3134 - accuracy: 0.8518
176/316 [===============>..............] - ETA: 33s - loss: 0.3136 - accuracy: 0.8512
177/316 [===============>..............] - ETA: 33s - loss: 0.3127 - accuracy: 0.8520
178/316 [===============>..............] - ETA: 33s - loss: 0.3126 - accuracy: 0.8518
179/316 [===============>..............] - ETA: 32s - loss: 0.3122 - accuracy: 0.8523
180/316 [================>.............] - ETA: 32s - loss: 0.3113 - accuracy: 0.8531
181/316 [================>.............] - ETA: 32s - loss: 0.3126 - accuracy: 0.8519
182/316 [================>.............] - ETA: 32s - loss: 0.3134 - accuracy: 0.8513
183/316 [================>.............] - ETA: 32s - loss: 0.3130 - accuracy: 0.8518
184/316 [================>.............] - ETA: 32s - loss: 0.3126 - accuracy: 0.8516
185/316 [================>.............] - ETA: 31s - loss: 0.3124 - accuracy: 0.8517
186/316 [================>.............] - ETA: 31s - loss: 0.3112 - accuracy: 0.8525
187/316 [================>.............] - ETA: 31s - loss: 0.3112 - accuracy: 0.8523
188/316 [================>.............] - ETA: 30s - loss: 0.3112 - accuracy: 0.8521
189/316 [================>.............] - ETA: 30s - loss: 0.3113 - accuracy: 0.8522
190/316 [=================>............] - ETA: 30s - loss: 0.3115 - accuracy: 0.8523
191/316 [=================>............] - ETA: 30s - loss: 0.3111 - accuracy: 0.8527
192/316 [=================>............] - ETA: 29s - loss: 0.3121 - accuracy: 0.8522
193/316 [=================>............] - ETA: 29s - loss: 0.3120 - accuracy: 0.8523
194/316 [=================>............] - ETA: 29s - loss: 0.3114 - accuracy: 0.8528
195/316 [=================>............] - ETA: 29s - loss: 0.3118 - accuracy: 0.8519
196/316 [=================>............] - ETA: 28s - loss: 0.3132 - accuracy: 0.8514
197/316 [=================>............] - ETA: 28s - loss: 0.3123 - accuracy: 0.8522
198/316 [=================>............] - ETA: 28s - loss: 0.3114 - accuracy: 0.8526
199/316 [=================>............] - ETA: 28s - loss: 0.3113 - accuracy: 0.8527
200/316 [=================>............] - ETA: 28s - loss: 0.3114 - accuracy: 0.8525
201/316 [==================>...........] - ETA: 27s - loss: 0.3111 - accuracy: 0.8526
202/316 [==================>...........] - ETA: 27s - loss: 0.3107 - accuracy: 0.8527
203/316 [==================>...........] - ETA: 27s - loss: 0.3107 - accuracy: 0.8528
204/316 [==================>...........] - ETA: 27s - loss: 0.3098 - accuracy: 0.8532
205/316 [==================>...........] - ETA: 26s - loss: 0.3097 - accuracy: 0.8534
206/316 [==================>...........] - ETA: 26s - loss: 0.3100 - accuracy: 0.8529
207/316 [==================>...........] - ETA: 26s - loss: 0.3101 - accuracy: 0.8527
208/316 [==================>...........] - ETA: 25s - loss: 0.3090 - accuracy: 0.8534
209/316 [==================>...........] - ETA: 25s - loss: 0.3081 - accuracy: 0.8538
210/316 [==================>...........] - ETA: 25s - loss: 0.3082 - accuracy: 0.8533
211/316 [===================>..........] - ETA: 25s - loss: 0.3089 - accuracy: 0.8531
212/316 [===================>..........] - ETA: 24s - loss: 0.3084 - accuracy: 0.8538
213/316 [===================>..........] - ETA: 24s - loss: 0.3074 - accuracy: 0.8545
214/316 [===================>..........] - ETA: 24s - loss: 0.3075 - accuracy: 0.8543
215/316 [===================>..........] - ETA: 24s - loss: 0.3070 - accuracy: 0.8547
216/316 [===================>..........] - ETA: 23s - loss: 0.3059 - accuracy: 0.8553
217/316 [===================>..........] - ETA: 23s - loss: 0.3062 - accuracy: 0.8551
218/316 [===================>..........] - ETA: 23s - loss: 0.3050 - accuracy: 0.8558
219/316 [===================>..........] - ETA: 23s - loss: 0.3050 - accuracy: 0.8559
220/316 [===================>..........] - ETA: 23s - loss: 0.3050 - accuracy: 0.8557
221/316 [===================>..........] - ETA: 22s - loss: 0.3051 - accuracy: 0.8558
222/316 [====================>.........] - ETA: 22s - loss: 0.3067 - accuracy: 0.8550
223/316 [====================>.........] - ETA: 22s - loss: 0.3067 - accuracy: 0.8551
224/316 [====================>.........] - ETA: 22s - loss: 0.3068 - accuracy: 0.8552
225/316 [====================>.........] - ETA: 22s - loss: 0.3069 - accuracy: 0.8553
226/316 [====================>.........] - ETA: 21s - loss: 0.3063 - accuracy: 0.8556
227/316 [====================>.........] - ETA: 21s - loss: 0.3059 - accuracy: 0.8563
228/316 [====================>.........] - ETA: 21s - loss: 0.3060 - accuracy: 0.8564
229/316 [====================>.........] - ETA: 21s - loss: 0.3059 - accuracy: 0.8564
230/316 [====================>.........] - ETA: 20s - loss: 0.3062 - accuracy: 0.8560
231/316 [====================>.........] - ETA: 20s - loss: 0.3057 - accuracy: 0.8563
232/316 [=====================>........] - ETA: 20s - loss: 0.3052 - accuracy: 0.8567
233/316 [=====================>........] - ETA: 20s - loss: 0.3054 - accuracy: 0.8568
234/316 [=====================>........] - ETA: 20s - loss: 0.3051 - accuracy: 0.8568
235/316 [=====================>........] - ETA: 19s - loss: 0.3047 - accuracy: 0.8574
236/316 [=====================>........] - ETA: 19s - loss: 0.3044 - accuracy: 0.8575
237/316 [=====================>........] - ETA: 19s - loss: 0.3037 - accuracy: 0.8581
238/316 [=====================>........] - ETA: 19s - loss: 0.3040 - accuracy: 0.8579
239/316 [=====================>........] - ETA: 18s - loss: 0.3038 - accuracy: 0.8580
240/316 [=====================>........] - ETA: 18s - loss: 0.3033 - accuracy: 0.8581
241/316 [=====================>........] - ETA: 18s - loss: 0.3029 - accuracy: 0.8584
242/316 [=====================>........] - ETA: 18s - loss: 0.3025 - accuracy: 0.8587
243/316 [======================>.......] - ETA: 17s - loss: 0.3018 - accuracy: 0.8591
244/316 [======================>.......] - ETA: 17s - loss: 0.3011 - accuracy: 0.8591
245/316 [======================>.......] - ETA: 17s - loss: 0.3013 - accuracy: 0.8589
246/316 [======================>.......] - ETA: 17s - loss: 0.3012 - accuracy: 0.8592
247/316 [======================>.......] - ETA: 16s - loss: 0.3009 - accuracy: 0.8596
248/316 [======================>.......] - ETA: 16s - loss: 0.3005 - accuracy: 0.8596
249/316 [======================>.......] - ETA: 16s - loss: 0.3011 - accuracy: 0.8594
250/316 [======================>.......] - ETA: 16s - loss: 0.3016 - accuracy: 0.8593
251/316 [======================>.......] - ETA: 15s - loss: 0.3014 - accuracy: 0.8596
252/316 [======================>.......] - ETA: 15s - loss: 0.3005 - accuracy: 0.8601
253/316 [=======================>......] - ETA: 15s - loss: 0.2998 - accuracy: 0.8604
254/316 [=======================>......] - ETA: 15s - loss: 0.2993 - accuracy: 0.8607
255/316 [=======================>......] - ETA: 14s - loss: 0.2993 - accuracy: 0.8608
256/316 [=======================>......] - ETA: 14s - loss: 0.2988 - accuracy: 0.8611
257/316 [=======================>......] - ETA: 14s - loss: 0.2995 - accuracy: 0.8609
258/316 [=======================>......] - ETA: 14s - loss: 0.3006 - accuracy: 0.8602
259/316 [=======================>......] - ETA: 13s - loss: 0.3000 - accuracy: 0.8603
260/316 [=======================>......] - ETA: 13s - loss: 0.2998 - accuracy: 0.8603
261/316 [=======================>......] - ETA: 13s - loss: 0.2993 - accuracy: 0.8606
262/316 [=======================>......] - ETA: 13s - loss: 0.2991 - accuracy: 0.8607
263/316 [=======================>......] - ETA: 13s - loss: 0.2987 - accuracy: 0.8610
264/316 [========================>.....] - ETA: 12s - loss: 0.2992 - accuracy: 0.8608
265/316 [========================>.....] - ETA: 12s - loss: 0.3016 - accuracy: 0.8594
266/316 [========================>.....] - ETA: 12s - loss: 0.3015 - accuracy: 0.8593
267/316 [========================>.....] - ETA: 12s - loss: 0.3015 - accuracy: 0.8588
268/316 [========================>.....] - ETA: 11s - loss: 0.3017 - accuracy: 0.8587
269/316 [========================>.....] - ETA: 11s - loss: 0.3016 - accuracy: 0.8585
270/316 [========================>.....] - ETA: 11s - loss: 0.3011 - accuracy: 0.8586
271/316 [========================>.....] - ETA: 11s - loss: 0.3006 - accuracy: 0.8589
272/316 [========================>.....] - ETA: 10s - loss: 0.3001 - accuracy: 0.8594
273/316 [========================>.....] - ETA: 10s - loss: 0.2998 - accuracy: 0.8597
274/316 [=========================>....] - ETA: 10s - loss: 0.3006 - accuracy: 0.8590
275/316 [=========================>....] - ETA: 10s - loss: 0.3011 - accuracy: 0.8586
276/316 [=========================>....] - ETA: 9s - loss: 0.3016 - accuracy: 0.8582 
277/316 [=========================>....] - ETA: 9s - loss: 0.3016 - accuracy: 0.8583
278/316 [=========================>....] - ETA: 9s - loss: 0.3014 - accuracy: 0.8584
279/316 [=========================>....] - ETA: 9s - loss: 0.3013 - accuracy: 0.8586
280/316 [=========================>....] - ETA: 8s - loss: 0.3007 - accuracy: 0.8589
281/316 [=========================>....] - ETA: 8s - loss: 0.3004 - accuracy: 0.8592
282/316 [=========================>....] - ETA: 8s - loss: 0.3002 - accuracy: 0.8593
283/316 [=========================>....] - ETA: 8s - loss: 0.3004 - accuracy: 0.8591
284/316 [=========================>....] - ETA: 7s - loss: 0.3008 - accuracy: 0.8585
285/316 [==========================>...] - ETA: 7s - loss: 0.3014 - accuracy: 0.8581
286/316 [==========================>...] - ETA: 7s - loss: 0.3011 - accuracy: 0.8584
287/316 [==========================>...] - ETA: 7s - loss: 0.3015 - accuracy: 0.8578
288/316 [==========================>...] - ETA: 6s - loss: 0.3009 - accuracy: 0.8583
289/316 [==========================>...] - ETA: 6s - loss: 0.3013 - accuracy: 0.8579
290/316 [==========================>...] - ETA: 6s - loss: 0.3009 - accuracy: 0.8582
291/316 [==========================>...] - ETA: 6s - loss: 0.3007 - accuracy: 0.8585
292/316 [==========================>...] - ETA: 5s - loss: 0.3009 - accuracy: 0.8583
293/316 [==========================>...] - ETA: 5s - loss: 0.3008 - accuracy: 0.8581
294/316 [==========================>...] - ETA: 5s - loss: 0.3016 - accuracy: 0.8578
295/316 [===========================>..] - ETA: 5s - loss: 0.3021 - accuracy: 0.8570
296/316 [===========================>..] - ETA: 4s - loss: 0.3019 - accuracy: 0.8571
297/316 [===========================>..] - ETA: 4s - loss: 0.3015 - accuracy: 0.8573
298/316 [===========================>..] - ETA: 4s - loss: 0.3013 - accuracy: 0.8574
299/316 [===========================>..] - ETA: 4s - loss: 0.3025 - accuracy: 0.8572
300/316 [===========================>..] - ETA: 3s - loss: 0.3028 - accuracy: 0.8571
301/316 [===========================>..] - ETA: 3s - loss: 0.3040 - accuracy: 0.8563
302/316 [===========================>..] - ETA: 3s - loss: 0.3044 - accuracy: 0.8562
303/316 [===========================>..] - ETA: 3s - loss: 0.3041 - accuracy: 0.8564
304/316 [===========================>..] - ETA: 2s - loss: 0.3050 - accuracy: 0.8565
305/316 [===========================>..] - ETA: 2s - loss: 0.3054 - accuracy: 0.8566
306/316 [============================>.] - ETA: 2s - loss: 0.3050 - accuracy: 0.8566
307/316 [============================>.] - ETA: 2s - loss: 0.3047 - accuracy: 0.8567
308/316 [============================>.] - ETA: 1s - loss: 0.3047 - accuracy: 0.8567
309/316 [============================>.] - ETA: 1s - loss: 0.3046 - accuracy: 0.8568
310/316 [============================>.] - ETA: 1s - loss: 0.3053 - accuracy: 0.8567
311/316 [============================>.] - ETA: 1s - loss: 0.3054 - accuracy: 0.8567
312/316 [============================>.] - ETA: 0s - loss: 0.3051 - accuracy: 0.8572
313/316 [============================>.] - ETA: 0s - loss: 0.3052 - accuracy: 0.8574
314/316 [============================>.] - ETA: 0s - loss: 0.3051 - accuracy: 0.8577
315/316 [============================>.] - ETA: 0s - loss: 0.3048 - accuracy: 0.8581
316/316 [==============================] - 78s 246ms/step - loss: 0.3048 - accuracy: 0.8581

316/316 [==============================] - 82s 259ms/step - loss: 0.3048 - accuracy: 0.8581 - val_loss: 0.4112 - val_accuracy: 0.7750
Epoch 74/100

  1/316 [..............................] - ETA: 1:06 - loss: 0.2512 - accuracy: 0.9375
  2/316 [..............................] - ETA: 1:05 - loss: 0.3271 - accuracy: 0.8438
  3/316 [..............................] - ETA: 1:01 - loss: 0.2751 - accuracy: 0.8750
  4/316 [..............................] - ETA: 1:00 - loss: 0.3208 - accuracy: 0.8750
  5/316 [..............................] - ETA: 1:20 - loss: 0.2874 - accuracy: 0.9000
  6/316 [..............................] - ETA: 1:40 - loss: 0.3196 - accuracy: 0.8750
  7/316 [..............................] - ETA: 1:35 - loss: 0.3214 - accuracy: 0.8661
  8/316 [..............................] - ETA: 1:30 - loss: 0.3336 - accuracy: 0.8594
  9/316 [..............................] - ETA: 1:25 - loss: 0.3137 - accuracy: 0.8750
 10/316 [..............................] - ETA: 1:22 - loss: 0.3213 - accuracy: 0.8687
 11/316 [>.............................] - ETA: 1:19 - loss: 0.3203 - accuracy: 0.8580
 12/316 [>.............................] - ETA: 1:17 - loss: 0.3149 - accuracy: 0.8594
 13/316 [>.............................] - ETA: 1:16 - loss: 0.3077 - accuracy: 0.8558
 14/316 [>.............................] - ETA: 1:14 - loss: 0.3128 - accuracy: 0.8527
 15/316 [>.............................] - ETA: 1:12 - loss: 0.3169 - accuracy: 0.8500
 16/316 [>.............................] - ETA: 1:11 - loss: 0.3096 - accuracy: 0.8555
 17/316 [>.............................] - ETA: 1:12 - loss: 0.3154 - accuracy: 0.8529
 18/316 [>.............................] - ETA: 1:18 - loss: 0.3039 - accuracy: 0.8611
 19/316 [>.............................] - ETA: 1:22 - loss: 0.2964 - accuracy: 0.8651
 20/316 [>.............................] - ETA: 1:27 - loss: 0.2959 - accuracy: 0.8625
 21/316 [>.............................] - ETA: 1:26 - loss: 0.2919 - accuracy: 0.8631
 22/316 [=>............................] - ETA: 1:24 - loss: 0.2872 - accuracy: 0.8665
 23/316 [=>............................] - ETA: 1:23 - loss: 0.2886 - accuracy: 0.8641
 24/316 [=>............................] - ETA: 1:21 - loss: 0.2859 - accuracy: 0.8646
 25/316 [=>............................] - ETA: 1:20 - loss: 0.2822 - accuracy: 0.8650
 26/316 [=>............................] - ETA: 1:19 - loss: 0.2781 - accuracy: 0.8702
 27/316 [=>............................] - ETA: 1:17 - loss: 0.2764 - accuracy: 0.8681
 28/316 [=>............................] - ETA: 1:16 - loss: 0.2746 - accuracy: 0.8705
 29/316 [=>............................] - ETA: 1:15 - loss: 0.2743 - accuracy: 0.8685
 30/316 [=>............................] - ETA: 1:14 - loss: 0.2714 - accuracy: 0.8729
 31/316 [=>............................] - ETA: 1:14 - loss: 0.2688 - accuracy: 0.8730
 32/316 [==>...........................] - ETA: 1:16 - loss: 0.2623 - accuracy: 0.8770
 33/316 [==>...........................] - ETA: 1:19 - loss: 0.2598 - accuracy: 0.8769
 34/316 [==>...........................] - ETA: 1:21 - loss: 0.2641 - accuracy: 0.8750
 35/316 [==>...........................] - ETA: 1:21 - loss: 0.2632 - accuracy: 0.8750
 36/316 [==>...........................] - ETA: 1:20 - loss: 0.2612 - accuracy: 0.8767
 37/316 [==>...........................] - ETA: 1:19 - loss: 0.2644 - accuracy: 0.8750
 38/316 [==>...........................] - ETA: 1:18 - loss: 0.2606 - accuracy: 0.8783
 39/316 [==>...........................] - ETA: 1:17 - loss: 0.2661 - accuracy: 0.8750
 40/316 [==>...........................] - ETA: 1:16 - loss: 0.2756 - accuracy: 0.8703
 41/316 [==>...........................] - ETA: 1:15 - loss: 0.2744 - accuracy: 0.8704
 42/316 [==>...........................] - ETA: 1:14 - loss: 0.2759 - accuracy: 0.8690
 43/316 [===>..........................] - ETA: 1:14 - loss: 0.2751 - accuracy: 0.8692
 44/316 [===>..........................] - ETA: 1:13 - loss: 0.2753 - accuracy: 0.8679
 45/316 [===>..........................] - ETA: 1:12 - loss: 0.2767 - accuracy: 0.8653
 46/316 [===>..........................] - ETA: 1:11 - loss: 0.2734 - accuracy: 0.8682
 47/316 [===>..........................] - ETA: 1:11 - loss: 0.2777 - accuracy: 0.8657
 48/316 [===>..........................] - ETA: 1:10 - loss: 0.2747 - accuracy: 0.8685
 49/316 [===>..........................] - ETA: 1:09 - loss: 0.2770 - accuracy: 0.8686
 50/316 [===>..........................] - ETA: 1:09 - loss: 0.2743 - accuracy: 0.8712
 51/316 [===>..........................] - ETA: 1:10 - loss: 0.2737 - accuracy: 0.8713
 52/316 [===>..........................] - ETA: 1:11 - loss: 0.2761 - accuracy: 0.8678
 53/316 [====>.........................] - ETA: 1:11 - loss: 0.2767 - accuracy: 0.8656
 54/316 [====>.........................] - ETA: 1:10 - loss: 0.2762 - accuracy: 0.8657
 55/316 [====>.........................] - ETA: 1:09 - loss: 0.2752 - accuracy: 0.8670
 56/316 [====>.........................] - ETA: 1:09 - loss: 0.2760 - accuracy: 0.8672
 57/316 [====>.........................] - ETA: 1:09 - loss: 0.2744 - accuracy: 0.8695
 58/316 [====>.........................] - ETA: 1:10 - loss: 0.2737 - accuracy: 0.8707
 59/316 [====>.........................] - ETA: 1:10 - loss: 0.2744 - accuracy: 0.8718
 60/316 [====>.........................] - ETA: 1:09 - loss: 0.2738 - accuracy: 0.8708
 61/316 [====>.........................] - ETA: 1:09 - loss: 0.2749 - accuracy: 0.8689
 62/316 [====>.........................] - ETA: 1:08 - loss: 0.2732 - accuracy: 0.8700
 63/316 [====>.........................] - ETA: 1:08 - loss: 0.2711 - accuracy: 0.8720
 64/316 [=====>........................] - ETA: 1:08 - loss: 0.2734 - accuracy: 0.8691
 65/316 [=====>........................] - ETA: 1:09 - loss: 0.2739 - accuracy: 0.8702
 66/316 [=====>........................] - ETA: 1:09 - loss: 0.2748 - accuracy: 0.8703
 67/316 [=====>........................] - ETA: 1:08 - loss: 0.2785 - accuracy: 0.8675
 68/316 [=====>........................] - ETA: 1:07 - loss: 0.2782 - accuracy: 0.8676
 69/316 [=====>........................] - ETA: 1:07 - loss: 0.2756 - accuracy: 0.8696
 70/316 [=====>........................] - ETA: 1:06 - loss: 0.2784 - accuracy: 0.8687
 71/316 [=====>........................] - ETA: 1:06 - loss: 0.2785 - accuracy: 0.8688
 72/316 [=====>........................] - ETA: 1:05 - loss: 0.2793 - accuracy: 0.8681
 73/316 [=====>........................] - ETA: 1:05 - loss: 0.2785 - accuracy: 0.8682
 74/316 [======>.......................] - ETA: 1:04 - loss: 0.2794 - accuracy: 0.8674
 75/316 [======>.......................] - ETA: 1:04 - loss: 0.2779 - accuracy: 0.8675
 76/316 [======>.......................] - ETA: 1:03 - loss: 0.2792 - accuracy: 0.8676
 77/316 [======>.......................] - ETA: 1:03 - loss: 0.2769 - accuracy: 0.8693
 78/316 [======>.......................] - ETA: 1:02 - loss: 0.2774 - accuracy: 0.8694
 79/316 [======>.......................] - ETA: 1:02 - loss: 0.2769 - accuracy: 0.8695
 80/316 [======>.......................] - ETA: 1:01 - loss: 0.2779 - accuracy: 0.8672
 81/316 [======>.......................] - ETA: 1:01 - loss: 0.2778 - accuracy: 0.8673
 82/316 [======>.......................] - ETA: 1:01 - loss: 0.2757 - accuracy: 0.8681
 83/316 [======>.......................] - ETA: 1:02 - loss: 0.2740 - accuracy: 0.8690
 84/316 [======>.......................] - ETA: 1:01 - loss: 0.2721 - accuracy: 0.8705
 85/316 [=======>......................] - ETA: 1:01 - loss: 0.2710 - accuracy: 0.8706
 86/316 [=======>......................] - ETA: 1:01 - loss: 0.2724 - accuracy: 0.8692
 87/316 [=======>......................] - ETA: 1:00 - loss: 0.2709 - accuracy: 0.8707
 88/316 [=======>......................] - ETA: 1:00 - loss: 0.2710 - accuracy: 0.8714
 89/316 [=======>......................] - ETA: 59s - loss: 0.2717 - accuracy: 0.8701 
 90/316 [=======>......................] - ETA: 59s - loss: 0.2708 - accuracy: 0.8708
 91/316 [=======>......................] - ETA: 58s - loss: 0.2700 - accuracy: 0.8716
 92/316 [=======>......................] - ETA: 58s - loss: 0.2720 - accuracy: 0.8709
 93/316 [=======>......................] - ETA: 57s - loss: 0.2724 - accuracy: 0.8710
 94/316 [=======>......................] - ETA: 57s - loss: 0.2705 - accuracy: 0.8717
 95/316 [========>.....................] - ETA: 57s - loss: 0.2711 - accuracy: 0.8711
 96/316 [========>.....................] - ETA: 56s - loss: 0.2694 - accuracy: 0.8724
 97/316 [========>.....................] - ETA: 56s - loss: 0.2689 - accuracy: 0.8724
 98/316 [========>.....................] - ETA: 55s - loss: 0.2677 - accuracy: 0.8737
 99/316 [========>.....................] - ETA: 56s - loss: 0.2673 - accuracy: 0.8737
100/316 [========>.....................] - ETA: 56s - loss: 0.2776 - accuracy: 0.8706
101/316 [========>.....................] - ETA: 56s - loss: 0.2789 - accuracy: 0.8700
102/316 [========>.....................] - ETA: 55s - loss: 0.2789 - accuracy: 0.8695
103/316 [========>.....................] - ETA: 55s - loss: 0.2796 - accuracy: 0.8689
104/316 [========>.....................] - ETA: 55s - loss: 0.2776 - accuracy: 0.8702
105/316 [========>.....................] - ETA: 54s - loss: 0.2779 - accuracy: 0.8702
106/316 [=========>....................] - ETA: 54s - loss: 0.2789 - accuracy: 0.8691
107/316 [=========>....................] - ETA: 53s - loss: 0.2820 - accuracy: 0.8680
108/316 [=========>....................] - ETA: 53s - loss: 0.2814 - accuracy: 0.8681
109/316 [=========>....................] - ETA: 53s - loss: 0.2831 - accuracy: 0.8670
110/316 [=========>....................] - ETA: 52s - loss: 0.2819 - accuracy: 0.8682
111/316 [=========>....................] - ETA: 52s - loss: 0.2817 - accuracy: 0.8682
112/316 [=========>....................] - ETA: 51s - loss: 0.2805 - accuracy: 0.8694
113/316 [=========>....................] - ETA: 51s - loss: 0.2812 - accuracy: 0.8684
114/316 [=========>....................] - ETA: 51s - loss: 0.2824 - accuracy: 0.8673
115/316 [=========>....................] - ETA: 50s - loss: 0.2830 - accuracy: 0.8674
116/316 [==========>...................] - ETA: 51s - loss: 0.2842 - accuracy: 0.8680
117/316 [==========>...................] - ETA: 51s - loss: 0.2848 - accuracy: 0.8675
118/316 [==========>...................] - ETA: 51s - loss: 0.2863 - accuracy: 0.8665
119/316 [==========>...................] - ETA: 50s - loss: 0.2872 - accuracy: 0.8655
120/316 [==========>...................] - ETA: 50s - loss: 0.2861 - accuracy: 0.8661
121/316 [==========>...................] - ETA: 49s - loss: 0.2875 - accuracy: 0.8657
122/316 [==========>...................] - ETA: 49s - loss: 0.2881 - accuracy: 0.8642
123/316 [==========>...................] - ETA: 49s - loss: 0.2868 - accuracy: 0.8648
124/316 [==========>...................] - ETA: 48s - loss: 0.2864 - accuracy: 0.8654
125/316 [==========>...................] - ETA: 48s - loss: 0.2877 - accuracy: 0.8645
126/316 [==========>...................] - ETA: 48s - loss: 0.2900 - accuracy: 0.8621
127/316 [===========>..................] - ETA: 47s - loss: 0.2900 - accuracy: 0.8622
128/316 [===========>..................] - ETA: 47s - loss: 0.2906 - accuracy: 0.8618
129/316 [===========>..................] - ETA: 47s - loss: 0.2914 - accuracy: 0.8614
130/316 [===========>..................] - ETA: 46s - loss: 0.2909 - accuracy: 0.8615
131/316 [===========>..................] - ETA: 46s - loss: 0.2905 - accuracy: 0.8612
132/316 [===========>..................] - ETA: 46s - loss: 0.2897 - accuracy: 0.8622
133/316 [===========>..................] - ETA: 46s - loss: 0.2891 - accuracy: 0.8628
134/316 [===========>..................] - ETA: 46s - loss: 0.2893 - accuracy: 0.8629
135/316 [===========>..................] - ETA: 46s - loss: 0.2894 - accuracy: 0.8625
136/316 [===========>..................] - ETA: 45s - loss: 0.2885 - accuracy: 0.8631
137/316 [============>.................] - ETA: 45s - loss: 0.2893 - accuracy: 0.8627
138/316 [============>.................] - ETA: 45s - loss: 0.2889 - accuracy: 0.8637
139/316 [============>.................] - ETA: 44s - loss: 0.2888 - accuracy: 0.8642
140/316 [============>.................] - ETA: 44s - loss: 0.2892 - accuracy: 0.8643
141/316 [============>.................] - ETA: 44s - loss: 0.2899 - accuracy: 0.8635
142/316 [============>.................] - ETA: 43s - loss: 0.2902 - accuracy: 0.8640
143/316 [============>.................] - ETA: 43s - loss: 0.2900 - accuracy: 0.8645
144/316 [============>.................] - ETA: 43s - loss: 0.2900 - accuracy: 0.8641
145/316 [============>.................] - ETA: 42s - loss: 0.2898 - accuracy: 0.8642
146/316 [============>.................] - ETA: 42s - loss: 0.2926 - accuracy: 0.8630
147/316 [============>.................] - ETA: 42s - loss: 0.2925 - accuracy: 0.8627
148/316 [=============>................] - ETA: 41s - loss: 0.2953 - accuracy: 0.8623
149/316 [=============>................] - ETA: 41s - loss: 0.2953 - accuracy: 0.8620
150/316 [=============>................] - ETA: 41s - loss: 0.2964 - accuracy: 0.8608
151/316 [=============>................] - ETA: 41s - loss: 0.2954 - accuracy: 0.8618
152/316 [=============>................] - ETA: 41s - loss: 0.2946 - accuracy: 0.8627
153/316 [=============>................] - ETA: 41s - loss: 0.2957 - accuracy: 0.8619
154/316 [=============>................] - ETA: 40s - loss: 0.2959 - accuracy: 0.8616
155/316 [=============>................] - ETA: 40s - loss: 0.2972 - accuracy: 0.8605
156/316 [=============>................] - ETA: 40s - loss: 0.2983 - accuracy: 0.8598
157/316 [=============>................] - ETA: 39s - loss: 0.2984 - accuracy: 0.8595
158/316 [==============>...............] - ETA: 39s - loss: 0.2980 - accuracy: 0.8600
159/316 [==============>...............] - ETA: 39s - loss: 0.2968 - accuracy: 0.8608
160/316 [==============>...............] - ETA: 38s - loss: 0.2968 - accuracy: 0.8613
161/316 [==============>...............] - ETA: 38s - loss: 0.2967 - accuracy: 0.8614
162/316 [==============>...............] - ETA: 38s - loss: 0.2959 - accuracy: 0.8619
163/316 [==============>...............] - ETA: 38s - loss: 0.2956 - accuracy: 0.8623
164/316 [==============>...............] - ETA: 38s - loss: 0.2967 - accuracy: 0.8609
165/316 [==============>...............] - ETA: 38s - loss: 0.2984 - accuracy: 0.8602
166/316 [==============>...............] - ETA: 38s - loss: 0.2986 - accuracy: 0.8596
167/316 [==============>...............] - ETA: 38s - loss: 0.2979 - accuracy: 0.8600
168/316 [==============>...............] - ETA: 37s - loss: 0.2974 - accuracy: 0.8605
169/316 [===============>..............] - ETA: 37s - loss: 0.2986 - accuracy: 0.8598
170/316 [===============>..............] - ETA: 37s - loss: 0.2979 - accuracy: 0.8603
171/316 [===============>..............] - ETA: 36s - loss: 0.2969 - accuracy: 0.8611
172/316 [===============>..............] - ETA: 36s - loss: 0.2974 - accuracy: 0.8605
173/316 [===============>..............] - ETA: 36s - loss: 0.2983 - accuracy: 0.8598
174/316 [===============>..............] - ETA: 35s - loss: 0.2988 - accuracy: 0.8592
175/316 [===============>..............] - ETA: 35s - loss: 0.2984 - accuracy: 0.8593
176/316 [===============>..............] - ETA: 35s - loss: 0.2981 - accuracy: 0.8597
177/316 [===============>..............] - ETA: 35s - loss: 0.2987 - accuracy: 0.8591
178/316 [===============>..............] - ETA: 35s - loss: 0.2987 - accuracy: 0.8592
179/316 [===============>..............] - ETA: 35s - loss: 0.2987 - accuracy: 0.8593
180/316 [================>.............] - ETA: 35s - loss: 0.2977 - accuracy: 0.8597
181/316 [================>.............] - ETA: 34s - loss: 0.2981 - accuracy: 0.8588
182/316 [================>.............] - ETA: 34s - loss: 0.2982 - accuracy: 0.8589
183/316 [================>.............] - ETA: 34s - loss: 0.2989 - accuracy: 0.8586
184/316 [================>.............] - ETA: 33s - loss: 0.3006 - accuracy: 0.8570
185/316 [================>.............] - ETA: 33s - loss: 0.3010 - accuracy: 0.8571
186/316 [================>.............] - ETA: 33s - loss: 0.3029 - accuracy: 0.8558
187/316 [================>.............] - ETA: 32s - loss: 0.3027 - accuracy: 0.8563
188/316 [================>.............] - ETA: 32s - loss: 0.3022 - accuracy: 0.8564
189/316 [================>.............] - ETA: 32s - loss: 0.3022 - accuracy: 0.8565
190/316 [=================>............] - ETA: 32s - loss: 0.3017 - accuracy: 0.8566
191/316 [=================>............] - ETA: 31s - loss: 0.3014 - accuracy: 0.8570
192/316 [=================>............] - ETA: 31s - loss: 0.3012 - accuracy: 0.8571
193/316 [=================>............] - ETA: 31s - loss: 0.3005 - accuracy: 0.8575
194/316 [=================>............] - ETA: 30s - loss: 0.3004 - accuracy: 0.8576
195/316 [=================>............] - ETA: 30s - loss: 0.3016 - accuracy: 0.8561
196/316 [=================>............] - ETA: 30s - loss: 0.3020 - accuracy: 0.8559
197/316 [=================>............] - ETA: 30s - loss: 0.3023 - accuracy: 0.8556
198/316 [=================>............] - ETA: 30s - loss: 0.3023 - accuracy: 0.8554
199/316 [=================>............] - ETA: 29s - loss: 0.3018 - accuracy: 0.8558
200/316 [=================>............] - ETA: 29s - loss: 0.3013 - accuracy: 0.8559
201/316 [==================>...........] - ETA: 29s - loss: 0.3007 - accuracy: 0.8563
202/316 [==================>...........] - ETA: 29s - loss: 0.3002 - accuracy: 0.8564
203/316 [==================>...........] - ETA: 28s - loss: 0.2999 - accuracy: 0.8565
204/316 [==================>...........] - ETA: 28s - loss: 0.3004 - accuracy: 0.8563
205/316 [==================>...........] - ETA: 28s - loss: 0.3014 - accuracy: 0.8555
206/316 [==================>...........] - ETA: 27s - loss: 0.3017 - accuracy: 0.8553
207/316 [==================>...........] - ETA: 27s - loss: 0.3010 - accuracy: 0.8557
208/316 [==================>...........] - ETA: 27s - loss: 0.3014 - accuracy: 0.8552
209/316 [==================>...........] - ETA: 26s - loss: 0.3007 - accuracy: 0.8559
210/316 [==================>...........] - ETA: 26s - loss: 0.3015 - accuracy: 0.8554
211/316 [===================>..........] - ETA: 26s - loss: 0.3014 - accuracy: 0.8555
212/316 [===================>..........] - ETA: 26s - loss: 0.3019 - accuracy: 0.8550
213/316 [===================>..........] - ETA: 26s - loss: 0.3014 - accuracy: 0.8553
214/316 [===================>..........] - ETA: 25s - loss: 0.3004 - accuracy: 0.8560
215/316 [===================>..........] - ETA: 25s - loss: 0.2999 - accuracy: 0.8564
216/316 [===================>..........] - ETA: 25s - loss: 0.2996 - accuracy: 0.8565
217/316 [===================>..........] - ETA: 25s - loss: 0.2997 - accuracy: 0.8563
218/316 [===================>..........] - ETA: 24s - loss: 0.3008 - accuracy: 0.8561
219/316 [===================>..........] - ETA: 24s - loss: 0.3009 - accuracy: 0.8559
220/316 [===================>..........] - ETA: 24s - loss: 0.3007 - accuracy: 0.8560
221/316 [===================>..........] - ETA: 23s - loss: 0.3003 - accuracy: 0.8563
222/316 [====================>.........] - ETA: 23s - loss: 0.2999 - accuracy: 0.8567
223/316 [====================>.........] - ETA: 23s - loss: 0.3000 - accuracy: 0.8565
224/316 [====================>.........] - ETA: 23s - loss: 0.2998 - accuracy: 0.8566
225/316 [====================>.........] - ETA: 22s - loss: 0.3003 - accuracy: 0.8564
226/316 [====================>.........] - ETA: 22s - loss: 0.2995 - accuracy: 0.8567
227/316 [====================>.........] - ETA: 22s - loss: 0.2993 - accuracy: 0.8568
228/316 [====================>.........] - ETA: 22s - loss: 0.2997 - accuracy: 0.8569
229/316 [====================>.........] - ETA: 21s - loss: 0.2992 - accuracy: 0.8573
230/316 [====================>.........] - ETA: 21s - loss: 0.2983 - accuracy: 0.8579
231/316 [====================>.........] - ETA: 21s - loss: 0.2984 - accuracy: 0.8580
232/316 [=====================>........] - ETA: 21s - loss: 0.2984 - accuracy: 0.8578
233/316 [=====================>........] - ETA: 20s - loss: 0.2994 - accuracy: 0.8573
234/316 [=====================>........] - ETA: 20s - loss: 0.2993 - accuracy: 0.8571
235/316 [=====================>........] - ETA: 20s - loss: 0.2987 - accuracy: 0.8574
236/316 [=====================>........] - ETA: 20s - loss: 0.2987 - accuracy: 0.8575
237/316 [=====================>........] - ETA: 19s - loss: 0.2985 - accuracy: 0.8576
238/316 [=====================>........] - ETA: 19s - loss: 0.2986 - accuracy: 0.8577
239/316 [=====================>........] - ETA: 19s - loss: 0.2991 - accuracy: 0.8575
240/316 [=====================>........] - ETA: 19s - loss: 0.2990 - accuracy: 0.8576
241/316 [=====================>........] - ETA: 18s - loss: 0.2991 - accuracy: 0.8576
242/316 [=====================>........] - ETA: 18s - loss: 0.2989 - accuracy: 0.8580
243/316 [======================>.......] - ETA: 18s - loss: 0.2989 - accuracy: 0.8578
244/316 [======================>.......] - ETA: 17s - loss: 0.2994 - accuracy: 0.8576
245/316 [======================>.......] - ETA: 17s - loss: 0.2993 - accuracy: 0.8571
246/316 [======================>.......] - ETA: 17s - loss: 0.2993 - accuracy: 0.8572
247/316 [======================>.......] - ETA: 17s - loss: 0.2992 - accuracy: 0.8575
248/316 [======================>.......] - ETA: 17s - loss: 0.2994 - accuracy: 0.8571
249/316 [======================>.......] - ETA: 16s - loss: 0.2992 - accuracy: 0.8569
250/316 [======================>.......] - ETA: 16s - loss: 0.3013 - accuracy: 0.8565
251/316 [======================>.......] - ETA: 16s - loss: 0.3014 - accuracy: 0.8566
252/316 [======================>.......] - ETA: 16s - loss: 0.3018 - accuracy: 0.8566
253/316 [=======================>......] - ETA: 15s - loss: 0.3015 - accuracy: 0.8570
254/316 [=======================>......] - ETA: 15s - loss: 0.3012 - accuracy: 0.8573
255/316 [=======================>......] - ETA: 15s - loss: 0.3009 - accuracy: 0.8574
256/316 [=======================>......] - ETA: 14s - loss: 0.3006 - accuracy: 0.8574
257/316 [=======================>......] - ETA: 14s - loss: 0.3003 - accuracy: 0.8577
258/316 [=======================>......] - ETA: 14s - loss: 0.3005 - accuracy: 0.8576
259/316 [=======================>......] - ETA: 14s - loss: 0.3005 - accuracy: 0.8576
260/316 [=======================>......] - ETA: 13s - loss: 0.3001 - accuracy: 0.8582
261/316 [=======================>......] - ETA: 13s - loss: 0.2992 - accuracy: 0.8585
262/316 [=======================>......] - ETA: 13s - loss: 0.2996 - accuracy: 0.8578
263/316 [=======================>......] - ETA: 13s - loss: 0.2992 - accuracy: 0.8581
264/316 [========================>.....] - ETA: 12s - loss: 0.2992 - accuracy: 0.8584
265/316 [========================>.....] - ETA: 12s - loss: 0.2990 - accuracy: 0.8585
266/316 [========================>.....] - ETA: 12s - loss: 0.2992 - accuracy: 0.8581
267/316 [========================>.....] - ETA: 12s - loss: 0.2986 - accuracy: 0.8586
268/316 [========================>.....] - ETA: 12s - loss: 0.2996 - accuracy: 0.8580
269/316 [========================>.....] - ETA: 11s - loss: 0.2987 - accuracy: 0.8585
270/316 [========================>.....] - ETA: 11s - loss: 0.2982 - accuracy: 0.8588
271/316 [========================>.....] - ETA: 11s - loss: 0.2999 - accuracy: 0.8582
272/316 [========================>.....] - ETA: 11s - loss: 0.2994 - accuracy: 0.8585
273/316 [========================>.....] - ETA: 10s - loss: 0.3002 - accuracy: 0.8583
274/316 [=========================>....] - ETA: 10s - loss: 0.3005 - accuracy: 0.8581
275/316 [=========================>....] - ETA: 10s - loss: 0.3004 - accuracy: 0.8580
276/316 [=========================>....] - ETA: 10s - loss: 0.3010 - accuracy: 0.8578
277/316 [=========================>....] - ETA: 9s - loss: 0.3008 - accuracy: 0.8581 
278/316 [=========================>....] - ETA: 9s - loss: 0.3008 - accuracy: 0.8577
279/316 [=========================>....] - ETA: 9s - loss: 0.3004 - accuracy: 0.8578
280/316 [=========================>....] - ETA: 8s - loss: 0.3001 - accuracy: 0.8580
281/316 [=========================>....] - ETA: 8s - loss: 0.3002 - accuracy: 0.8581
282/316 [=========================>....] - ETA: 8s - loss: 0.3000 - accuracy: 0.8584
283/316 [=========================>....] - ETA: 8s - loss: 0.2997 - accuracy: 0.8582
284/316 [=========================>....] - ETA: 8s - loss: 0.3005 - accuracy: 0.8578
285/316 [==========================>...] - ETA: 7s - loss: 0.3003 - accuracy: 0.8581
286/316 [==========================>...] - ETA: 7s - loss: 0.3002 - accuracy: 0.8577
287/316 [==========================>...] - ETA: 7s - loss: 0.3002 - accuracy: 0.8576
288/316 [==========================>...] - ETA: 7s - loss: 0.3005 - accuracy: 0.8572
289/316 [==========================>...] - ETA: 6s - loss: 0.3005 - accuracy: 0.8573
290/316 [==========================>...] - ETA: 6s - loss: 0.3003 - accuracy: 0.8573
291/316 [==========================>...] - ETA: 6s - loss: 0.3022 - accuracy: 0.8567
292/316 [==========================>...] - ETA: 6s - loss: 0.3019 - accuracy: 0.8568
293/316 [==========================>...] - ETA: 5s - loss: 0.3013 - accuracy: 0.8573
294/316 [==========================>...] - ETA: 5s - loss: 0.3014 - accuracy: 0.8571
295/316 [===========================>..] - ETA: 5s - loss: 0.3014 - accuracy: 0.8574
296/316 [===========================>..] - ETA: 5s - loss: 0.3008 - accuracy: 0.8579
297/316 [===========================>..] - ETA: 4s - loss: 0.3018 - accuracy: 0.8575
298/316 [===========================>..] - ETA: 4s - loss: 0.3014 - accuracy: 0.8580
299/316 [===========================>..] - ETA: 4s - loss: 0.3016 - accuracy: 0.8579
300/316 [===========================>..] - ETA: 4s - loss: 0.3015 - accuracy: 0.8577
301/316 [===========================>..] - ETA: 3s - loss: 0.3014 - accuracy: 0.8576
302/316 [===========================>..] - ETA: 3s - loss: 0.3011 - accuracy: 0.8576
303/316 [===========================>..] - ETA: 3s - loss: 0.3006 - accuracy: 0.8581
304/316 [===========================>..] - ETA: 3s - loss: 0.3005 - accuracy: 0.8579
305/316 [===========================>..] - ETA: 2s - loss: 0.3003 - accuracy: 0.8580
306/316 [============================>.] - ETA: 2s - loss: 0.2997 - accuracy: 0.8585
307/316 [============================>.] - ETA: 2s - loss: 0.2997 - accuracy: 0.8585
308/316 [============================>.] - ETA: 2s - loss: 0.3000 - accuracy: 0.8584
309/316 [============================>.] - ETA: 1s - loss: 0.2997 - accuracy: 0.8586
310/316 [============================>.] - ETA: 1s - loss: 0.2996 - accuracy: 0.8583
311/316 [============================>.] - ETA: 1s - loss: 0.2996 - accuracy: 0.8583
312/316 [============================>.] - ETA: 1s - loss: 0.2999 - accuracy: 0.8578
313/316 [============================>.] - ETA: 0s - loss: 0.2996 - accuracy: 0.8580
314/316 [============================>.] - ETA: 0s - loss: 0.2991 - accuracy: 0.8581
315/316 [============================>.] - ETA: 0s - loss: 0.2986 - accuracy: 0.8583
316/316 [==============================] - 81s 256ms/step - loss: 0.2984 - accuracy: 0.8585

316/316 [==============================] - 85s 269ms/step - loss: 0.2984 - accuracy: 0.8585 - val_loss: 0.2740 - val_accuracy: 0.8661
Epoch 75/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.2971 - accuracy: 0.8125
  2/316 [..............................] - ETA: 1:04 - loss: 0.3246 - accuracy: 0.7812
  3/316 [..............................] - ETA: 1:00 - loss: 0.2983 - accuracy: 0.8333
  4/316 [..............................] - ETA: 1:01 - loss: 0.2715 - accuracy: 0.8438
  5/316 [..............................] - ETA: 1:00 - loss: 0.2845 - accuracy: 0.8500
  6/316 [..............................] - ETA: 1:00 - loss: 0.2883 - accuracy: 0.8542
  7/316 [..............................] - ETA: 59s - loss: 0.2768 - accuracy: 0.8571 
  8/316 [..............................] - ETA: 58s - loss: 0.2589 - accuracy: 0.8750
  9/316 [..............................] - ETA: 58s - loss: 0.2525 - accuracy: 0.8750
 10/316 [..............................] - ETA: 58s - loss: 0.2585 - accuracy: 0.8687
 11/316 [>.............................] - ETA: 58s - loss: 0.2518 - accuracy: 0.8750
 12/316 [>.............................] - ETA: 58s - loss: 0.2672 - accuracy: 0.8646
 13/316 [>.............................] - ETA: 58s - loss: 0.2562 - accuracy: 0.8702
 14/316 [>.............................] - ETA: 1:06 - loss: 0.2600 - accuracy: 0.8705
 15/316 [>.............................] - ETA: 1:14 - loss: 0.2613 - accuracy: 0.8667
 16/316 [>.............................] - ETA: 1:12 - loss: 0.2636 - accuracy: 0.8633
 17/316 [>.............................] - ETA: 1:11 - loss: 0.2615 - accuracy: 0.8640
 18/316 [>.............................] - ETA: 1:10 - loss: 0.2581 - accuracy: 0.8681
 19/316 [>.............................] - ETA: 1:09 - loss: 0.2661 - accuracy: 0.8651
 20/316 [>.............................] - ETA: 1:08 - loss: 0.2603 - accuracy: 0.8687
 21/316 [>.............................] - ETA: 1:07 - loss: 0.2572 - accuracy: 0.8720
 22/316 [=>............................] - ETA: 1:06 - loss: 0.2518 - accuracy: 0.8750
 23/316 [=>............................] - ETA: 1:06 - loss: 0.2603 - accuracy: 0.8723
 24/316 [=>............................] - ETA: 1:05 - loss: 0.2603 - accuracy: 0.8698
 25/316 [=>............................] - ETA: 1:04 - loss: 0.2565 - accuracy: 0.8725
 26/316 [=>............................] - ETA: 1:04 - loss: 0.2564 - accuracy: 0.8702
 27/316 [=>............................] - ETA: 1:03 - loss: 0.2550 - accuracy: 0.8704
 28/316 [=>............................] - ETA: 1:03 - loss: 0.2527 - accuracy: 0.8728
 29/316 [=>............................] - ETA: 1:02 - loss: 0.2474 - accuracy: 0.8772
 30/316 [=>............................] - ETA: 1:02 - loss: 0.2500 - accuracy: 0.8771
 31/316 [=>............................] - ETA: 1:04 - loss: 0.2508 - accuracy: 0.8790
 32/316 [==>...........................] - ETA: 1:08 - loss: 0.2482 - accuracy: 0.8809
 33/316 [==>...........................] - ETA: 1:07 - loss: 0.2460 - accuracy: 0.8826
 34/316 [==>...........................] - ETA: 1:07 - loss: 0.2458 - accuracy: 0.8824
 35/316 [==>...........................] - ETA: 1:06 - loss: 0.2559 - accuracy: 0.8768
 36/316 [==>...........................] - ETA: 1:05 - loss: 0.2558 - accuracy: 0.8767
 37/316 [==>...........................] - ETA: 1:05 - loss: 0.2558 - accuracy: 0.8767
 38/316 [==>...........................] - ETA: 1:04 - loss: 0.2500 - accuracy: 0.8799
 39/316 [==>...........................] - ETA: 1:04 - loss: 0.2561 - accuracy: 0.8782
 40/316 [==>...........................] - ETA: 1:03 - loss: 0.2532 - accuracy: 0.8797
 41/316 [==>...........................] - ETA: 1:03 - loss: 0.2552 - accuracy: 0.8796
 42/316 [==>...........................] - ETA: 1:02 - loss: 0.2594 - accuracy: 0.8765
 43/316 [===>..........................] - ETA: 1:02 - loss: 0.2555 - accuracy: 0.8794
 44/316 [===>..........................] - ETA: 1:01 - loss: 0.2546 - accuracy: 0.8807
 45/316 [===>..........................] - ETA: 1:01 - loss: 0.2585 - accuracy: 0.8792
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.2637 - accuracy: 0.8764
 47/316 [===>..........................] - ETA: 1:00 - loss: 0.2637 - accuracy: 0.8763
 48/316 [===>..........................] - ETA: 1:02 - loss: 0.2620 - accuracy: 0.8763
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.2610 - accuracy: 0.8776
 50/316 [===>..........................] - ETA: 1:03 - loss: 0.2647 - accuracy: 0.8775
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.2636 - accuracy: 0.8762
 52/316 [===>..........................] - ETA: 1:02 - loss: 0.2614 - accuracy: 0.8774
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.2592 - accuracy: 0.8785
 54/316 [====>.........................] - ETA: 1:01 - loss: 0.2597 - accuracy: 0.8762
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.2632 - accuracy: 0.8739
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.2614 - accuracy: 0.8750
 57/316 [====>.........................] - ETA: 1:00 - loss: 0.2585 - accuracy: 0.8761
 58/316 [====>.........................] - ETA: 59s - loss: 0.2586 - accuracy: 0.8761 
 59/316 [====>.........................] - ETA: 59s - loss: 0.2600 - accuracy: 0.8750
 60/316 [====>.........................] - ETA: 58s - loss: 0.2592 - accuracy: 0.8771
 61/316 [====>.........................] - ETA: 58s - loss: 0.2602 - accuracy: 0.8781
 62/316 [====>.........................] - ETA: 58s - loss: 0.2624 - accuracy: 0.8760
 63/316 [====>.........................] - ETA: 57s - loss: 0.2633 - accuracy: 0.8750
 64/316 [=====>........................] - ETA: 57s - loss: 0.2683 - accuracy: 0.8730
 65/316 [=====>........................] - ETA: 58s - loss: 0.2677 - accuracy: 0.8731
 66/316 [=====>........................] - ETA: 59s - loss: 0.2667 - accuracy: 0.8741
 67/316 [=====>........................] - ETA: 58s - loss: 0.2691 - accuracy: 0.8722
 68/316 [=====>........................] - ETA: 58s - loss: 0.2709 - accuracy: 0.8722
 69/316 [=====>........................] - ETA: 58s - loss: 0.2722 - accuracy: 0.8714
 70/316 [=====>........................] - ETA: 57s - loss: 0.2736 - accuracy: 0.8714
 71/316 [=====>........................] - ETA: 57s - loss: 0.2738 - accuracy: 0.8706
 72/316 [=====>........................] - ETA: 56s - loss: 0.2736 - accuracy: 0.8707
 73/316 [=====>........................] - ETA: 56s - loss: 0.2719 - accuracy: 0.8716
 74/316 [======>.......................] - ETA: 56s - loss: 0.2734 - accuracy: 0.8699
 75/316 [======>.......................] - ETA: 55s - loss: 0.2749 - accuracy: 0.8700
 76/316 [======>.......................] - ETA: 55s - loss: 0.2743 - accuracy: 0.8709
 77/316 [======>.......................] - ETA: 55s - loss: 0.2730 - accuracy: 0.8726
 78/316 [======>.......................] - ETA: 54s - loss: 0.2715 - accuracy: 0.8734
 79/316 [======>.......................] - ETA: 54s - loss: 0.2711 - accuracy: 0.8726
 80/316 [======>.......................] - ETA: 54s - loss: 0.2731 - accuracy: 0.8719
 81/316 [======>.......................] - ETA: 53s - loss: 0.2710 - accuracy: 0.8735
 82/316 [======>.......................] - ETA: 53s - loss: 0.2708 - accuracy: 0.8735
 83/316 [======>.......................] - ETA: 54s - loss: 0.2691 - accuracy: 0.8750
 84/316 [======>.......................] - ETA: 54s - loss: 0.2712 - accuracy: 0.8743
 85/316 [=======>......................] - ETA: 54s - loss: 0.2710 - accuracy: 0.8743
 86/316 [=======>......................] - ETA: 54s - loss: 0.2706 - accuracy: 0.8743
 87/316 [=======>......................] - ETA: 53s - loss: 0.2694 - accuracy: 0.8757
 88/316 [=======>......................] - ETA: 53s - loss: 0.2688 - accuracy: 0.8764
 89/316 [=======>......................] - ETA: 53s - loss: 0.2670 - accuracy: 0.8778
 90/316 [=======>......................] - ETA: 52s - loss: 0.2673 - accuracy: 0.8764
 91/316 [=======>......................] - ETA: 52s - loss: 0.2670 - accuracy: 0.8764
 92/316 [=======>......................] - ETA: 51s - loss: 0.2680 - accuracy: 0.8757
 93/316 [=======>......................] - ETA: 51s - loss: 0.2697 - accuracy: 0.8743
 94/316 [=======>......................] - ETA: 51s - loss: 0.2714 - accuracy: 0.8730
 95/316 [========>.....................] - ETA: 51s - loss: 0.2703 - accuracy: 0.8737
 96/316 [========>.....................] - ETA: 50s - loss: 0.2703 - accuracy: 0.8737
 97/316 [========>.....................] - ETA: 50s - loss: 0.2707 - accuracy: 0.8737
 98/316 [========>.....................] - ETA: 50s - loss: 0.2696 - accuracy: 0.8750
 99/316 [========>.....................] - ETA: 49s - loss: 0.2695 - accuracy: 0.8744
100/316 [========>.....................] - ETA: 50s - loss: 0.2687 - accuracy: 0.8744
101/316 [========>.....................] - ETA: 50s - loss: 0.2682 - accuracy: 0.8744
102/316 [========>.....................] - ETA: 50s - loss: 0.2726 - accuracy: 0.8719
103/316 [========>.....................] - ETA: 50s - loss: 0.2718 - accuracy: 0.8726
104/316 [========>.....................] - ETA: 49s - loss: 0.2703 - accuracy: 0.8738
105/316 [========>.....................] - ETA: 49s - loss: 0.2706 - accuracy: 0.8738
106/316 [=========>....................] - ETA: 49s - loss: 0.2694 - accuracy: 0.8744
107/316 [=========>....................] - ETA: 48s - loss: 0.2682 - accuracy: 0.8756
108/316 [=========>....................] - ETA: 48s - loss: 0.2672 - accuracy: 0.8767
109/316 [=========>....................] - ETA: 48s - loss: 0.2672 - accuracy: 0.8767
110/316 [=========>....................] - ETA: 47s - loss: 0.2669 - accuracy: 0.8767
111/316 [=========>....................] - ETA: 47s - loss: 0.2667 - accuracy: 0.8761
112/316 [=========>....................] - ETA: 47s - loss: 0.2668 - accuracy: 0.8767
113/316 [=========>....................] - ETA: 46s - loss: 0.2666 - accuracy: 0.8767
114/316 [=========>....................] - ETA: 46s - loss: 0.2666 - accuracy: 0.8766
115/316 [=========>....................] - ETA: 46s - loss: 0.2661 - accuracy: 0.8772
116/316 [==========>...................] - ETA: 46s - loss: 0.2656 - accuracy: 0.8777
117/316 [==========>...................] - ETA: 46s - loss: 0.2651 - accuracy: 0.8782
118/316 [==========>...................] - ETA: 46s - loss: 0.2656 - accuracy: 0.8776
119/316 [==========>...................] - ETA: 46s - loss: 0.2652 - accuracy: 0.8776
120/316 [==========>...................] - ETA: 46s - loss: 0.2671 - accuracy: 0.8766
121/316 [==========>...................] - ETA: 45s - loss: 0.2677 - accuracy: 0.8760
122/316 [==========>...................] - ETA: 45s - loss: 0.2670 - accuracy: 0.8765
123/316 [==========>...................] - ETA: 45s - loss: 0.2665 - accuracy: 0.8765
124/316 [==========>...................] - ETA: 44s - loss: 0.2657 - accuracy: 0.8770
125/316 [==========>...................] - ETA: 44s - loss: 0.2655 - accuracy: 0.8770
126/316 [==========>...................] - ETA: 44s - loss: 0.2660 - accuracy: 0.8765
127/316 [===========>..................] - ETA: 44s - loss: 0.2652 - accuracy: 0.8770
128/316 [===========>..................] - ETA: 43s - loss: 0.2647 - accuracy: 0.8779
129/316 [===========>..................] - ETA: 43s - loss: 0.2642 - accuracy: 0.8784
130/316 [===========>..................] - ETA: 43s - loss: 0.2633 - accuracy: 0.8788
131/316 [===========>..................] - ETA: 42s - loss: 0.2631 - accuracy: 0.8783
132/316 [===========>..................] - ETA: 42s - loss: 0.2649 - accuracy: 0.8774
133/316 [===========>..................] - ETA: 42s - loss: 0.2654 - accuracy: 0.8778
134/316 [===========>..................] - ETA: 42s - loss: 0.2666 - accuracy: 0.8773
135/316 [===========>..................] - ETA: 42s - loss: 0.2671 - accuracy: 0.8773
136/316 [===========>..................] - ETA: 42s - loss: 0.2663 - accuracy: 0.8782
137/316 [============>.................] - ETA: 42s - loss: 0.2664 - accuracy: 0.8777
138/316 [============>.................] - ETA: 41s - loss: 0.2662 - accuracy: 0.8777
139/316 [============>.................] - ETA: 41s - loss: 0.2676 - accuracy: 0.8768
140/316 [============>.................] - ETA: 41s - loss: 0.2681 - accuracy: 0.8759
141/316 [============>.................] - ETA: 41s - loss: 0.2684 - accuracy: 0.8754
142/316 [============>.................] - ETA: 40s - loss: 0.2704 - accuracy: 0.8746
143/316 [============>.................] - ETA: 40s - loss: 0.2712 - accuracy: 0.8746
144/316 [============>.................] - ETA: 40s - loss: 0.2719 - accuracy: 0.8746
145/316 [============>.................] - ETA: 39s - loss: 0.2740 - accuracy: 0.8733
146/316 [============>.................] - ETA: 39s - loss: 0.2736 - accuracy: 0.8733
147/316 [============>.................] - ETA: 39s - loss: 0.2729 - accuracy: 0.8737
148/316 [=============>................] - ETA: 39s - loss: 0.2730 - accuracy: 0.8737
149/316 [=============>................] - ETA: 38s - loss: 0.2726 - accuracy: 0.8742
150/316 [=============>................] - ETA: 38s - loss: 0.2731 - accuracy: 0.8737
151/316 [=============>................] - ETA: 38s - loss: 0.2734 - accuracy: 0.8738
152/316 [=============>................] - ETA: 38s - loss: 0.2724 - accuracy: 0.8738
153/316 [=============>................] - ETA: 38s - loss: 0.2722 - accuracy: 0.8738
154/316 [=============>................] - ETA: 38s - loss: 0.2729 - accuracy: 0.8734
155/316 [=============>................] - ETA: 38s - loss: 0.2720 - accuracy: 0.8742
156/316 [=============>................] - ETA: 38s - loss: 0.2725 - accuracy: 0.8738
157/316 [=============>................] - ETA: 38s - loss: 0.2722 - accuracy: 0.8742
158/316 [==============>...............] - ETA: 37s - loss: 0.2727 - accuracy: 0.8742
159/316 [==============>...............] - ETA: 37s - loss: 0.2728 - accuracy: 0.8738
160/316 [==============>...............] - ETA: 37s - loss: 0.2722 - accuracy: 0.8742
161/316 [==============>...............] - ETA: 36s - loss: 0.2727 - accuracy: 0.8734
162/316 [==============>...............] - ETA: 36s - loss: 0.2742 - accuracy: 0.8723
163/316 [==============>...............] - ETA: 36s - loss: 0.2742 - accuracy: 0.8723
164/316 [==============>...............] - ETA: 36s - loss: 0.2740 - accuracy: 0.8723
165/316 [==============>...............] - ETA: 35s - loss: 0.2741 - accuracy: 0.8720
166/316 [==============>...............] - ETA: 35s - loss: 0.2751 - accuracy: 0.8716
167/316 [==============>...............] - ETA: 35s - loss: 0.2766 - accuracy: 0.8705
168/316 [==============>...............] - ETA: 34s - loss: 0.2767 - accuracy: 0.8702
169/316 [===============>..............] - ETA: 34s - loss: 0.2765 - accuracy: 0.8698
170/316 [===============>..............] - ETA: 34s - loss: 0.2774 - accuracy: 0.8691
171/316 [===============>..............] - ETA: 34s - loss: 0.2769 - accuracy: 0.8695
172/316 [===============>..............] - ETA: 34s - loss: 0.2769 - accuracy: 0.8695
173/316 [===============>..............] - ETA: 34s - loss: 0.2766 - accuracy: 0.8696
174/316 [===============>..............] - ETA: 33s - loss: 0.2766 - accuracy: 0.8693
175/316 [===============>..............] - ETA: 33s - loss: 0.2770 - accuracy: 0.8689
176/316 [===============>..............] - ETA: 33s - loss: 0.2777 - accuracy: 0.8679
177/316 [===============>..............] - ETA: 33s - loss: 0.2773 - accuracy: 0.8683
178/316 [===============>..............] - ETA: 32s - loss: 0.2773 - accuracy: 0.8687
179/316 [===============>..............] - ETA: 32s - loss: 0.2766 - accuracy: 0.8691
180/316 [================>.............] - ETA: 32s - loss: 0.2779 - accuracy: 0.8681
181/316 [================>.............] - ETA: 32s - loss: 0.2795 - accuracy: 0.8671
182/316 [================>.............] - ETA: 32s - loss: 0.2788 - accuracy: 0.8678
183/316 [================>.............] - ETA: 32s - loss: 0.2799 - accuracy: 0.8671
184/316 [================>.............] - ETA: 32s - loss: 0.2796 - accuracy: 0.8672
185/316 [================>.............] - ETA: 32s - loss: 0.2811 - accuracy: 0.8655
186/316 [================>.............] - ETA: 32s - loss: 0.2815 - accuracy: 0.8653
187/316 [================>.............] - ETA: 31s - loss: 0.2817 - accuracy: 0.8650
188/316 [================>.............] - ETA: 31s - loss: 0.2812 - accuracy: 0.8657
189/316 [================>.............] - ETA: 31s - loss: 0.2819 - accuracy: 0.8657
190/316 [=================>............] - ETA: 30s - loss: 0.2819 - accuracy: 0.8658
191/316 [=================>............] - ETA: 30s - loss: 0.2817 - accuracy: 0.8662
192/316 [=================>............] - ETA: 30s - loss: 0.2812 - accuracy: 0.8665
193/316 [=================>............] - ETA: 30s - loss: 0.2811 - accuracy: 0.8669
194/316 [=================>............] - ETA: 29s - loss: 0.2805 - accuracy: 0.8673
195/316 [=================>............] - ETA: 29s - loss: 0.2804 - accuracy: 0.8673
196/316 [=================>............] - ETA: 29s - loss: 0.2808 - accuracy: 0.8673
197/316 [=================>............] - ETA: 29s - loss: 0.2818 - accuracy: 0.8671
198/316 [=================>............] - ETA: 29s - loss: 0.2814 - accuracy: 0.8677
199/316 [=================>............] - ETA: 28s - loss: 0.2825 - accuracy: 0.8671
200/316 [=================>............] - ETA: 28s - loss: 0.2835 - accuracy: 0.8662
201/316 [==================>...........] - ETA: 28s - loss: 0.2833 - accuracy: 0.8663
202/316 [==================>...........] - ETA: 28s - loss: 0.2837 - accuracy: 0.8657
203/316 [==================>...........] - ETA: 28s - loss: 0.2833 - accuracy: 0.8658
204/316 [==================>...........] - ETA: 27s - loss: 0.2833 - accuracy: 0.8655
205/316 [==================>...........] - ETA: 27s - loss: 0.2826 - accuracy: 0.8662
206/316 [==================>...........] - ETA: 27s - loss: 0.2816 - accuracy: 0.8665
207/316 [==================>...........] - ETA: 26s - loss: 0.2814 - accuracy: 0.8668
208/316 [==================>...........] - ETA: 26s - loss: 0.2825 - accuracy: 0.8663
209/316 [==================>...........] - ETA: 26s - loss: 0.2826 - accuracy: 0.8660
210/316 [==================>...........] - ETA: 26s - loss: 0.2816 - accuracy: 0.8667
211/316 [===================>..........] - ETA: 25s - loss: 0.2811 - accuracy: 0.8667
212/316 [===================>..........] - ETA: 25s - loss: 0.2804 - accuracy: 0.8673
213/316 [===================>..........] - ETA: 25s - loss: 0.2805 - accuracy: 0.8674
214/316 [===================>..........] - ETA: 25s - loss: 0.2807 - accuracy: 0.8674
215/316 [===================>..........] - ETA: 25s - loss: 0.2813 - accuracy: 0.8669
216/316 [===================>..........] - ETA: 25s - loss: 0.2826 - accuracy: 0.8666
217/316 [===================>..........] - ETA: 24s - loss: 0.2826 - accuracy: 0.8666
218/316 [===================>..........] - ETA: 24s - loss: 0.2818 - accuracy: 0.8670
219/316 [===================>..........] - ETA: 24s - loss: 0.2819 - accuracy: 0.8670
220/316 [===================>..........] - ETA: 24s - loss: 0.2816 - accuracy: 0.8673
221/316 [===================>..........] - ETA: 23s - loss: 0.2812 - accuracy: 0.8676
222/316 [====================>.........] - ETA: 23s - loss: 0.2805 - accuracy: 0.8680
223/316 [====================>.........] - ETA: 23s - loss: 0.2799 - accuracy: 0.8683
224/316 [====================>.........] - ETA: 22s - loss: 0.2792 - accuracy: 0.8686
225/316 [====================>.........] - ETA: 22s - loss: 0.2790 - accuracy: 0.8683
226/316 [====================>.........] - ETA: 22s - loss: 0.2788 - accuracy: 0.8684
227/316 [====================>.........] - ETA: 22s - loss: 0.2795 - accuracy: 0.8684
228/316 [====================>.........] - ETA: 21s - loss: 0.2813 - accuracy: 0.8673
229/316 [====================>.........] - ETA: 21s - loss: 0.2820 - accuracy: 0.8674
230/316 [====================>.........] - ETA: 21s - loss: 0.2815 - accuracy: 0.8677
231/316 [====================>.........] - ETA: 21s - loss: 0.2807 - accuracy: 0.8682
232/316 [=====================>........] - ETA: 21s - loss: 0.2814 - accuracy: 0.8675
233/316 [=====================>........] - ETA: 20s - loss: 0.2816 - accuracy: 0.8670
234/316 [=====================>........] - ETA: 20s - loss: 0.2818 - accuracy: 0.8670
235/316 [=====================>........] - ETA: 20s - loss: 0.2816 - accuracy: 0.8676
236/316 [=====================>........] - ETA: 19s - loss: 0.2816 - accuracy: 0.8676
237/316 [=====================>........] - ETA: 19s - loss: 0.2819 - accuracy: 0.8674
238/316 [=====================>........] - ETA: 19s - loss: 0.2819 - accuracy: 0.8676
239/316 [=====================>........] - ETA: 19s - loss: 0.2817 - accuracy: 0.8677
240/316 [=====================>........] - ETA: 19s - loss: 0.2821 - accuracy: 0.8672
241/316 [=====================>........] - ETA: 18s - loss: 0.2817 - accuracy: 0.8672
242/316 [=====================>........] - ETA: 18s - loss: 0.2815 - accuracy: 0.8675
243/316 [======================>.......] - ETA: 18s - loss: 0.2822 - accuracy: 0.8673
244/316 [======================>.......] - ETA: 18s - loss: 0.2820 - accuracy: 0.8676
245/316 [======================>.......] - ETA: 17s - loss: 0.2822 - accuracy: 0.8673
246/316 [======================>.......] - ETA: 17s - loss: 0.2824 - accuracy: 0.8669
247/316 [======================>.......] - ETA: 17s - loss: 0.2823 - accuracy: 0.8669
248/316 [======================>.......] - ETA: 17s - loss: 0.2823 - accuracy: 0.8669
249/316 [======================>.......] - ETA: 16s - loss: 0.2824 - accuracy: 0.8667
250/316 [======================>.......] - ETA: 16s - loss: 0.2830 - accuracy: 0.8662
251/316 [======================>.......] - ETA: 16s - loss: 0.2841 - accuracy: 0.8660
252/316 [======================>.......] - ETA: 16s - loss: 0.2839 - accuracy: 0.8661
253/316 [=======================>......] - ETA: 15s - loss: 0.2843 - accuracy: 0.8661
254/316 [=======================>......] - ETA: 15s - loss: 0.2843 - accuracy: 0.8661
255/316 [=======================>......] - ETA: 15s - loss: 0.2842 - accuracy: 0.8664
256/316 [=======================>......] - ETA: 15s - loss: 0.2844 - accuracy: 0.8665
257/316 [=======================>......] - ETA: 14s - loss: 0.2844 - accuracy: 0.8665
258/316 [=======================>......] - ETA: 14s - loss: 0.2844 - accuracy: 0.8665
259/316 [=======================>......] - ETA: 14s - loss: 0.2849 - accuracy: 0.8661
260/316 [=======================>......] - ETA: 14s - loss: 0.2848 - accuracy: 0.8659
261/316 [=======================>......] - ETA: 14s - loss: 0.2854 - accuracy: 0.8654
262/316 [=======================>......] - ETA: 13s - loss: 0.2855 - accuracy: 0.8652
263/316 [=======================>......] - ETA: 13s - loss: 0.2849 - accuracy: 0.8657
264/316 [========================>.....] - ETA: 13s - loss: 0.2851 - accuracy: 0.8658
265/316 [========================>.....] - ETA: 12s - loss: 0.2853 - accuracy: 0.8656
266/316 [========================>.....] - ETA: 12s - loss: 0.2844 - accuracy: 0.8661
267/316 [========================>.....] - ETA: 12s - loss: 0.2849 - accuracy: 0.8656
268/316 [========================>.....] - ETA: 12s - loss: 0.2843 - accuracy: 0.8661
269/316 [========================>.....] - ETA: 11s - loss: 0.2839 - accuracy: 0.8666
270/316 [========================>.....] - ETA: 11s - loss: 0.2861 - accuracy: 0.8667
271/316 [========================>.....] - ETA: 11s - loss: 0.2862 - accuracy: 0.8667
272/316 [========================>.....] - ETA: 11s - loss: 0.2857 - accuracy: 0.8670
273/316 [========================>.....] - ETA: 10s - loss: 0.2855 - accuracy: 0.8670
274/316 [=========================>....] - ETA: 10s - loss: 0.2851 - accuracy: 0.8672
275/316 [=========================>....] - ETA: 10s - loss: 0.2848 - accuracy: 0.8675
276/316 [=========================>....] - ETA: 10s - loss: 0.2846 - accuracy: 0.8675
277/316 [=========================>....] - ETA: 9s - loss: 0.2851 - accuracy: 0.8673 
278/316 [=========================>....] - ETA: 9s - loss: 0.2848 - accuracy: 0.8676
279/316 [=========================>....] - ETA: 9s - loss: 0.2846 - accuracy: 0.8678
280/316 [=========================>....] - ETA: 9s - loss: 0.2851 - accuracy: 0.8676
281/316 [=========================>....] - ETA: 8s - loss: 0.2847 - accuracy: 0.8677
282/316 [=========================>....] - ETA: 8s - loss: 0.2851 - accuracy: 0.8675
283/316 [=========================>....] - ETA: 8s - loss: 0.2851 - accuracy: 0.8677
284/316 [=========================>....] - ETA: 8s - loss: 0.2851 - accuracy: 0.8675
285/316 [==========================>...] - ETA: 7s - loss: 0.2850 - accuracy: 0.8678
286/316 [==========================>...] - ETA: 7s - loss: 0.2850 - accuracy: 0.8676
287/316 [==========================>...] - ETA: 7s - loss: 0.2846 - accuracy: 0.8678
288/316 [==========================>...] - ETA: 7s - loss: 0.2843 - accuracy: 0.8678
289/316 [==========================>...] - ETA: 6s - loss: 0.2852 - accuracy: 0.8672
290/316 [==========================>...] - ETA: 6s - loss: 0.2855 - accuracy: 0.8668
291/316 [==========================>...] - ETA: 6s - loss: 0.2856 - accuracy: 0.8668
292/316 [==========================>...] - ETA: 6s - loss: 0.2851 - accuracy: 0.8671
293/316 [==========================>...] - ETA: 5s - loss: 0.2849 - accuracy: 0.8671
294/316 [==========================>...] - ETA: 5s - loss: 0.2847 - accuracy: 0.8673
295/316 [===========================>..] - ETA: 5s - loss: 0.2858 - accuracy: 0.8667
296/316 [===========================>..] - ETA: 5s - loss: 0.2854 - accuracy: 0.8670
297/316 [===========================>..] - ETA: 4s - loss: 0.2851 - accuracy: 0.8670
298/316 [===========================>..] - ETA: 4s - loss: 0.2853 - accuracy: 0.8668
299/316 [===========================>..] - ETA: 4s - loss: 0.2866 - accuracy: 0.8660
300/316 [===========================>..] - ETA: 4s - loss: 0.2865 - accuracy: 0.8660
301/316 [===========================>..] - ETA: 3s - loss: 0.2867 - accuracy: 0.8663
302/316 [===========================>..] - ETA: 3s - loss: 0.2868 - accuracy: 0.8663
303/316 [===========================>..] - ETA: 3s - loss: 0.2877 - accuracy: 0.8659
304/316 [===========================>..] - ETA: 3s - loss: 0.2876 - accuracy: 0.8664
305/316 [===========================>..] - ETA: 2s - loss: 0.2881 - accuracy: 0.8662
306/316 [============================>.] - ETA: 2s - loss: 0.2875 - accuracy: 0.8666
307/316 [============================>.] - ETA: 2s - loss: 0.2875 - accuracy: 0.8669
308/316 [============================>.] - ETA: 1s - loss: 0.2869 - accuracy: 0.8673
309/316 [============================>.] - ETA: 1s - loss: 0.2866 - accuracy: 0.8675
310/316 [============================>.] - ETA: 1s - loss: 0.2866 - accuracy: 0.8677
311/316 [============================>.] - ETA: 1s - loss: 0.2866 - accuracy: 0.8676
312/316 [============================>.] - ETA: 1s - loss: 0.2864 - accuracy: 0.8676
313/316 [============================>.] - ETA: 0s - loss: 0.2862 - accuracy: 0.8676
314/316 [============================>.] - ETA: 0s - loss: 0.2861 - accuracy: 0.8676
315/316 [============================>.] - ETA: 0s - loss: 0.2859 - accuracy: 0.8679
316/316 [==============================] - 79s 251ms/step - loss: 0.2858 - accuracy: 0.8678

316/316 [==============================] - 83s 264ms/step - loss: 0.2858 - accuracy: 0.8678 - val_loss: 0.4087 - val_accuracy: 0.8177
Epoch 76/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.1863 - accuracy: 0.8750
  2/316 [..............................] - ETA: 59s - loss: 0.1880 - accuracy: 0.9062 
  3/316 [..............................] - ETA: 59s - loss: 0.1848 - accuracy: 0.8958
  4/316 [..............................] - ETA: 58s - loss: 0.2390 - accuracy: 0.8750
  5/316 [..............................] - ETA: 58s - loss: 0.2512 - accuracy: 0.8625
  6/316 [..............................] - ETA: 59s - loss: 0.2825 - accuracy: 0.8646
  7/316 [..............................] - ETA: 59s - loss: 0.3022 - accuracy: 0.8482
  8/316 [..............................] - ETA: 59s - loss: 0.3000 - accuracy: 0.8438
  9/316 [..............................] - ETA: 58s - loss: 0.2837 - accuracy: 0.8542
 10/316 [..............................] - ETA: 1:04 - loss: 0.2822 - accuracy: 0.8500
 11/316 [>.............................] - ETA: 1:15 - loss: 0.2805 - accuracy: 0.8580
 12/316 [>.............................] - ETA: 1:17 - loss: 0.2775 - accuracy: 0.8594
 13/316 [>.............................] - ETA: 1:15 - loss: 0.2914 - accuracy: 0.8510
 14/316 [>.............................] - ETA: 1:13 - loss: 0.2877 - accuracy: 0.8527
 15/316 [>.............................] - ETA: 1:12 - loss: 0.2846 - accuracy: 0.8542
 16/316 [>.............................] - ETA: 1:11 - loss: 0.2860 - accuracy: 0.8516
 17/316 [>.............................] - ETA: 1:10 - loss: 0.2810 - accuracy: 0.8529
 18/316 [>.............................] - ETA: 1:09 - loss: 0.2861 - accuracy: 0.8576
 19/316 [>.............................] - ETA: 1:08 - loss: 0.2889 - accuracy: 0.8553
 20/316 [>.............................] - ETA: 1:07 - loss: 0.2852 - accuracy: 0.8594
 21/316 [>.............................] - ETA: 1:06 - loss: 0.2791 - accuracy: 0.8601
 22/316 [=>............................] - ETA: 1:06 - loss: 0.2780 - accuracy: 0.8636
 23/316 [=>............................] - ETA: 1:11 - loss: 0.2734 - accuracy: 0.8641
 24/316 [=>............................] - ETA: 1:14 - loss: 0.2788 - accuracy: 0.8594
 25/316 [=>............................] - ETA: 1:18 - loss: 0.2751 - accuracy: 0.8600
 26/316 [=>............................] - ETA: 1:19 - loss: 0.2791 - accuracy: 0.8558
 27/316 [=>............................] - ETA: 1:18 - loss: 0.2729 - accuracy: 0.8611
 28/316 [=>............................] - ETA: 1:16 - loss: 0.2754 - accuracy: 0.8594
 29/316 [=>............................] - ETA: 1:15 - loss: 0.2745 - accuracy: 0.8599
 30/316 [=>............................] - ETA: 1:14 - loss: 0.2777 - accuracy: 0.8562
 31/316 [=>............................] - ETA: 1:13 - loss: 0.2795 - accuracy: 0.8548
 32/316 [==>...........................] - ETA: 1:12 - loss: 0.2840 - accuracy: 0.8535
 33/316 [==>...........................] - ETA: 1:12 - loss: 0.2813 - accuracy: 0.8561
 34/316 [==>...........................] - ETA: 1:11 - loss: 0.2788 - accuracy: 0.8585
 35/316 [==>...........................] - ETA: 1:10 - loss: 0.2786 - accuracy: 0.8589
 36/316 [==>...........................] - ETA: 1:09 - loss: 0.2821 - accuracy: 0.8594
 37/316 [==>...........................] - ETA: 1:09 - loss: 0.2787 - accuracy: 0.8632
 38/316 [==>...........................] - ETA: 1:08 - loss: 0.2792 - accuracy: 0.8618
 39/316 [==>...........................] - ETA: 1:07 - loss: 0.2769 - accuracy: 0.8638
 40/316 [==>...........................] - ETA: 1:07 - loss: 0.2748 - accuracy: 0.8656
 41/316 [==>...........................] - ETA: 1:06 - loss: 0.2723 - accuracy: 0.8674
 42/316 [==>...........................] - ETA: 1:08 - loss: 0.2733 - accuracy: 0.8676
 43/316 [===>..........................] - ETA: 1:10 - loss: 0.2710 - accuracy: 0.8677
 44/316 [===>..........................] - ETA: 1:09 - loss: 0.2698 - accuracy: 0.8693
 45/316 [===>..........................] - ETA: 1:09 - loss: 0.2659 - accuracy: 0.8722
 46/316 [===>..........................] - ETA: 1:08 - loss: 0.2644 - accuracy: 0.8723
 47/316 [===>..........................] - ETA: 1:07 - loss: 0.2730 - accuracy: 0.8697
 48/316 [===>..........................] - ETA: 1:07 - loss: 0.2707 - accuracy: 0.8711
 49/316 [===>..........................] - ETA: 1:06 - loss: 0.2673 - accuracy: 0.8724
 50/316 [===>..........................] - ETA: 1:06 - loss: 0.2696 - accuracy: 0.8700
 51/316 [===>..........................] - ETA: 1:05 - loss: 0.2710 - accuracy: 0.8689
 52/316 [===>..........................] - ETA: 1:04 - loss: 0.2684 - accuracy: 0.8702
 53/316 [====>.........................] - ETA: 1:04 - loss: 0.2690 - accuracy: 0.8703
 54/316 [====>.........................] - ETA: 1:03 - loss: 0.2675 - accuracy: 0.8715
 55/316 [====>.........................] - ETA: 1:03 - loss: 0.2657 - accuracy: 0.8727
 56/316 [====>.........................] - ETA: 1:02 - loss: 0.2672 - accuracy: 0.8717
 57/316 [====>.........................] - ETA: 1:02 - loss: 0.2654 - accuracy: 0.8728
 58/316 [====>.........................] - ETA: 1:01 - loss: 0.2634 - accuracy: 0.8739
 59/316 [====>.........................] - ETA: 1:03 - loss: 0.2668 - accuracy: 0.8708
 60/316 [====>.........................] - ETA: 1:04 - loss: 0.2648 - accuracy: 0.8729
 61/316 [====>.........................] - ETA: 1:03 - loss: 0.2641 - accuracy: 0.8730
 62/316 [====>.........................] - ETA: 1:03 - loss: 0.2641 - accuracy: 0.8730
 63/316 [====>.........................] - ETA: 1:02 - loss: 0.2637 - accuracy: 0.8740
 64/316 [=====>........................] - ETA: 1:02 - loss: 0.2622 - accuracy: 0.8750
 65/316 [=====>........................] - ETA: 1:02 - loss: 0.2613 - accuracy: 0.8769
 66/316 [=====>........................] - ETA: 1:03 - loss: 0.2600 - accuracy: 0.8778
 67/316 [=====>........................] - ETA: 1:03 - loss: 0.2643 - accuracy: 0.8759
 68/316 [=====>........................] - ETA: 1:03 - loss: 0.2634 - accuracy: 0.8768
 69/316 [=====>........................] - ETA: 1:02 - loss: 0.2650 - accuracy: 0.8759
 70/316 [=====>........................] - ETA: 1:02 - loss: 0.2648 - accuracy: 0.8759
 71/316 [=====>........................] - ETA: 1:01 - loss: 0.2668 - accuracy: 0.8759
 72/316 [=====>........................] - ETA: 1:01 - loss: 0.2661 - accuracy: 0.8767
 73/316 [=====>........................] - ETA: 1:02 - loss: 0.2661 - accuracy: 0.8767
 74/316 [======>.......................] - ETA: 1:02 - loss: 0.2656 - accuracy: 0.8775
 75/316 [======>.......................] - ETA: 1:02 - loss: 0.2651 - accuracy: 0.8783
 76/316 [======>.......................] - ETA: 1:01 - loss: 0.2655 - accuracy: 0.8775
 77/316 [======>.......................] - ETA: 1:01 - loss: 0.2676 - accuracy: 0.8758
 78/316 [======>.......................] - ETA: 1:00 - loss: 0.2685 - accuracy: 0.8758
 79/316 [======>.......................] - ETA: 1:01 - loss: 0.2716 - accuracy: 0.8758
 80/316 [======>.......................] - ETA: 1:02 - loss: 0.2726 - accuracy: 0.8750
 81/316 [======>.......................] - ETA: 1:01 - loss: 0.2730 - accuracy: 0.8742
 82/316 [======>.......................] - ETA: 1:01 - loss: 0.2731 - accuracy: 0.8727
 83/316 [======>.......................] - ETA: 1:00 - loss: 0.2737 - accuracy: 0.8727
 84/316 [======>.......................] - ETA: 1:00 - loss: 0.2718 - accuracy: 0.8735
 85/316 [=======>......................] - ETA: 59s - loss: 0.2731 - accuracy: 0.8728 
 86/316 [=======>......................] - ETA: 59s - loss: 0.2714 - accuracy: 0.8735
 87/316 [=======>......................] - ETA: 59s - loss: 0.2703 - accuracy: 0.8743
 88/316 [=======>......................] - ETA: 58s - loss: 0.2687 - accuracy: 0.8750
 89/316 [=======>......................] - ETA: 58s - loss: 0.2689 - accuracy: 0.8750
 90/316 [=======>......................] - ETA: 57s - loss: 0.2690 - accuracy: 0.8750
 91/316 [=======>......................] - ETA: 57s - loss: 0.2687 - accuracy: 0.8750
 92/316 [=======>......................] - ETA: 56s - loss: 0.2681 - accuracy: 0.8764
 93/316 [=======>......................] - ETA: 56s - loss: 0.2666 - accuracy: 0.8770
 94/316 [=======>......................] - ETA: 56s - loss: 0.2654 - accuracy: 0.8777
 95/316 [========>.....................] - ETA: 55s - loss: 0.2662 - accuracy: 0.8763
 96/316 [========>.....................] - ETA: 55s - loss: 0.2670 - accuracy: 0.8750
 97/316 [========>.....................] - ETA: 55s - loss: 0.2690 - accuracy: 0.8737
 98/316 [========>.....................] - ETA: 56s - loss: 0.2675 - accuracy: 0.8744
 99/316 [========>.....................] - ETA: 56s - loss: 0.2662 - accuracy: 0.8750
100/316 [========>.....................] - ETA: 56s - loss: 0.2647 - accuracy: 0.8756
101/316 [========>.....................] - ETA: 56s - loss: 0.2677 - accuracy: 0.8750
102/316 [========>.....................] - ETA: 55s - loss: 0.2671 - accuracy: 0.8750
103/316 [========>.....................] - ETA: 55s - loss: 0.2678 - accuracy: 0.8744
104/316 [========>.....................] - ETA: 55s - loss: 0.2694 - accuracy: 0.8738
105/316 [========>.....................] - ETA: 54s - loss: 0.2716 - accuracy: 0.8720
106/316 [=========>....................] - ETA: 54s - loss: 0.2735 - accuracy: 0.8709
107/316 [=========>....................] - ETA: 53s - loss: 0.2728 - accuracy: 0.8709
108/316 [=========>....................] - ETA: 53s - loss: 0.2721 - accuracy: 0.8709
109/316 [=========>....................] - ETA: 53s - loss: 0.2720 - accuracy: 0.8704
110/316 [=========>....................] - ETA: 52s - loss: 0.2714 - accuracy: 0.8710
111/316 [=========>....................] - ETA: 52s - loss: 0.2725 - accuracy: 0.8705
112/316 [=========>....................] - ETA: 51s - loss: 0.2725 - accuracy: 0.8694
113/316 [=========>....................] - ETA: 51s - loss: 0.2734 - accuracy: 0.8684
114/316 [=========>....................] - ETA: 51s - loss: 0.2718 - accuracy: 0.8695
115/316 [=========>....................] - ETA: 50s - loss: 0.2711 - accuracy: 0.8701
116/316 [==========>...................] - ETA: 51s - loss: 0.2718 - accuracy: 0.8696
117/316 [==========>...................] - ETA: 51s - loss: 0.2705 - accuracy: 0.8702
118/316 [==========>...................] - ETA: 51s - loss: 0.2700 - accuracy: 0.8708
119/316 [==========>...................] - ETA: 50s - loss: 0.2730 - accuracy: 0.8708
120/316 [==========>...................] - ETA: 50s - loss: 0.2717 - accuracy: 0.8714
121/316 [==========>...................] - ETA: 49s - loss: 0.2716 - accuracy: 0.8719
122/316 [==========>...................] - ETA: 49s - loss: 0.2712 - accuracy: 0.8719
123/316 [==========>...................] - ETA: 49s - loss: 0.2714 - accuracy: 0.8714
124/316 [==========>...................] - ETA: 48s - loss: 0.2721 - accuracy: 0.8715
125/316 [==========>...................] - ETA: 48s - loss: 0.2706 - accuracy: 0.8725
126/316 [==========>...................] - ETA: 48s - loss: 0.2705 - accuracy: 0.8720
127/316 [===========>..................] - ETA: 47s - loss: 0.2711 - accuracy: 0.8711
128/316 [===========>..................] - ETA: 47s - loss: 0.2709 - accuracy: 0.8716
129/316 [===========>..................] - ETA: 47s - loss: 0.2705 - accuracy: 0.8711
130/316 [===========>..................] - ETA: 46s - loss: 0.2720 - accuracy: 0.8702
131/316 [===========>..................] - ETA: 46s - loss: 0.2713 - accuracy: 0.8707
132/316 [===========>..................] - ETA: 46s - loss: 0.2724 - accuracy: 0.8698
133/316 [===========>..................] - ETA: 46s - loss: 0.2731 - accuracy: 0.8694
134/316 [===========>..................] - ETA: 46s - loss: 0.2734 - accuracy: 0.8685
135/316 [===========>..................] - ETA: 46s - loss: 0.2744 - accuracy: 0.8685
136/316 [===========>..................] - ETA: 45s - loss: 0.2739 - accuracy: 0.8690
137/316 [============>.................] - ETA: 45s - loss: 0.2728 - accuracy: 0.8695
138/316 [============>.................] - ETA: 45s - loss: 0.2722 - accuracy: 0.8696
139/316 [============>.................] - ETA: 45s - loss: 0.2715 - accuracy: 0.8701
140/316 [============>.................] - ETA: 45s - loss: 0.2721 - accuracy: 0.8701
141/316 [============>.................] - ETA: 45s - loss: 0.2718 - accuracy: 0.8706
142/316 [============>.................] - ETA: 44s - loss: 0.2716 - accuracy: 0.8706
143/316 [============>.................] - ETA: 44s - loss: 0.2727 - accuracy: 0.8693
144/316 [============>.................] - ETA: 44s - loss: 0.2726 - accuracy: 0.8694
145/316 [============>.................] - ETA: 43s - loss: 0.2732 - accuracy: 0.8681
146/316 [============>.................] - ETA: 43s - loss: 0.2729 - accuracy: 0.8682
147/316 [============>.................] - ETA: 43s - loss: 0.2730 - accuracy: 0.8678
148/316 [=============>................] - ETA: 43s - loss: 0.2726 - accuracy: 0.8678
149/316 [=============>................] - ETA: 43s - loss: 0.2734 - accuracy: 0.8670
150/316 [=============>................] - ETA: 42s - loss: 0.2731 - accuracy: 0.8675
151/316 [=============>................] - ETA: 42s - loss: 0.2730 - accuracy: 0.8675
152/316 [=============>................] - ETA: 42s - loss: 0.2722 - accuracy: 0.8680
153/316 [=============>................] - ETA: 41s - loss: 0.2715 - accuracy: 0.8685
154/316 [=============>................] - ETA: 41s - loss: 0.2707 - accuracy: 0.8689
155/316 [=============>................] - ETA: 41s - loss: 0.2705 - accuracy: 0.8690
156/316 [=============>................] - ETA: 40s - loss: 0.2724 - accuracy: 0.8686
157/316 [=============>................] - ETA: 40s - loss: 0.2731 - accuracy: 0.8682
158/316 [==============>...............] - ETA: 40s - loss: 0.2743 - accuracy: 0.8679
159/316 [==============>...............] - ETA: 39s - loss: 0.2744 - accuracy: 0.8679
160/316 [==============>...............] - ETA: 39s - loss: 0.2746 - accuracy: 0.8676
161/316 [==============>...............] - ETA: 39s - loss: 0.2742 - accuracy: 0.8680
162/316 [==============>...............] - ETA: 39s - loss: 0.2746 - accuracy: 0.8677
163/316 [==============>...............] - ETA: 38s - loss: 0.2744 - accuracy: 0.8673
164/316 [==============>...............] - ETA: 38s - loss: 0.2747 - accuracy: 0.8674
165/316 [==============>...............] - ETA: 38s - loss: 0.2739 - accuracy: 0.8678
166/316 [==============>...............] - ETA: 38s - loss: 0.2751 - accuracy: 0.8678
167/316 [==============>...............] - ETA: 38s - loss: 0.2751 - accuracy: 0.8675
168/316 [==============>...............] - ETA: 37s - loss: 0.2749 - accuracy: 0.8676
169/316 [===============>..............] - ETA: 37s - loss: 0.2754 - accuracy: 0.8676
170/316 [===============>..............] - ETA: 37s - loss: 0.2752 - accuracy: 0.8676
171/316 [===============>..............] - ETA: 37s - loss: 0.2749 - accuracy: 0.8681
172/316 [===============>..............] - ETA: 37s - loss: 0.2754 - accuracy: 0.8677
173/316 [===============>..............] - ETA: 36s - loss: 0.2766 - accuracy: 0.8671
174/316 [===============>..............] - ETA: 36s - loss: 0.2767 - accuracy: 0.8671
175/316 [===============>..............] - ETA: 36s - loss: 0.2773 - accuracy: 0.8671
176/316 [===============>..............] - ETA: 35s - loss: 0.2769 - accuracy: 0.8675
177/316 [===============>..............] - ETA: 35s - loss: 0.2770 - accuracy: 0.8676
178/316 [===============>..............] - ETA: 35s - loss: 0.2773 - accuracy: 0.8676
179/316 [===============>..............] - ETA: 35s - loss: 0.2774 - accuracy: 0.8677
180/316 [================>.............] - ETA: 35s - loss: 0.2766 - accuracy: 0.8684
181/316 [================>.............] - ETA: 34s - loss: 0.2778 - accuracy: 0.8674
182/316 [================>.............] - ETA: 34s - loss: 0.2781 - accuracy: 0.8671
183/316 [================>.............] - ETA: 34s - loss: 0.2778 - accuracy: 0.8675
184/316 [================>.............] - ETA: 34s - loss: 0.2775 - accuracy: 0.8675
185/316 [================>.............] - ETA: 33s - loss: 0.2781 - accuracy: 0.8676
186/316 [================>.............] - ETA: 33s - loss: 0.2777 - accuracy: 0.8679
187/316 [================>.............] - ETA: 33s - loss: 0.2798 - accuracy: 0.8680
188/316 [================>.............] - ETA: 32s - loss: 0.2796 - accuracy: 0.8680
189/316 [================>.............] - ETA: 32s - loss: 0.2797 - accuracy: 0.8681
190/316 [=================>............] - ETA: 32s - loss: 0.2795 - accuracy: 0.8678
191/316 [=================>............] - ETA: 31s - loss: 0.2804 - accuracy: 0.8668
192/316 [=================>............] - ETA: 31s - loss: 0.2797 - accuracy: 0.8672
193/316 [=================>............] - ETA: 31s - loss: 0.2797 - accuracy: 0.8669
194/316 [=================>............] - ETA: 31s - loss: 0.2799 - accuracy: 0.8666
195/316 [=================>............] - ETA: 30s - loss: 0.2793 - accuracy: 0.8667
196/316 [=================>............] - ETA: 30s - loss: 0.2792 - accuracy: 0.8667
197/316 [=================>............] - ETA: 30s - loss: 0.2789 - accuracy: 0.8668
198/316 [=================>............] - ETA: 30s - loss: 0.2786 - accuracy: 0.8665
199/316 [=================>............] - ETA: 30s - loss: 0.2792 - accuracy: 0.8662
200/316 [=================>............] - ETA: 30s - loss: 0.2784 - accuracy: 0.8669
201/316 [==================>...........] - ETA: 29s - loss: 0.2793 - accuracy: 0.8660
202/316 [==================>...........] - ETA: 29s - loss: 0.2794 - accuracy: 0.8657
203/316 [==================>...........] - ETA: 29s - loss: 0.2799 - accuracy: 0.8655
204/316 [==================>...........] - ETA: 28s - loss: 0.2803 - accuracy: 0.8652
205/316 [==================>...........] - ETA: 28s - loss: 0.2817 - accuracy: 0.8643
206/316 [==================>...........] - ETA: 28s - loss: 0.2818 - accuracy: 0.8644
207/316 [==================>...........] - ETA: 28s - loss: 0.2810 - accuracy: 0.8647
208/316 [==================>...........] - ETA: 27s - loss: 0.2810 - accuracy: 0.8648
209/316 [==================>...........] - ETA: 27s - loss: 0.2808 - accuracy: 0.8645
210/316 [==================>...........] - ETA: 27s - loss: 0.2809 - accuracy: 0.8643
211/316 [===================>..........] - ETA: 27s - loss: 0.2813 - accuracy: 0.8640
212/316 [===================>..........] - ETA: 27s - loss: 0.2813 - accuracy: 0.8638
213/316 [===================>..........] - ETA: 26s - loss: 0.2809 - accuracy: 0.8641
214/316 [===================>..........] - ETA: 26s - loss: 0.2817 - accuracy: 0.8639
215/316 [===================>..........] - ETA: 26s - loss: 0.2817 - accuracy: 0.8642
216/316 [===================>..........] - ETA: 26s - loss: 0.2819 - accuracy: 0.8643
217/316 [===================>..........] - ETA: 25s - loss: 0.2818 - accuracy: 0.8646
218/316 [===================>..........] - ETA: 25s - loss: 0.2816 - accuracy: 0.8647
219/316 [===================>..........] - ETA: 25s - loss: 0.2810 - accuracy: 0.8647
220/316 [===================>..........] - ETA: 24s - loss: 0.2807 - accuracy: 0.8653
221/316 [===================>..........] - ETA: 24s - loss: 0.2813 - accuracy: 0.8651
222/316 [====================>.........] - ETA: 24s - loss: 0.2817 - accuracy: 0.8646
223/316 [====================>.........] - ETA: 24s - loss: 0.2822 - accuracy: 0.8641
224/316 [====================>.........] - ETA: 23s - loss: 0.2813 - accuracy: 0.8647
225/316 [====================>.........] - ETA: 23s - loss: 0.2808 - accuracy: 0.8647
226/316 [====================>.........] - ETA: 23s - loss: 0.2802 - accuracy: 0.8653
227/316 [====================>.........] - ETA: 22s - loss: 0.2799 - accuracy: 0.8654
228/316 [====================>.........] - ETA: 22s - loss: 0.2800 - accuracy: 0.8654
229/316 [====================>.........] - ETA: 22s - loss: 0.2794 - accuracy: 0.8660
230/316 [====================>.........] - ETA: 22s - loss: 0.2793 - accuracy: 0.8660
231/316 [====================>.........] - ETA: 22s - loss: 0.2793 - accuracy: 0.8658
232/316 [=====================>........] - ETA: 21s - loss: 0.2797 - accuracy: 0.8661
233/316 [=====================>........] - ETA: 21s - loss: 0.2793 - accuracy: 0.8667
234/316 [=====================>........] - ETA: 21s - loss: 0.2787 - accuracy: 0.8670
235/316 [=====================>........] - ETA: 20s - loss: 0.2782 - accuracy: 0.8676
236/316 [=====================>........] - ETA: 20s - loss: 0.2785 - accuracy: 0.8671
237/316 [=====================>........] - ETA: 20s - loss: 0.2790 - accuracy: 0.8671
238/316 [=====================>........] - ETA: 20s - loss: 0.2788 - accuracy: 0.8674
239/316 [=====================>........] - ETA: 19s - loss: 0.2789 - accuracy: 0.8672
240/316 [=====================>........] - ETA: 19s - loss: 0.2788 - accuracy: 0.8669
241/316 [=====================>........] - ETA: 19s - loss: 0.2786 - accuracy: 0.8670
242/316 [=====================>........] - ETA: 18s - loss: 0.2789 - accuracy: 0.8667
243/316 [======================>.......] - ETA: 18s - loss: 0.2797 - accuracy: 0.8665
244/316 [======================>.......] - ETA: 18s - loss: 0.2801 - accuracy: 0.8660
245/316 [======================>.......] - ETA: 18s - loss: 0.2804 - accuracy: 0.8656
246/316 [======================>.......] - ETA: 18s - loss: 0.2806 - accuracy: 0.8656
247/316 [======================>.......] - ETA: 17s - loss: 0.2811 - accuracy: 0.8654
248/316 [======================>.......] - ETA: 17s - loss: 0.2818 - accuracy: 0.8649
249/316 [======================>.......] - ETA: 17s - loss: 0.2831 - accuracy: 0.8642
250/316 [======================>.......] - ETA: 16s - loss: 0.2830 - accuracy: 0.8645
251/316 [======================>.......] - ETA: 16s - loss: 0.2823 - accuracy: 0.8650
252/316 [======================>.......] - ETA: 16s - loss: 0.2816 - accuracy: 0.8656
253/316 [=======================>......] - ETA: 16s - loss: 0.2816 - accuracy: 0.8659
254/316 [=======================>......] - ETA: 15s - loss: 0.2820 - accuracy: 0.8652
255/316 [=======================>......] - ETA: 15s - loss: 0.2814 - accuracy: 0.8654
256/316 [=======================>......] - ETA: 15s - loss: 0.2811 - accuracy: 0.8655
257/316 [=======================>......] - ETA: 15s - loss: 0.2807 - accuracy: 0.8658
258/316 [=======================>......] - ETA: 14s - loss: 0.2813 - accuracy: 0.8658
259/316 [=======================>......] - ETA: 14s - loss: 0.2812 - accuracy: 0.8661
260/316 [=======================>......] - ETA: 14s - loss: 0.2818 - accuracy: 0.8654
261/316 [=======================>......] - ETA: 13s - loss: 0.2815 - accuracy: 0.8659
262/316 [=======================>......] - ETA: 13s - loss: 0.2820 - accuracy: 0.8655
263/316 [=======================>......] - ETA: 13s - loss: 0.2819 - accuracy: 0.8653
264/316 [========================>.....] - ETA: 13s - loss: 0.2811 - accuracy: 0.8658
265/316 [========================>.....] - ETA: 13s - loss: 0.2812 - accuracy: 0.8658
266/316 [========================>.....] - ETA: 12s - loss: 0.2817 - accuracy: 0.8656
267/316 [========================>.....] - ETA: 12s - loss: 0.2819 - accuracy: 0.8654
268/316 [========================>.....] - ETA: 12s - loss: 0.2819 - accuracy: 0.8652
269/316 [========================>.....] - ETA: 12s - loss: 0.2825 - accuracy: 0.8652
270/316 [========================>.....] - ETA: 11s - loss: 0.2821 - accuracy: 0.8655
271/316 [========================>.....] - ETA: 11s - loss: 0.2816 - accuracy: 0.8660
272/316 [========================>.....] - ETA: 11s - loss: 0.2822 - accuracy: 0.8658
273/316 [========================>.....] - ETA: 11s - loss: 0.2820 - accuracy: 0.8658
274/316 [=========================>....] - ETA: 10s - loss: 0.2824 - accuracy: 0.8656
275/316 [=========================>....] - ETA: 10s - loss: 0.2822 - accuracy: 0.8659
276/316 [=========================>....] - ETA: 10s - loss: 0.2822 - accuracy: 0.8655
277/316 [=========================>....] - ETA: 10s - loss: 0.2817 - accuracy: 0.8657
278/316 [=========================>....] - ETA: 9s - loss: 0.2812 - accuracy: 0.8660 
279/316 [=========================>....] - ETA: 9s - loss: 0.2814 - accuracy: 0.8656
280/316 [=========================>....] - ETA: 9s - loss: 0.2816 - accuracy: 0.8654
281/316 [=========================>....] - ETA: 9s - loss: 0.2815 - accuracy: 0.8654
282/316 [=========================>....] - ETA: 8s - loss: 0.2813 - accuracy: 0.8655
283/316 [=========================>....] - ETA: 8s - loss: 0.2817 - accuracy: 0.8653
284/316 [=========================>....] - ETA: 8s - loss: 0.2814 - accuracy: 0.8655
285/316 [==========================>...] - ETA: 7s - loss: 0.2813 - accuracy: 0.8656
286/316 [==========================>...] - ETA: 7s - loss: 0.2824 - accuracy: 0.8654
287/316 [==========================>...] - ETA: 7s - loss: 0.2826 - accuracy: 0.8654
288/316 [==========================>...] - ETA: 7s - loss: 0.2825 - accuracy: 0.8655
289/316 [==========================>...] - ETA: 6s - loss: 0.2829 - accuracy: 0.8655
290/316 [==========================>...] - ETA: 6s - loss: 0.2835 - accuracy: 0.8653
291/316 [==========================>...] - ETA: 6s - loss: 0.2837 - accuracy: 0.8651
292/316 [==========================>...] - ETA: 6s - loss: 0.2833 - accuracy: 0.8654
293/316 [==========================>...] - ETA: 5s - loss: 0.2829 - accuracy: 0.8656
294/316 [==========================>...] - ETA: 5s - loss: 0.2828 - accuracy: 0.8656
295/316 [===========================>..] - ETA: 5s - loss: 0.2828 - accuracy: 0.8655
296/316 [===========================>..] - ETA: 5s - loss: 0.2831 - accuracy: 0.8655
297/316 [===========================>..] - ETA: 4s - loss: 0.2837 - accuracy: 0.8651
298/316 [===========================>..] - ETA: 4s - loss: 0.2834 - accuracy: 0.8654
299/316 [===========================>..] - ETA: 4s - loss: 0.2829 - accuracy: 0.8658
300/316 [===========================>..] - ETA: 4s - loss: 0.2834 - accuracy: 0.8654
301/316 [===========================>..] - ETA: 3s - loss: 0.2834 - accuracy: 0.8654
302/316 [===========================>..] - ETA: 3s - loss: 0.2832 - accuracy: 0.8655
303/316 [===========================>..] - ETA: 3s - loss: 0.2832 - accuracy: 0.8655
304/316 [===========================>..] - ETA: 3s - loss: 0.2842 - accuracy: 0.8649
305/316 [===========================>..] - ETA: 2s - loss: 0.2840 - accuracy: 0.8652
306/316 [============================>.] - ETA: 2s - loss: 0.2844 - accuracy: 0.8646
307/316 [============================>.] - ETA: 2s - loss: 0.2846 - accuracy: 0.8642
308/316 [============================>.] - ETA: 2s - loss: 0.2846 - accuracy: 0.8644
309/316 [============================>.] - ETA: 1s - loss: 0.2844 - accuracy: 0.8645
310/316 [============================>.] - ETA: 1s - loss: 0.2843 - accuracy: 0.8645
311/316 [============================>.] - ETA: 1s - loss: 0.2843 - accuracy: 0.8645
312/316 [============================>.] - ETA: 1s - loss: 0.2847 - accuracy: 0.8640
313/316 [============================>.] - ETA: 0s - loss: 0.2845 - accuracy: 0.8642
314/316 [============================>.] - ETA: 0s - loss: 0.2844 - accuracy: 0.8643
315/316 [============================>.] - ETA: 0s - loss: 0.2843 - accuracy: 0.8645
316/316 [==============================] - 81s 257ms/step - loss: 0.2840 - accuracy: 0.8646

316/316 [==============================] - 85s 270ms/step - loss: 0.2840 - accuracy: 0.8646 - val_loss: 0.2293 - val_accuracy: 0.8970
Epoch 77/100

  1/316 [..............................] - ETA: 1:05 - loss: 0.2781 - accuracy: 0.9375
  2/316 [..............................] - ETA: 1:00 - loss: 0.2865 - accuracy: 0.8750
  3/316 [..............................] - ETA: 59s - loss: 0.3044 - accuracy: 0.8333 
  4/316 [..............................] - ETA: 58s - loss: 0.3087 - accuracy: 0.8281
  5/316 [..............................] - ETA: 58s - loss: 0.2751 - accuracy: 0.8625
  6/316 [..............................] - ETA: 58s - loss: 0.2990 - accuracy: 0.8438
  7/316 [..............................] - ETA: 1:16 - loss: 0.3115 - accuracy: 0.8304
  8/316 [..............................] - ETA: 1:28 - loss: 0.2919 - accuracy: 0.8516
  9/316 [..............................] - ETA: 1:26 - loss: 0.2979 - accuracy: 0.8542
 10/316 [..............................] - ETA: 1:23 - loss: 0.2805 - accuracy: 0.8625
 11/316 [>.............................] - ETA: 1:21 - loss: 0.2901 - accuracy: 0.8523
 12/316 [>.............................] - ETA: 1:18 - loss: 0.2793 - accuracy: 0.8646
 13/316 [>.............................] - ETA: 1:16 - loss: 0.2671 - accuracy: 0.8750
 14/316 [>.............................] - ETA: 1:14 - loss: 0.2704 - accuracy: 0.8705
 15/316 [>.............................] - ETA: 1:13 - loss: 0.2720 - accuracy: 0.8667
 16/316 [>.............................] - ETA: 1:11 - loss: 0.2881 - accuracy: 0.8672
 17/316 [>.............................] - ETA: 1:11 - loss: 0.2839 - accuracy: 0.8640
 18/316 [>.............................] - ETA: 1:09 - loss: 0.2911 - accuracy: 0.8611
 19/316 [>.............................] - ETA: 1:09 - loss: 0.2975 - accuracy: 0.8553
 20/316 [>.............................] - ETA: 1:08 - loss: 0.3000 - accuracy: 0.8594
 21/316 [>.............................] - ETA: 1:07 - loss: 0.2989 - accuracy: 0.8631
 22/316 [=>............................] - ETA: 1:06 - loss: 0.3174 - accuracy: 0.8523
 23/316 [=>............................] - ETA: 1:05 - loss: 0.3139 - accuracy: 0.8560
 24/316 [=>............................] - ETA: 1:06 - loss: 0.3214 - accuracy: 0.8490
 25/316 [=>............................] - ETA: 1:10 - loss: 0.3207 - accuracy: 0.8450
 26/316 [=>............................] - ETA: 1:13 - loss: 0.3196 - accuracy: 0.8462
 27/316 [=>............................] - ETA: 1:16 - loss: 0.3165 - accuracy: 0.8472
 28/316 [=>............................] - ETA: 1:17 - loss: 0.3148 - accuracy: 0.8504
 29/316 [=>............................] - ETA: 1:16 - loss: 0.3197 - accuracy: 0.8470
 30/316 [=>............................] - ETA: 1:15 - loss: 0.3179 - accuracy: 0.8479
 31/316 [=>............................] - ETA: 1:14 - loss: 0.3201 - accuracy: 0.8488
 32/316 [==>...........................] - ETA: 1:13 - loss: 0.3264 - accuracy: 0.8477
 33/316 [==>...........................] - ETA: 1:12 - loss: 0.3244 - accuracy: 0.8466
 34/316 [==>...........................] - ETA: 1:11 - loss: 0.3240 - accuracy: 0.8493
 35/316 [==>...........................] - ETA: 1:11 - loss: 0.3198 - accuracy: 0.8500
 36/316 [==>...........................] - ETA: 1:10 - loss: 0.3212 - accuracy: 0.8507
 37/316 [==>...........................] - ETA: 1:09 - loss: 0.3224 - accuracy: 0.8514
 38/316 [==>...........................] - ETA: 1:09 - loss: 0.3251 - accuracy: 0.8503
 39/316 [==>...........................] - ETA: 1:11 - loss: 0.3223 - accuracy: 0.8526
 40/316 [==>...........................] - ETA: 1:13 - loss: 0.3184 - accuracy: 0.8531
 41/316 [==>...........................] - ETA: 1:15 - loss: 0.3163 - accuracy: 0.8552
 42/316 [==>...........................] - ETA: 1:15 - loss: 0.3140 - accuracy: 0.8557
 43/316 [===>..........................] - ETA: 1:14 - loss: 0.3170 - accuracy: 0.8532
 44/316 [===>..........................] - ETA: 1:13 - loss: 0.3179 - accuracy: 0.8523
 45/316 [===>..........................] - ETA: 1:12 - loss: 0.3172 - accuracy: 0.8542
 46/316 [===>..........................] - ETA: 1:12 - loss: 0.3210 - accuracy: 0.8505
 47/316 [===>..........................] - ETA: 1:11 - loss: 0.3239 - accuracy: 0.8484
 48/316 [===>..........................] - ETA: 1:10 - loss: 0.3273 - accuracy: 0.8464
 49/316 [===>..........................] - ETA: 1:10 - loss: 0.3267 - accuracy: 0.8444
 50/316 [===>..........................] - ETA: 1:09 - loss: 0.3255 - accuracy: 0.8450
 51/316 [===>..........................] - ETA: 1:08 - loss: 0.3265 - accuracy: 0.8444
 52/316 [===>..........................] - ETA: 1:08 - loss: 0.3260 - accuracy: 0.8450
 53/316 [====>.........................] - ETA: 1:09 - loss: 0.3237 - accuracy: 0.8455
 54/316 [====>.........................] - ETA: 1:10 - loss: 0.3229 - accuracy: 0.8449
 55/316 [====>.........................] - ETA: 1:11 - loss: 0.3212 - accuracy: 0.8455
 56/316 [====>.........................] - ETA: 1:12 - loss: 0.3211 - accuracy: 0.8460
 57/316 [====>.........................] - ETA: 1:11 - loss: 0.3174 - accuracy: 0.8487
 58/316 [====>.........................] - ETA: 1:10 - loss: 0.3184 - accuracy: 0.8481
 59/316 [====>.........................] - ETA: 1:10 - loss: 0.3160 - accuracy: 0.8506
 60/316 [====>.........................] - ETA: 1:09 - loss: 0.3155 - accuracy: 0.8521
 61/316 [====>.........................] - ETA: 1:09 - loss: 0.3178 - accuracy: 0.8494
 62/316 [====>.........................] - ETA: 1:08 - loss: 0.3186 - accuracy: 0.8488
 63/316 [====>.........................] - ETA: 1:07 - loss: 0.3193 - accuracy: 0.8482
 64/316 [=====>........................] - ETA: 1:07 - loss: 0.3176 - accuracy: 0.8477
 65/316 [=====>........................] - ETA: 1:06 - loss: 0.3163 - accuracy: 0.8490
 66/316 [=====>........................] - ETA: 1:06 - loss: 0.3173 - accuracy: 0.8475
 67/316 [=====>........................] - ETA: 1:05 - loss: 0.3144 - accuracy: 0.8498
 68/316 [=====>........................] - ETA: 1:05 - loss: 0.3135 - accuracy: 0.8502
 69/316 [=====>........................] - ETA: 1:04 - loss: 0.3165 - accuracy: 0.8469
 70/316 [=====>........................] - ETA: 1:04 - loss: 0.3140 - accuracy: 0.8491
 71/316 [=====>........................] - ETA: 1:03 - loss: 0.3130 - accuracy: 0.8504
 72/316 [=====>........................] - ETA: 1:04 - loss: 0.3113 - accuracy: 0.8507
 73/316 [=====>........................] - ETA: 1:05 - loss: 0.3110 - accuracy: 0.8502
 74/316 [======>.......................] - ETA: 1:04 - loss: 0.3100 - accuracy: 0.8505
 75/316 [======>.......................] - ETA: 1:04 - loss: 0.3108 - accuracy: 0.8492
 76/316 [======>.......................] - ETA: 1:03 - loss: 0.3092 - accuracy: 0.8495
 77/316 [======>.......................] - ETA: 1:03 - loss: 0.3089 - accuracy: 0.8506
 78/316 [======>.......................] - ETA: 1:02 - loss: 0.3112 - accuracy: 0.8494
 79/316 [======>.......................] - ETA: 1:02 - loss: 0.3104 - accuracy: 0.8497
 80/316 [======>.......................] - ETA: 1:01 - loss: 0.3109 - accuracy: 0.8500
 81/316 [======>.......................] - ETA: 1:01 - loss: 0.3091 - accuracy: 0.8511
 82/316 [======>.......................] - ETA: 1:00 - loss: 0.3061 - accuracy: 0.8529
 83/316 [======>.......................] - ETA: 1:00 - loss: 0.3056 - accuracy: 0.8524
 84/316 [======>.......................] - ETA: 59s - loss: 0.3059 - accuracy: 0.8519 
 85/316 [=======>......................] - ETA: 59s - loss: 0.3096 - accuracy: 0.8507
 86/316 [=======>......................] - ETA: 58s - loss: 0.3106 - accuracy: 0.8503
 87/316 [=======>......................] - ETA: 58s - loss: 0.3098 - accuracy: 0.8506
 88/316 [=======>......................] - ETA: 58s - loss: 0.3094 - accuracy: 0.8516
 89/316 [=======>......................] - ETA: 58s - loss: 0.3086 - accuracy: 0.8518
 90/316 [=======>......................] - ETA: 59s - loss: 0.3067 - accuracy: 0.8528
 91/316 [=======>......................] - ETA: 58s - loss: 0.3043 - accuracy: 0.8544
 92/316 [=======>......................] - ETA: 58s - loss: 0.3063 - accuracy: 0.8539
 93/316 [=======>......................] - ETA: 57s - loss: 0.3060 - accuracy: 0.8535
 94/316 [=======>......................] - ETA: 57s - loss: 0.3040 - accuracy: 0.8551
 95/316 [========>.....................] - ETA: 57s - loss: 0.3022 - accuracy: 0.8559
 96/316 [========>.....................] - ETA: 56s - loss: 0.3025 - accuracy: 0.8555
 97/316 [========>.....................] - ETA: 56s - loss: 0.3041 - accuracy: 0.8544
 98/316 [========>.....................] - ETA: 55s - loss: 0.3028 - accuracy: 0.8552
 99/316 [========>.....................] - ETA: 55s - loss: 0.3038 - accuracy: 0.8554
100/316 [========>.....................] - ETA: 55s - loss: 0.3044 - accuracy: 0.8550
101/316 [========>.....................] - ETA: 54s - loss: 0.3026 - accuracy: 0.8558
102/316 [========>.....................] - ETA: 54s - loss: 0.3019 - accuracy: 0.8566
103/316 [========>.....................] - ETA: 53s - loss: 0.3026 - accuracy: 0.8562
104/316 [========>.....................] - ETA: 53s - loss: 0.3021 - accuracy: 0.8564
105/316 [========>.....................] - ETA: 53s - loss: 0.3005 - accuracy: 0.8577
106/316 [=========>....................] - ETA: 53s - loss: 0.3010 - accuracy: 0.8573
107/316 [=========>....................] - ETA: 53s - loss: 0.3016 - accuracy: 0.8569
108/316 [=========>....................] - ETA: 53s - loss: 0.3008 - accuracy: 0.8571
109/316 [=========>....................] - ETA: 53s - loss: 0.3002 - accuracy: 0.8567
110/316 [=========>....................] - ETA: 52s - loss: 0.3036 - accuracy: 0.8557
111/316 [=========>....................] - ETA: 52s - loss: 0.3024 - accuracy: 0.8564
112/316 [=========>....................] - ETA: 52s - loss: 0.3012 - accuracy: 0.8577
113/316 [=========>....................] - ETA: 51s - loss: 0.3011 - accuracy: 0.8573
114/316 [=========>....................] - ETA: 51s - loss: 0.3004 - accuracy: 0.8575
115/316 [=========>....................] - ETA: 50s - loss: 0.2996 - accuracy: 0.8582
116/316 [==========>...................] - ETA: 50s - loss: 0.3002 - accuracy: 0.8578
117/316 [==========>...................] - ETA: 50s - loss: 0.2994 - accuracy: 0.8584
118/316 [==========>...................] - ETA: 49s - loss: 0.2977 - accuracy: 0.8596
119/316 [==========>...................] - ETA: 49s - loss: 0.2969 - accuracy: 0.8598
120/316 [==========>...................] - ETA: 49s - loss: 0.2955 - accuracy: 0.8609
121/316 [==========>...................] - ETA: 48s - loss: 0.2951 - accuracy: 0.8616
122/316 [==========>...................] - ETA: 48s - loss: 0.2941 - accuracy: 0.8617
123/316 [==========>...................] - ETA: 48s - loss: 0.2945 - accuracy: 0.8618
124/316 [==========>...................] - ETA: 48s - loss: 0.2962 - accuracy: 0.8614
125/316 [==========>...................] - ETA: 48s - loss: 0.2990 - accuracy: 0.8595
126/316 [==========>...................] - ETA: 48s - loss: 0.2981 - accuracy: 0.8596
127/316 [===========>..................] - ETA: 47s - loss: 0.2981 - accuracy: 0.8593
128/316 [===========>..................] - ETA: 47s - loss: 0.2974 - accuracy: 0.8599
129/316 [===========>..................] - ETA: 47s - loss: 0.2977 - accuracy: 0.8605
130/316 [===========>..................] - ETA: 46s - loss: 0.2973 - accuracy: 0.8606
131/316 [===========>..................] - ETA: 46s - loss: 0.2977 - accuracy: 0.8602
132/316 [===========>..................] - ETA: 46s - loss: 0.2982 - accuracy: 0.8598
133/316 [===========>..................] - ETA: 45s - loss: 0.2970 - accuracy: 0.8604
134/316 [===========>..................] - ETA: 45s - loss: 0.2967 - accuracy: 0.8605
135/316 [===========>..................] - ETA: 45s - loss: 0.2967 - accuracy: 0.8602
136/316 [===========>..................] - ETA: 44s - loss: 0.2952 - accuracy: 0.8612
137/316 [============>.................] - ETA: 44s - loss: 0.2954 - accuracy: 0.8604
138/316 [============>.................] - ETA: 44s - loss: 0.2966 - accuracy: 0.8596
139/316 [============>.................] - ETA: 43s - loss: 0.2950 - accuracy: 0.8606
140/316 [============>.................] - ETA: 44s - loss: 0.2947 - accuracy: 0.8607
141/316 [============>.................] - ETA: 44s - loss: 0.2940 - accuracy: 0.8608
142/316 [============>.................] - ETA: 43s - loss: 0.2930 - accuracy: 0.8614
143/316 [============>.................] - ETA: 43s - loss: 0.2936 - accuracy: 0.8610
144/316 [============>.................] - ETA: 43s - loss: 0.2944 - accuracy: 0.8602
145/316 [============>.................] - ETA: 42s - loss: 0.2955 - accuracy: 0.8591
146/316 [============>.................] - ETA: 42s - loss: 0.2961 - accuracy: 0.8587
147/316 [============>.................] - ETA: 42s - loss: 0.2991 - accuracy: 0.8576
148/316 [=============>................] - ETA: 41s - loss: 0.2992 - accuracy: 0.8577
149/316 [=============>................] - ETA: 41s - loss: 0.2996 - accuracy: 0.8574
150/316 [=============>................] - ETA: 41s - loss: 0.2984 - accuracy: 0.8579
151/316 [=============>................] - ETA: 41s - loss: 0.2976 - accuracy: 0.8584
152/316 [=============>................] - ETA: 40s - loss: 0.2973 - accuracy: 0.8586
153/316 [=============>................] - ETA: 40s - loss: 0.2975 - accuracy: 0.8583
154/316 [=============>................] - ETA: 40s - loss: 0.2976 - accuracy: 0.8575
155/316 [=============>................] - ETA: 39s - loss: 0.2969 - accuracy: 0.8581
156/316 [=============>................] - ETA: 39s - loss: 0.2964 - accuracy: 0.8586
157/316 [=============>................] - ETA: 39s - loss: 0.2955 - accuracy: 0.8591
158/316 [==============>...............] - ETA: 39s - loss: 0.2954 - accuracy: 0.8588
159/316 [==============>...............] - ETA: 39s - loss: 0.2943 - accuracy: 0.8597
160/316 [==============>...............] - ETA: 39s - loss: 0.2940 - accuracy: 0.8602
161/316 [==============>...............] - ETA: 39s - loss: 0.2937 - accuracy: 0.8610
162/316 [==============>...............] - ETA: 39s - loss: 0.2936 - accuracy: 0.8611
163/316 [==============>...............] - ETA: 38s - loss: 0.2935 - accuracy: 0.8616
164/316 [==============>...............] - ETA: 38s - loss: 0.2935 - accuracy: 0.8613
165/316 [==============>...............] - ETA: 38s - loss: 0.2934 - accuracy: 0.8614
166/316 [==============>...............] - ETA: 37s - loss: 0.2927 - accuracy: 0.8622
167/316 [==============>...............] - ETA: 37s - loss: 0.2920 - accuracy: 0.8626
168/316 [==============>...............] - ETA: 37s - loss: 0.2928 - accuracy: 0.8624
169/316 [===============>..............] - ETA: 36s - loss: 0.2919 - accuracy: 0.8632
170/316 [===============>..............] - ETA: 36s - loss: 0.2918 - accuracy: 0.8632
171/316 [===============>..............] - ETA: 36s - loss: 0.2911 - accuracy: 0.8637
172/316 [===============>..............] - ETA: 35s - loss: 0.2903 - accuracy: 0.8641
173/316 [===============>..............] - ETA: 35s - loss: 0.2895 - accuracy: 0.8645
174/316 [===============>..............] - ETA: 35s - loss: 0.2888 - accuracy: 0.8649
175/316 [===============>..............] - ETA: 35s - loss: 0.2877 - accuracy: 0.8657
176/316 [===============>..............] - ETA: 35s - loss: 0.2871 - accuracy: 0.8661
177/316 [===============>..............] - ETA: 35s - loss: 0.2873 - accuracy: 0.8658
178/316 [===============>..............] - ETA: 34s - loss: 0.2872 - accuracy: 0.8655
179/316 [===============>..............] - ETA: 34s - loss: 0.2883 - accuracy: 0.8645
180/316 [================>.............] - ETA: 34s - loss: 0.2875 - accuracy: 0.8649
181/316 [================>.............] - ETA: 33s - loss: 0.2865 - accuracy: 0.8653
182/316 [================>.............] - ETA: 33s - loss: 0.2868 - accuracy: 0.8654
183/316 [================>.............] - ETA: 33s - loss: 0.2867 - accuracy: 0.8654
184/316 [================>.............] - ETA: 33s - loss: 0.2868 - accuracy: 0.8655
185/316 [================>.............] - ETA: 32s - loss: 0.2861 - accuracy: 0.8659
186/316 [================>.............] - ETA: 32s - loss: 0.2859 - accuracy: 0.8659
187/316 [================>.............] - ETA: 32s - loss: 0.2849 - accuracy: 0.8666
188/316 [================>.............] - ETA: 31s - loss: 0.2844 - accuracy: 0.8670
189/316 [================>.............] - ETA: 31s - loss: 0.2838 - accuracy: 0.8671
190/316 [=================>............] - ETA: 31s - loss: 0.2838 - accuracy: 0.8671
191/316 [=================>............] - ETA: 30s - loss: 0.2828 - accuracy: 0.8675
192/316 [=================>............] - ETA: 30s - loss: 0.2821 - accuracy: 0.8682
193/316 [=================>............] - ETA: 30s - loss: 0.2821 - accuracy: 0.8685
194/316 [=================>............] - ETA: 30s - loss: 0.2824 - accuracy: 0.8679
195/316 [=================>............] - ETA: 30s - loss: 0.2829 - accuracy: 0.8673
196/316 [=================>............] - ETA: 30s - loss: 0.2827 - accuracy: 0.8670
197/316 [=================>............] - ETA: 30s - loss: 0.2832 - accuracy: 0.8668
198/316 [=================>............] - ETA: 29s - loss: 0.2827 - accuracy: 0.8671
199/316 [=================>............] - ETA: 29s - loss: 0.2827 - accuracy: 0.8671
200/316 [=================>............] - ETA: 29s - loss: 0.2828 - accuracy: 0.8672
201/316 [==================>...........] - ETA: 29s - loss: 0.2828 - accuracy: 0.8672
202/316 [==================>...........] - ETA: 28s - loss: 0.2843 - accuracy: 0.8663
203/316 [==================>...........] - ETA: 28s - loss: 0.2848 - accuracy: 0.8658
204/316 [==================>...........] - ETA: 28s - loss: 0.2857 - accuracy: 0.8646
205/316 [==================>...........] - ETA: 27s - loss: 0.2859 - accuracy: 0.8643
206/316 [==================>...........] - ETA: 27s - loss: 0.2865 - accuracy: 0.8641
207/316 [==================>...........] - ETA: 27s - loss: 0.2867 - accuracy: 0.8641
208/316 [==================>...........] - ETA: 27s - loss: 0.2868 - accuracy: 0.8642
209/316 [==================>...........] - ETA: 26s - loss: 0.2873 - accuracy: 0.8636
210/316 [==================>...........] - ETA: 26s - loss: 0.2886 - accuracy: 0.8637
211/316 [===================>..........] - ETA: 26s - loss: 0.2878 - accuracy: 0.8643
212/316 [===================>..........] - ETA: 25s - loss: 0.2869 - accuracy: 0.8650
213/316 [===================>..........] - ETA: 25s - loss: 0.2864 - accuracy: 0.8653
214/316 [===================>..........] - ETA: 25s - loss: 0.2856 - accuracy: 0.8659
215/316 [===================>..........] - ETA: 25s - loss: 0.2856 - accuracy: 0.8657
216/316 [===================>..........] - ETA: 25s - loss: 0.2855 - accuracy: 0.8657
217/316 [===================>..........] - ETA: 24s - loss: 0.2853 - accuracy: 0.8658
218/316 [===================>..........] - ETA: 24s - loss: 0.2853 - accuracy: 0.8655
219/316 [===================>..........] - ETA: 24s - loss: 0.2881 - accuracy: 0.8650
220/316 [===================>..........] - ETA: 23s - loss: 0.2882 - accuracy: 0.8651
221/316 [===================>..........] - ETA: 23s - loss: 0.2886 - accuracy: 0.8645
222/316 [====================>.........] - ETA: 23s - loss: 0.2881 - accuracy: 0.8646
223/316 [====================>.........] - ETA: 23s - loss: 0.2885 - accuracy: 0.8646
224/316 [====================>.........] - ETA: 22s - loss: 0.2896 - accuracy: 0.8644
225/316 [====================>.........] - ETA: 22s - loss: 0.2899 - accuracy: 0.8639
226/316 [====================>.........] - ETA: 22s - loss: 0.2899 - accuracy: 0.8639
227/316 [====================>.........] - ETA: 22s - loss: 0.2894 - accuracy: 0.8643
228/316 [====================>.........] - ETA: 21s - loss: 0.2890 - accuracy: 0.8646
229/316 [====================>.........] - ETA: 21s - loss: 0.2890 - accuracy: 0.8646
230/316 [====================>.........] - ETA: 21s - loss: 0.2901 - accuracy: 0.8633
231/316 [====================>.........] - ETA: 21s - loss: 0.2900 - accuracy: 0.8634
232/316 [=====================>........] - ETA: 21s - loss: 0.2903 - accuracy: 0.8634
233/316 [=====================>........] - ETA: 20s - loss: 0.2899 - accuracy: 0.8635
234/316 [=====================>........] - ETA: 20s - loss: 0.2908 - accuracy: 0.8630
235/316 [=====================>........] - ETA: 20s - loss: 0.2904 - accuracy: 0.8636
236/316 [=====================>........] - ETA: 19s - loss: 0.2903 - accuracy: 0.8633
237/316 [=====================>........] - ETA: 19s - loss: 0.2900 - accuracy: 0.8637
238/316 [=====================>........] - ETA: 19s - loss: 0.2904 - accuracy: 0.8632
239/316 [=====================>........] - ETA: 19s - loss: 0.2907 - accuracy: 0.8632
240/316 [=====================>........] - ETA: 18s - loss: 0.2904 - accuracy: 0.8633
241/316 [=====================>........] - ETA: 18s - loss: 0.2901 - accuracy: 0.8638
242/316 [=====================>........] - ETA: 18s - loss: 0.2906 - accuracy: 0.8634
243/316 [======================>.......] - ETA: 18s - loss: 0.2901 - accuracy: 0.8632
244/316 [======================>.......] - ETA: 17s - loss: 0.2897 - accuracy: 0.8635
245/316 [======================>.......] - ETA: 17s - loss: 0.2893 - accuracy: 0.8635
246/316 [======================>.......] - ETA: 17s - loss: 0.2895 - accuracy: 0.8636
247/316 [======================>.......] - ETA: 17s - loss: 0.2892 - accuracy: 0.8639
248/316 [======================>.......] - ETA: 16s - loss: 0.2887 - accuracy: 0.8642
249/316 [======================>.......] - ETA: 16s - loss: 0.2882 - accuracy: 0.8645
250/316 [======================>.......] - ETA: 16s - loss: 0.2880 - accuracy: 0.8648
251/316 [======================>.......] - ETA: 16s - loss: 0.2881 - accuracy: 0.8645
252/316 [======================>.......] - ETA: 15s - loss: 0.2878 - accuracy: 0.8646
253/316 [=======================>......] - ETA: 15s - loss: 0.2875 - accuracy: 0.8651
254/316 [=======================>......] - ETA: 15s - loss: 0.2879 - accuracy: 0.8647
255/316 [=======================>......] - ETA: 15s - loss: 0.2882 - accuracy: 0.8645
256/316 [=======================>......] - ETA: 14s - loss: 0.2883 - accuracy: 0.8645
257/316 [=======================>......] - ETA: 14s - loss: 0.2880 - accuracy: 0.8645
258/316 [=======================>......] - ETA: 14s - loss: 0.2874 - accuracy: 0.8651
259/316 [=======================>......] - ETA: 14s - loss: 0.2875 - accuracy: 0.8649
260/316 [=======================>......] - ETA: 13s - loss: 0.2875 - accuracy: 0.8649
261/316 [=======================>......] - ETA: 13s - loss: 0.2878 - accuracy: 0.8647
262/316 [=======================>......] - ETA: 13s - loss: 0.2874 - accuracy: 0.8647
263/316 [=======================>......] - ETA: 13s - loss: 0.2868 - accuracy: 0.8650
264/316 [========================>.....] - ETA: 12s - loss: 0.2867 - accuracy: 0.8651
265/316 [========================>.....] - ETA: 12s - loss: 0.2866 - accuracy: 0.8651
266/316 [========================>.....] - ETA: 12s - loss: 0.2868 - accuracy: 0.8649
267/316 [========================>.....] - ETA: 12s - loss: 0.2866 - accuracy: 0.8652
268/316 [========================>.....] - ETA: 11s - loss: 0.2867 - accuracy: 0.8652
269/316 [========================>.....] - ETA: 11s - loss: 0.2882 - accuracy: 0.8643
270/316 [========================>.....] - ETA: 11s - loss: 0.2887 - accuracy: 0.8641
271/316 [========================>.....] - ETA: 11s - loss: 0.2887 - accuracy: 0.8642
272/316 [========================>.....] - ETA: 10s - loss: 0.2883 - accuracy: 0.8644
273/316 [========================>.....] - ETA: 10s - loss: 0.2880 - accuracy: 0.8649
274/316 [=========================>....] - ETA: 10s - loss: 0.2875 - accuracy: 0.8652
275/316 [=========================>....] - ETA: 10s - loss: 0.2872 - accuracy: 0.8652
276/316 [=========================>....] - ETA: 9s - loss: 0.2872 - accuracy: 0.8653 
277/316 [=========================>....] - ETA: 9s - loss: 0.2873 - accuracy: 0.8651
278/316 [=========================>....] - ETA: 9s - loss: 0.2878 - accuracy: 0.8649
279/316 [=========================>....] - ETA: 9s - loss: 0.2875 - accuracy: 0.8649
280/316 [=========================>....] - ETA: 8s - loss: 0.2879 - accuracy: 0.8643
281/316 [=========================>....] - ETA: 8s - loss: 0.2877 - accuracy: 0.8643
282/316 [=========================>....] - ETA: 8s - loss: 0.2878 - accuracy: 0.8641
283/316 [=========================>....] - ETA: 8s - loss: 0.2877 - accuracy: 0.8642
284/316 [=========================>....] - ETA: 7s - loss: 0.2879 - accuracy: 0.8638
285/316 [==========================>...] - ETA: 7s - loss: 0.2883 - accuracy: 0.8636
286/316 [==========================>...] - ETA: 7s - loss: 0.2882 - accuracy: 0.8636
287/316 [==========================>...] - ETA: 7s - loss: 0.2884 - accuracy: 0.8632
288/316 [==========================>...] - ETA: 6s - loss: 0.2888 - accuracy: 0.8631
289/316 [==========================>...] - ETA: 6s - loss: 0.2890 - accuracy: 0.8627
290/316 [==========================>...] - ETA: 6s - loss: 0.2887 - accuracy: 0.8627
291/316 [==========================>...] - ETA: 6s - loss: 0.2883 - accuracy: 0.8630
292/316 [==========================>...] - ETA: 5s - loss: 0.2891 - accuracy: 0.8622
293/316 [==========================>...] - ETA: 5s - loss: 0.2886 - accuracy: 0.8626
294/316 [==========================>...] - ETA: 5s - loss: 0.2882 - accuracy: 0.8629
295/316 [===========================>..] - ETA: 5s - loss: 0.2882 - accuracy: 0.8631
296/316 [===========================>..] - ETA: 4s - loss: 0.2880 - accuracy: 0.8632
297/316 [===========================>..] - ETA: 4s - loss: 0.2880 - accuracy: 0.8634
298/316 [===========================>..] - ETA: 4s - loss: 0.2877 - accuracy: 0.8637
299/316 [===========================>..] - ETA: 4s - loss: 0.2875 - accuracy: 0.8637
300/316 [===========================>..] - ETA: 3s - loss: 0.2875 - accuracy: 0.8640
301/316 [===========================>..] - ETA: 3s - loss: 0.2872 - accuracy: 0.8642
302/316 [===========================>..] - ETA: 3s - loss: 0.2873 - accuracy: 0.8642
303/316 [===========================>..] - ETA: 3s - loss: 0.2874 - accuracy: 0.8639
304/316 [===========================>..] - ETA: 3s - loss: 0.2872 - accuracy: 0.8639
305/316 [===========================>..] - ETA: 2s - loss: 0.2867 - accuracy: 0.8641
306/316 [============================>.] - ETA: 2s - loss: 0.2867 - accuracy: 0.8640
307/316 [============================>.] - ETA: 2s - loss: 0.2866 - accuracy: 0.8640
308/316 [============================>.] - ETA: 1s - loss: 0.2874 - accuracy: 0.8638
309/316 [============================>.] - ETA: 1s - loss: 0.2873 - accuracy: 0.8637
310/316 [============================>.] - ETA: 1s - loss: 0.2879 - accuracy: 0.8635
311/316 [============================>.] - ETA: 1s - loss: 0.2879 - accuracy: 0.8635
312/316 [============================>.] - ETA: 0s - loss: 0.2879 - accuracy: 0.8636
313/316 [============================>.] - ETA: 0s - loss: 0.2877 - accuracy: 0.8638
314/316 [============================>.] - ETA: 0s - loss: 0.2876 - accuracy: 0.8639
315/316 [============================>.] - ETA: 0s - loss: 0.2876 - accuracy: 0.8637
316/316 [==============================] - 78s 248ms/step - loss: 0.2874 - accuracy: 0.8639

316/316 [==============================] - 83s 261ms/step - loss: 0.2874 - accuracy: 0.8639 - val_loss: 0.3275 - val_accuracy: 0.8257
Epoch 78/100

  1/316 [..............................] - ETA: 1:05 - loss: 0.2068 - accuracy: 0.9375
  2/316 [..............................] - ETA: 1:40 - loss: 0.1672 - accuracy: 0.9375
  3/316 [..............................] - ETA: 2:15 - loss: 0.1959 - accuracy: 0.9167
  4/316 [..............................] - ETA: 2:14 - loss: 0.1801 - accuracy: 0.9375
  5/316 [..............................] - ETA: 1:55 - loss: 0.1934 - accuracy: 0.9250
  6/316 [..............................] - ETA: 1:43 - loss: 0.2136 - accuracy: 0.9062
  7/316 [..............................] - ETA: 1:35 - loss: 0.2085 - accuracy: 0.9018
  8/316 [..............................] - ETA: 1:29 - loss: 0.2009 - accuracy: 0.9062
  9/316 [..............................] - ETA: 1:25 - loss: 0.2002 - accuracy: 0.9097
 10/316 [..............................] - ETA: 1:22 - loss: 0.2071 - accuracy: 0.9062
 11/316 [>.............................] - ETA: 1:19 - loss: 0.2215 - accuracy: 0.9034
 12/316 [>.............................] - ETA: 1:18 - loss: 0.2201 - accuracy: 0.9010
 13/316 [>.............................] - ETA: 1:15 - loss: 0.2180 - accuracy: 0.9087
 14/316 [>.............................] - ETA: 1:15 - loss: 0.2416 - accuracy: 0.8973
 15/316 [>.............................] - ETA: 1:21 - loss: 0.2466 - accuracy: 0.8917
 16/316 [>.............................] - ETA: 1:27 - loss: 0.2470 - accuracy: 0.8867
 17/316 [>.............................] - ETA: 1:31 - loss: 0.2495 - accuracy: 0.8860
 18/316 [>.............................] - ETA: 1:33 - loss: 0.2474 - accuracy: 0.8854
 19/316 [>.............................] - ETA: 1:31 - loss: 0.2499 - accuracy: 0.8849
 20/316 [>.............................] - ETA: 1:28 - loss: 0.2519 - accuracy: 0.8813
 21/316 [>.............................] - ETA: 1:26 - loss: 0.2483 - accuracy: 0.8810
 22/316 [=>............................] - ETA: 1:24 - loss: 0.2491 - accuracy: 0.8807
 23/316 [=>............................] - ETA: 1:23 - loss: 0.2409 - accuracy: 0.8859
 24/316 [=>............................] - ETA: 1:21 - loss: 0.2471 - accuracy: 0.8802
 25/316 [=>............................] - ETA: 1:20 - loss: 0.2529 - accuracy: 0.8775
 26/316 [=>............................] - ETA: 1:19 - loss: 0.2511 - accuracy: 0.8798
 27/316 [=>............................] - ETA: 1:18 - loss: 0.2513 - accuracy: 0.8796
 28/316 [=>............................] - ETA: 1:17 - loss: 0.2499 - accuracy: 0.8817
 29/316 [=>............................] - ETA: 1:20 - loss: 0.2456 - accuracy: 0.8836
 30/316 [=>............................] - ETA: 1:22 - loss: 0.2434 - accuracy: 0.8854
 31/316 [=>............................] - ETA: 1:24 - loss: 0.2412 - accuracy: 0.8871
 32/316 [==>...........................] - ETA: 1:25 - loss: 0.2394 - accuracy: 0.8887
 33/316 [==>...........................] - ETA: 1:24 - loss: 0.2398 - accuracy: 0.8883
 34/316 [==>...........................] - ETA: 1:23 - loss: 0.2407 - accuracy: 0.8879
 35/316 [==>...........................] - ETA: 1:22 - loss: 0.2391 - accuracy: 0.8911
 36/316 [==>...........................] - ETA: 1:20 - loss: 0.2436 - accuracy: 0.8889
 37/316 [==>...........................] - ETA: 1:19 - loss: 0.2396 - accuracy: 0.8919
 38/316 [==>...........................] - ETA: 1:18 - loss: 0.2374 - accuracy: 0.8931
 39/316 [==>...........................] - ETA: 1:17 - loss: 0.2350 - accuracy: 0.8958
 40/316 [==>...........................] - ETA: 1:17 - loss: 0.2329 - accuracy: 0.8969
 41/316 [==>...........................] - ETA: 1:16 - loss: 0.2340 - accuracy: 0.8948
 42/316 [==>...........................] - ETA: 1:15 - loss: 0.2326 - accuracy: 0.8973
 43/316 [===>..........................] - ETA: 1:17 - loss: 0.2308 - accuracy: 0.8968
 44/316 [===>..........................] - ETA: 1:19 - loss: 0.2323 - accuracy: 0.8935
 45/316 [===>..........................] - ETA: 1:20 - loss: 0.2292 - accuracy: 0.8944
 46/316 [===>..........................] - ETA: 1:20 - loss: 0.2341 - accuracy: 0.8927
 47/316 [===>..........................] - ETA: 1:19 - loss: 0.2369 - accuracy: 0.8936
 48/316 [===>..........................] - ETA: 1:18 - loss: 0.2450 - accuracy: 0.8906
 49/316 [===>..........................] - ETA: 1:17 - loss: 0.2417 - accuracy: 0.8929
 50/316 [===>..........................] - ETA: 1:16 - loss: 0.2406 - accuracy: 0.8938
 51/316 [===>..........................] - ETA: 1:15 - loss: 0.2422 - accuracy: 0.8922
 52/316 [===>..........................] - ETA: 1:15 - loss: 0.2425 - accuracy: 0.8918
 53/316 [====>.........................] - ETA: 1:14 - loss: 0.2399 - accuracy: 0.8927
 54/316 [====>.........................] - ETA: 1:13 - loss: 0.2423 - accuracy: 0.8900
 55/316 [====>.........................] - ETA: 1:12 - loss: 0.2398 - accuracy: 0.8920
 56/316 [====>.........................] - ETA: 1:12 - loss: 0.2378 - accuracy: 0.8929
 57/316 [====>.........................] - ETA: 1:11 - loss: 0.2375 - accuracy: 0.8936
 58/316 [====>.........................] - ETA: 1:10 - loss: 0.2373 - accuracy: 0.8933
 59/316 [====>.........................] - ETA: 1:10 - loss: 0.2356 - accuracy: 0.8951
 60/316 [====>.........................] - ETA: 1:09 - loss: 0.2352 - accuracy: 0.8948
 61/316 [====>.........................] - ETA: 1:09 - loss: 0.2350 - accuracy: 0.8945
 62/316 [====>.........................] - ETA: 1:10 - loss: 0.2363 - accuracy: 0.8942
 63/316 [====>.........................] - ETA: 1:10 - loss: 0.2354 - accuracy: 0.8948
 64/316 [=====>........................] - ETA: 1:10 - loss: 0.2379 - accuracy: 0.8945
 65/316 [=====>........................] - ETA: 1:09 - loss: 0.2367 - accuracy: 0.8942
 66/316 [=====>........................] - ETA: 1:09 - loss: 0.2345 - accuracy: 0.8949
 67/316 [=====>........................] - ETA: 1:08 - loss: 0.2320 - accuracy: 0.8965
 68/316 [=====>........................] - ETA: 1:07 - loss: 0.2320 - accuracy: 0.8971
 69/316 [=====>........................] - ETA: 1:07 - loss: 0.2313 - accuracy: 0.8976
 70/316 [=====>........................] - ETA: 1:06 - loss: 0.2308 - accuracy: 0.8973
 71/316 [=====>........................] - ETA: 1:06 - loss: 0.2288 - accuracy: 0.8979
 72/316 [=====>........................] - ETA: 1:05 - loss: 0.2300 - accuracy: 0.8976
 73/316 [=====>........................] - ETA: 1:05 - loss: 0.2326 - accuracy: 0.8955
 74/316 [======>.......................] - ETA: 1:04 - loss: 0.2353 - accuracy: 0.8927
 75/316 [======>.......................] - ETA: 1:04 - loss: 0.2351 - accuracy: 0.8925
 76/316 [======>.......................] - ETA: 1:03 - loss: 0.2370 - accuracy: 0.8906
 77/316 [======>.......................] - ETA: 1:03 - loss: 0.2370 - accuracy: 0.8904
 78/316 [======>.......................] - ETA: 1:02 - loss: 0.2362 - accuracy: 0.8902
 79/316 [======>.......................] - ETA: 1:03 - loss: 0.2378 - accuracy: 0.8892
 80/316 [======>.......................] - ETA: 1:03 - loss: 0.2380 - accuracy: 0.8883
 81/316 [======>.......................] - ETA: 1:03 - loss: 0.2387 - accuracy: 0.8873
 82/316 [======>.......................] - ETA: 1:02 - loss: 0.2390 - accuracy: 0.8872
 83/316 [======>.......................] - ETA: 1:02 - loss: 0.2387 - accuracy: 0.8870
 84/316 [======>.......................] - ETA: 1:01 - loss: 0.2385 - accuracy: 0.8869
 85/316 [=======>......................] - ETA: 1:01 - loss: 0.2376 - accuracy: 0.8875
 86/316 [=======>......................] - ETA: 1:01 - loss: 0.2402 - accuracy: 0.8859
 87/316 [=======>......................] - ETA: 1:00 - loss: 0.2396 - accuracy: 0.8865
 88/316 [=======>......................] - ETA: 1:00 - loss: 0.2394 - accuracy: 0.8871
 89/316 [=======>......................] - ETA: 59s - loss: 0.2421 - accuracy: 0.8841 
 90/316 [=======>......................] - ETA: 59s - loss: 0.2430 - accuracy: 0.8833
 91/316 [=======>......................] - ETA: 58s - loss: 0.2441 - accuracy: 0.8826
 92/316 [=======>......................] - ETA: 58s - loss: 0.2469 - accuracy: 0.8804
 93/316 [=======>......................] - ETA: 57s - loss: 0.2464 - accuracy: 0.8804
 94/316 [=======>......................] - ETA: 57s - loss: 0.2448 - accuracy: 0.8816
 95/316 [========>.....................] - ETA: 57s - loss: 0.2462 - accuracy: 0.8803
 96/316 [========>.....................] - ETA: 57s - loss: 0.2458 - accuracy: 0.8796
 97/316 [========>.....................] - ETA: 58s - loss: 0.2459 - accuracy: 0.8802
 98/316 [========>.....................] - ETA: 57s - loss: 0.2480 - accuracy: 0.8782
 99/316 [========>.....................] - ETA: 57s - loss: 0.2464 - accuracy: 0.8788
100/316 [========>.....................] - ETA: 56s - loss: 0.2468 - accuracy: 0.8775
101/316 [========>.....................] - ETA: 56s - loss: 0.2458 - accuracy: 0.8781
102/316 [========>.....................] - ETA: 55s - loss: 0.2458 - accuracy: 0.8781
103/316 [========>.....................] - ETA: 55s - loss: 0.2454 - accuracy: 0.8780
104/316 [========>.....................] - ETA: 55s - loss: 0.2451 - accuracy: 0.8780
105/316 [========>.....................] - ETA: 54s - loss: 0.2442 - accuracy: 0.8792
106/316 [=========>....................] - ETA: 54s - loss: 0.2464 - accuracy: 0.8791
107/316 [=========>....................] - ETA: 53s - loss: 0.2471 - accuracy: 0.8785
108/316 [=========>....................] - ETA: 53s - loss: 0.2481 - accuracy: 0.8785
109/316 [=========>....................] - ETA: 53s - loss: 0.2474 - accuracy: 0.8790
110/316 [=========>....................] - ETA: 52s - loss: 0.2468 - accuracy: 0.8801
111/316 [=========>....................] - ETA: 52s - loss: 0.2466 - accuracy: 0.8806
112/316 [=========>....................] - ETA: 52s - loss: 0.2461 - accuracy: 0.8806
113/316 [=========>....................] - ETA: 52s - loss: 0.2471 - accuracy: 0.8805
114/316 [=========>....................] - ETA: 52s - loss: 0.2474 - accuracy: 0.8805
115/316 [=========>....................] - ETA: 52s - loss: 0.2466 - accuracy: 0.8810
116/316 [==========>...................] - ETA: 51s - loss: 0.2479 - accuracy: 0.8798
117/316 [==========>...................] - ETA: 51s - loss: 0.2483 - accuracy: 0.8793
118/316 [==========>...................] - ETA: 51s - loss: 0.2491 - accuracy: 0.8792
119/316 [==========>...................] - ETA: 50s - loss: 0.2485 - accuracy: 0.8797
120/316 [==========>...................] - ETA: 51s - loss: 0.2492 - accuracy: 0.8792
121/316 [==========>...................] - ETA: 51s - loss: 0.2487 - accuracy: 0.8791
122/316 [==========>...................] - ETA: 50s - loss: 0.2500 - accuracy: 0.8786
123/316 [==========>...................] - ETA: 50s - loss: 0.2501 - accuracy: 0.8791
124/316 [==========>...................] - ETA: 50s - loss: 0.2509 - accuracy: 0.8790
125/316 [==========>...................] - ETA: 49s - loss: 0.2504 - accuracy: 0.8790
126/316 [==========>...................] - ETA: 49s - loss: 0.2493 - accuracy: 0.8800
127/316 [===========>..................] - ETA: 49s - loss: 0.2489 - accuracy: 0.8799
128/316 [===========>..................] - ETA: 49s - loss: 0.2488 - accuracy: 0.8804
129/316 [===========>..................] - ETA: 49s - loss: 0.2501 - accuracy: 0.8798
130/316 [===========>..................] - ETA: 48s - loss: 0.2495 - accuracy: 0.8798
131/316 [===========>..................] - ETA: 48s - loss: 0.2494 - accuracy: 0.8802
132/316 [===========>..................] - ETA: 48s - loss: 0.2491 - accuracy: 0.8807
133/316 [===========>..................] - ETA: 47s - loss: 0.2478 - accuracy: 0.8816
134/316 [===========>..................] - ETA: 47s - loss: 0.2478 - accuracy: 0.8815
135/316 [===========>..................] - ETA: 47s - loss: 0.2477 - accuracy: 0.8810
136/316 [===========>..................] - ETA: 46s - loss: 0.2465 - accuracy: 0.8819
137/316 [============>.................] - ETA: 46s - loss: 0.2477 - accuracy: 0.8814
138/316 [============>.................] - ETA: 46s - loss: 0.2472 - accuracy: 0.8818
139/316 [============>.................] - ETA: 45s - loss: 0.2470 - accuracy: 0.8822
140/316 [============>.................] - ETA: 45s - loss: 0.2459 - accuracy: 0.8826
141/316 [============>.................] - ETA: 45s - loss: 0.2453 - accuracy: 0.8834
142/316 [============>.................] - ETA: 44s - loss: 0.2476 - accuracy: 0.8820
143/316 [============>.................] - ETA: 44s - loss: 0.2487 - accuracy: 0.8816
144/316 [============>.................] - ETA: 44s - loss: 0.2486 - accuracy: 0.8815
145/316 [============>.................] - ETA: 44s - loss: 0.2483 - accuracy: 0.8819
146/316 [============>.................] - ETA: 44s - loss: 0.2473 - accuracy: 0.8823
147/316 [============>.................] - ETA: 44s - loss: 0.2471 - accuracy: 0.8822
148/316 [=============>................] - ETA: 44s - loss: 0.2467 - accuracy: 0.8826
149/316 [=============>................] - ETA: 43s - loss: 0.2464 - accuracy: 0.8830
150/316 [=============>................] - ETA: 43s - loss: 0.2458 - accuracy: 0.8829
151/316 [=============>................] - ETA: 43s - loss: 0.2451 - accuracy: 0.8833
152/316 [=============>................] - ETA: 42s - loss: 0.2450 - accuracy: 0.8828
153/316 [=============>................] - ETA: 42s - loss: 0.2442 - accuracy: 0.8832
154/316 [=============>................] - ETA: 42s - loss: 0.2441 - accuracy: 0.8831
155/316 [=============>................] - ETA: 41s - loss: 0.2467 - accuracy: 0.8831
156/316 [=============>................] - ETA: 41s - loss: 0.2472 - accuracy: 0.8830
157/316 [=============>................] - ETA: 41s - loss: 0.2473 - accuracy: 0.8826
158/316 [==============>...............] - ETA: 41s - loss: 0.2467 - accuracy: 0.8829
159/316 [==============>...............] - ETA: 41s - loss: 0.2462 - accuracy: 0.8836
160/316 [==============>...............] - ETA: 41s - loss: 0.2465 - accuracy: 0.8836
161/316 [==============>...............] - ETA: 41s - loss: 0.2470 - accuracy: 0.8828
162/316 [==============>...............] - ETA: 40s - loss: 0.2466 - accuracy: 0.8831
163/316 [==============>...............] - ETA: 40s - loss: 0.2479 - accuracy: 0.8831
164/316 [==============>...............] - ETA: 40s - loss: 0.2475 - accuracy: 0.8834
165/316 [==============>...............] - ETA: 39s - loss: 0.2471 - accuracy: 0.8833
166/316 [==============>...............] - ETA: 39s - loss: 0.2481 - accuracy: 0.8822
167/316 [==============>...............] - ETA: 39s - loss: 0.2482 - accuracy: 0.8825
168/316 [==============>...............] - ETA: 38s - loss: 0.2491 - accuracy: 0.8824
169/316 [===============>..............] - ETA: 38s - loss: 0.2488 - accuracy: 0.8828
170/316 [===============>..............] - ETA: 38s - loss: 0.2485 - accuracy: 0.8831
171/316 [===============>..............] - ETA: 37s - loss: 0.2488 - accuracy: 0.8830
172/316 [===============>..............] - ETA: 37s - loss: 0.2476 - accuracy: 0.8837
173/316 [===============>..............] - ETA: 37s - loss: 0.2494 - accuracy: 0.8829
174/316 [===============>..............] - ETA: 37s - loss: 0.2503 - accuracy: 0.8818
175/316 [===============>..............] - ETA: 36s - loss: 0.2495 - accuracy: 0.8825
176/316 [===============>..............] - ETA: 36s - loss: 0.2493 - accuracy: 0.8828
177/316 [===============>..............] - ETA: 36s - loss: 0.2494 - accuracy: 0.8824
178/316 [===============>..............] - ETA: 36s - loss: 0.2509 - accuracy: 0.8817
179/316 [===============>..............] - ETA: 36s - loss: 0.2506 - accuracy: 0.8820
180/316 [================>.............] - ETA: 35s - loss: 0.2500 - accuracy: 0.8826
181/316 [================>.............] - ETA: 35s - loss: 0.2500 - accuracy: 0.8826
182/316 [================>.............] - ETA: 35s - loss: 0.2506 - accuracy: 0.8819
183/316 [================>.............] - ETA: 34s - loss: 0.2505 - accuracy: 0.8822
184/316 [================>.............] - ETA: 34s - loss: 0.2512 - accuracy: 0.8818
185/316 [================>.............] - ETA: 34s - loss: 0.2505 - accuracy: 0.8821
186/316 [================>.............] - ETA: 34s - loss: 0.2506 - accuracy: 0.8817
187/316 [================>.............] - ETA: 34s - loss: 0.2512 - accuracy: 0.8814
188/316 [================>.............] - ETA: 33s - loss: 0.2514 - accuracy: 0.8813
189/316 [================>.............] - ETA: 33s - loss: 0.2519 - accuracy: 0.8813
190/316 [=================>............] - ETA: 33s - loss: 0.2517 - accuracy: 0.8813
191/316 [=================>............] - ETA: 33s - loss: 0.2514 - accuracy: 0.8812
192/316 [=================>............] - ETA: 32s - loss: 0.2510 - accuracy: 0.8815
193/316 [=================>............] - ETA: 32s - loss: 0.2509 - accuracy: 0.8818
194/316 [=================>............] - ETA: 32s - loss: 0.2509 - accuracy: 0.8818
195/316 [=================>............] - ETA: 32s - loss: 0.2504 - accuracy: 0.8824
196/316 [=================>............] - ETA: 31s - loss: 0.2504 - accuracy: 0.8823
197/316 [=================>............] - ETA: 31s - loss: 0.2507 - accuracy: 0.8823
198/316 [=================>............] - ETA: 31s - loss: 0.2531 - accuracy: 0.8810
199/316 [=================>............] - ETA: 30s - loss: 0.2533 - accuracy: 0.8810
200/316 [=================>............] - ETA: 30s - loss: 0.2528 - accuracy: 0.8816
201/316 [==================>...........] - ETA: 30s - loss: 0.2534 - accuracy: 0.8812
202/316 [==================>...........] - ETA: 29s - loss: 0.2532 - accuracy: 0.8815
203/316 [==================>...........] - ETA: 29s - loss: 0.2532 - accuracy: 0.8815
204/316 [==================>...........] - ETA: 29s - loss: 0.2537 - accuracy: 0.8808
205/316 [==================>...........] - ETA: 29s - loss: 0.2542 - accuracy: 0.8802
206/316 [==================>...........] - ETA: 28s - loss: 0.2554 - accuracy: 0.8796
207/316 [==================>...........] - ETA: 28s - loss: 0.2576 - accuracy: 0.8780
208/316 [==================>...........] - ETA: 28s - loss: 0.2577 - accuracy: 0.8780
209/316 [==================>...........] - ETA: 28s - loss: 0.2585 - accuracy: 0.8777
210/316 [==================>...........] - ETA: 27s - loss: 0.2577 - accuracy: 0.8780
211/316 [===================>..........] - ETA: 27s - loss: 0.2581 - accuracy: 0.8777
212/316 [===================>..........] - ETA: 27s - loss: 0.2584 - accuracy: 0.8777
213/316 [===================>..........] - ETA: 27s - loss: 0.2577 - accuracy: 0.8782
214/316 [===================>..........] - ETA: 26s - loss: 0.2574 - accuracy: 0.8785
215/316 [===================>..........] - ETA: 26s - loss: 0.2572 - accuracy: 0.8788
216/316 [===================>..........] - ETA: 26s - loss: 0.2582 - accuracy: 0.8785
217/316 [===================>..........] - ETA: 25s - loss: 0.2578 - accuracy: 0.8787
218/316 [===================>..........] - ETA: 25s - loss: 0.2583 - accuracy: 0.8784
219/316 [===================>..........] - ETA: 25s - loss: 0.2575 - accuracy: 0.8790
220/316 [===================>..........] - ETA: 24s - loss: 0.2569 - accuracy: 0.8793
221/316 [===================>..........] - ETA: 24s - loss: 0.2570 - accuracy: 0.8790
222/316 [====================>.........] - ETA: 24s - loss: 0.2570 - accuracy: 0.8787
223/316 [====================>.........] - ETA: 24s - loss: 0.2565 - accuracy: 0.8789
224/316 [====================>.........] - ETA: 23s - loss: 0.2559 - accuracy: 0.8792
225/316 [====================>.........] - ETA: 23s - loss: 0.2563 - accuracy: 0.8786
226/316 [====================>.........] - ETA: 23s - loss: 0.2566 - accuracy: 0.8783
227/316 [====================>.........] - ETA: 23s - loss: 0.2563 - accuracy: 0.8783
228/316 [====================>.........] - ETA: 22s - loss: 0.2569 - accuracy: 0.8780
229/316 [====================>.........] - ETA: 22s - loss: 0.2572 - accuracy: 0.8777
230/316 [====================>.........] - ETA: 22s - loss: 0.2573 - accuracy: 0.8772
231/316 [====================>.........] - ETA: 22s - loss: 0.2571 - accuracy: 0.8772
232/316 [=====================>........] - ETA: 21s - loss: 0.2574 - accuracy: 0.8766
233/316 [=====================>........] - ETA: 21s - loss: 0.2580 - accuracy: 0.8763
234/316 [=====================>........] - ETA: 21s - loss: 0.2580 - accuracy: 0.8761
235/316 [=====================>........] - ETA: 20s - loss: 0.2589 - accuracy: 0.8753
236/316 [=====================>........] - ETA: 20s - loss: 0.2587 - accuracy: 0.8755
237/316 [=====================>........] - ETA: 20s - loss: 0.2580 - accuracy: 0.8758
238/316 [=====================>........] - ETA: 20s - loss: 0.2578 - accuracy: 0.8758
239/316 [=====================>........] - ETA: 19s - loss: 0.2585 - accuracy: 0.8750
240/316 [=====================>........] - ETA: 19s - loss: 0.2581 - accuracy: 0.8753
241/316 [=====================>........] - ETA: 19s - loss: 0.2577 - accuracy: 0.8755
242/316 [=====================>........] - ETA: 19s - loss: 0.2582 - accuracy: 0.8753
243/316 [======================>.......] - ETA: 19s - loss: 0.2600 - accuracy: 0.8742
244/316 [======================>.......] - ETA: 18s - loss: 0.2600 - accuracy: 0.8742
245/316 [======================>.......] - ETA: 18s - loss: 0.2603 - accuracy: 0.8740
246/316 [======================>.......] - ETA: 18s - loss: 0.2600 - accuracy: 0.8742
247/316 [======================>.......] - ETA: 18s - loss: 0.2600 - accuracy: 0.8742
248/316 [======================>.......] - ETA: 17s - loss: 0.2608 - accuracy: 0.8740
249/316 [======================>.......] - ETA: 17s - loss: 0.2601 - accuracy: 0.8745
250/316 [======================>.......] - ETA: 17s - loss: 0.2601 - accuracy: 0.8748
251/316 [======================>.......] - ETA: 16s - loss: 0.2606 - accuracy: 0.8745
252/316 [======================>.......] - ETA: 16s - loss: 0.2604 - accuracy: 0.8745
253/316 [=======================>......] - ETA: 16s - loss: 0.2613 - accuracy: 0.8748
254/316 [=======================>......] - ETA: 16s - loss: 0.2612 - accuracy: 0.8748
255/316 [=======================>......] - ETA: 15s - loss: 0.2612 - accuracy: 0.8750
256/316 [=======================>......] - ETA: 15s - loss: 0.2611 - accuracy: 0.8748
257/316 [=======================>......] - ETA: 15s - loss: 0.2618 - accuracy: 0.8745
258/316 [=======================>......] - ETA: 14s - loss: 0.2617 - accuracy: 0.8745
259/316 [=======================>......] - ETA: 14s - loss: 0.2616 - accuracy: 0.8748
260/316 [=======================>......] - ETA: 14s - loss: 0.2619 - accuracy: 0.8748
261/316 [=======================>......] - ETA: 14s - loss: 0.2616 - accuracy: 0.8750
262/316 [=======================>......] - ETA: 14s - loss: 0.2623 - accuracy: 0.8743
263/316 [=======================>......] - ETA: 13s - loss: 0.2637 - accuracy: 0.8740
264/316 [========================>.....] - ETA: 13s - loss: 0.2637 - accuracy: 0.8741
265/316 [========================>.....] - ETA: 13s - loss: 0.2639 - accuracy: 0.8741
266/316 [========================>.....] - ETA: 13s - loss: 0.2632 - accuracy: 0.8745
267/316 [========================>.....] - ETA: 12s - loss: 0.2631 - accuracy: 0.8748
268/316 [========================>.....] - ETA: 12s - loss: 0.2638 - accuracy: 0.8741
269/316 [========================>.....] - ETA: 12s - loss: 0.2641 - accuracy: 0.8738
270/316 [========================>.....] - ETA: 11s - loss: 0.2641 - accuracy: 0.8736
271/316 [========================>.....] - ETA: 11s - loss: 0.2641 - accuracy: 0.8734
272/316 [========================>.....] - ETA: 11s - loss: 0.2639 - accuracy: 0.8739
273/316 [========================>.....] - ETA: 11s - loss: 0.2642 - accuracy: 0.8739
274/316 [=========================>....] - ETA: 10s - loss: 0.2645 - accuracy: 0.8739
275/316 [=========================>....] - ETA: 10s - loss: 0.2647 - accuracy: 0.8736
276/316 [=========================>....] - ETA: 10s - loss: 0.2644 - accuracy: 0.8741
277/316 [=========================>....] - ETA: 10s - loss: 0.2646 - accuracy: 0.8743
278/316 [=========================>....] - ETA: 9s - loss: 0.2648 - accuracy: 0.8743 
279/316 [=========================>....] - ETA: 9s - loss: 0.2653 - accuracy: 0.8741
280/316 [=========================>....] - ETA: 9s - loss: 0.2660 - accuracy: 0.8737
281/316 [=========================>....] - ETA: 9s - loss: 0.2661 - accuracy: 0.8734
282/316 [=========================>....] - ETA: 8s - loss: 0.2659 - accuracy: 0.8739
283/316 [=========================>....] - ETA: 8s - loss: 0.2659 - accuracy: 0.8737
284/316 [=========================>....] - ETA: 8s - loss: 0.2656 - accuracy: 0.8739
285/316 [==========================>...] - ETA: 8s - loss: 0.2659 - accuracy: 0.8739
286/316 [==========================>...] - ETA: 7s - loss: 0.2654 - accuracy: 0.8741
287/316 [==========================>...] - ETA: 7s - loss: 0.2650 - accuracy: 0.8743
288/316 [==========================>...] - ETA: 7s - loss: 0.2655 - accuracy: 0.8743
289/316 [==========================>...] - ETA: 7s - loss: 0.2659 - accuracy: 0.8737
290/316 [==========================>...] - ETA: 6s - loss: 0.2660 - accuracy: 0.8735
291/316 [==========================>...] - ETA: 6s - loss: 0.2659 - accuracy: 0.8733
292/316 [==========================>...] - ETA: 6s - loss: 0.2664 - accuracy: 0.8733
293/316 [==========================>...] - ETA: 6s - loss: 0.2664 - accuracy: 0.8731
294/316 [==========================>...] - ETA: 5s - loss: 0.2662 - accuracy: 0.8733
295/316 [===========================>..] - ETA: 5s - loss: 0.2672 - accuracy: 0.8727
296/316 [===========================>..] - ETA: 5s - loss: 0.2673 - accuracy: 0.8725
297/316 [===========================>..] - ETA: 4s - loss: 0.2669 - accuracy: 0.8729
298/316 [===========================>..] - ETA: 4s - loss: 0.2668 - accuracy: 0.8731
299/316 [===========================>..] - ETA: 4s - loss: 0.2663 - accuracy: 0.8733
300/316 [===========================>..] - ETA: 4s - loss: 0.2666 - accuracy: 0.8731
301/316 [===========================>..] - ETA: 3s - loss: 0.2674 - accuracy: 0.8723
302/316 [===========================>..] - ETA: 3s - loss: 0.2676 - accuracy: 0.8721
303/316 [===========================>..] - ETA: 3s - loss: 0.2679 - accuracy: 0.8717
304/316 [===========================>..] - ETA: 3s - loss: 0.2676 - accuracy: 0.8719
305/316 [===========================>..] - ETA: 2s - loss: 0.2672 - accuracy: 0.8721
306/316 [============================>.] - ETA: 2s - loss: 0.2679 - accuracy: 0.8719
307/316 [============================>.] - ETA: 2s - loss: 0.2679 - accuracy: 0.8721
308/316 [============================>.] - ETA: 2s - loss: 0.2675 - accuracy: 0.8724
309/316 [============================>.] - ETA: 1s - loss: 0.2674 - accuracy: 0.8724
310/316 [============================>.] - ETA: 1s - loss: 0.2678 - accuracy: 0.8724
311/316 [============================>.] - ETA: 1s - loss: 0.2676 - accuracy: 0.8728
312/316 [============================>.] - ETA: 1s - loss: 0.2683 - accuracy: 0.8720
313/316 [============================>.] - ETA: 0s - loss: 0.2684 - accuracy: 0.8722
314/316 [============================>.] - ETA: 0s - loss: 0.2688 - accuracy: 0.8720
315/316 [============================>.] - ETA: 0s - loss: 0.2689 - accuracy: 0.8720
316/316 [==============================] - 83s 263ms/step - loss: 0.2688 - accuracy: 0.8720

316/316 [==============================] - 87s 276ms/step - loss: 0.2688 - accuracy: 0.8720 - val_loss: 0.3692 - val_accuracy: 0.8154
Epoch 79/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.2961 - accuracy: 0.8125
  2/316 [..............................] - ETA: 1:00 - loss: 0.2475 - accuracy: 0.9062
  3/316 [..............................] - ETA: 1:00 - loss: 0.2360 - accuracy: 0.8958
  4/316 [..............................] - ETA: 1:05 - loss: 0.2341 - accuracy: 0.8906
  5/316 [..............................] - ETA: 1:31 - loss: 0.2460 - accuracy: 0.8875
  6/316 [..............................] - ETA: 1:45 - loss: 0.2536 - accuracy: 0.9062
  7/316 [..............................] - ETA: 1:37 - loss: 0.2559 - accuracy: 0.9018
  8/316 [..............................] - ETA: 1:32 - loss: 0.2596 - accuracy: 0.9062
  9/316 [..............................] - ETA: 1:28 - loss: 0.2523 - accuracy: 0.8958
 10/316 [..............................] - ETA: 1:24 - loss: 0.2590 - accuracy: 0.8938
 11/316 [>.............................] - ETA: 1:21 - loss: 0.2677 - accuracy: 0.8977
 12/316 [>.............................] - ETA: 1:19 - loss: 0.2761 - accuracy: 0.8906
 13/316 [>.............................] - ETA: 1:17 - loss: 0.2627 - accuracy: 0.8990
 14/316 [>.............................] - ETA: 1:16 - loss: 0.2687 - accuracy: 0.8929
 15/316 [>.............................] - ETA: 1:15 - loss: 0.2767 - accuracy: 0.8875
 16/316 [>.............................] - ETA: 1:14 - loss: 0.2739 - accuracy: 0.8867
 17/316 [>.............................] - ETA: 1:12 - loss: 0.2864 - accuracy: 0.8824
 18/316 [>.............................] - ETA: 1:11 - loss: 0.2853 - accuracy: 0.8785
 19/316 [>.............................] - ETA: 1:10 - loss: 0.2894 - accuracy: 0.8750
 20/316 [>.............................] - ETA: 1:09 - loss: 0.2961 - accuracy: 0.8719
 21/316 [>.............................] - ETA: 1:09 - loss: 0.2954 - accuracy: 0.8720
 22/316 [=>............................] - ETA: 1:13 - loss: 0.2935 - accuracy: 0.8722
 23/316 [=>............................] - ETA: 1:16 - loss: 0.3032 - accuracy: 0.8668
 24/316 [=>............................] - ETA: 1:15 - loss: 0.3052 - accuracy: 0.8646
 25/316 [=>............................] - ETA: 1:14 - loss: 0.3009 - accuracy: 0.8650
 26/316 [=>............................] - ETA: 1:13 - loss: 0.2949 - accuracy: 0.8678
 27/316 [=>............................] - ETA: 1:12 - loss: 0.2910 - accuracy: 0.8704
 28/316 [=>............................] - ETA: 1:11 - loss: 0.2845 - accuracy: 0.8728
 29/316 [=>............................] - ETA: 1:10 - loss: 0.2867 - accuracy: 0.8685
 30/316 [=>............................] - ETA: 1:09 - loss: 0.2903 - accuracy: 0.8687
 31/316 [=>............................] - ETA: 1:09 - loss: 0.2928 - accuracy: 0.8669
 32/316 [==>...........................] - ETA: 1:08 - loss: 0.2896 - accuracy: 0.8652
 33/316 [==>...........................] - ETA: 1:07 - loss: 0.2877 - accuracy: 0.8655
 34/316 [==>...........................] - ETA: 1:07 - loss: 0.2859 - accuracy: 0.8676
 35/316 [==>...........................] - ETA: 1:06 - loss: 0.2862 - accuracy: 0.8696
 36/316 [==>...........................] - ETA: 1:06 - loss: 0.2848 - accuracy: 0.8681
 37/316 [==>...........................] - ETA: 1:05 - loss: 0.2795 - accuracy: 0.8716
 38/316 [==>...........................] - ETA: 1:05 - loss: 0.2769 - accuracy: 0.8717
 39/316 [==>...........................] - ETA: 1:07 - loss: 0.2734 - accuracy: 0.8718
 40/316 [==>...........................] - ETA: 1:09 - loss: 0.2724 - accuracy: 0.8703
 41/316 [==>...........................] - ETA: 1:08 - loss: 0.2804 - accuracy: 0.8689
 42/316 [==>...........................] - ETA: 1:07 - loss: 0.2796 - accuracy: 0.8676
 43/316 [===>..........................] - ETA: 1:07 - loss: 0.2795 - accuracy: 0.8677
 44/316 [===>..........................] - ETA: 1:06 - loss: 0.2817 - accuracy: 0.8679
 45/316 [===>..........................] - ETA: 1:06 - loss: 0.2862 - accuracy: 0.8667
 46/316 [===>..........................] - ETA: 1:05 - loss: 0.2857 - accuracy: 0.8668
 47/316 [===>..........................] - ETA: 1:04 - loss: 0.2835 - accuracy: 0.8684
 48/316 [===>..........................] - ETA: 1:04 - loss: 0.2806 - accuracy: 0.8698
 49/316 [===>..........................] - ETA: 1:03 - loss: 0.2772 - accuracy: 0.8724
 50/316 [===>..........................] - ETA: 1:03 - loss: 0.2764 - accuracy: 0.8737
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.2743 - accuracy: 0.8750
 52/316 [===>..........................] - ETA: 1:02 - loss: 0.2756 - accuracy: 0.8750
 53/316 [====>.........................] - ETA: 1:02 - loss: 0.2767 - accuracy: 0.8738
 54/316 [====>.........................] - ETA: 1:01 - loss: 0.2750 - accuracy: 0.8750
 55/316 [====>.........................] - ETA: 1:01 - loss: 0.2737 - accuracy: 0.8761
 56/316 [====>.........................] - ETA: 1:02 - loss: 0.2715 - accuracy: 0.8783
 57/316 [====>.........................] - ETA: 1:03 - loss: 0.2717 - accuracy: 0.8761
 58/316 [====>.........................] - ETA: 1:03 - loss: 0.2713 - accuracy: 0.8761
 59/316 [====>.........................] - ETA: 1:02 - loss: 0.2744 - accuracy: 0.8750
 60/316 [====>.........................] - ETA: 1:02 - loss: 0.2749 - accuracy: 0.8740
 61/316 [====>.........................] - ETA: 1:01 - loss: 0.2755 - accuracy: 0.8740
 62/316 [====>.........................] - ETA: 1:01 - loss: 0.2727 - accuracy: 0.8760
 63/316 [====>.........................] - ETA: 1:02 - loss: 0.2724 - accuracy: 0.8760
 64/316 [=====>........................] - ETA: 1:03 - loss: 0.2717 - accuracy: 0.8770
 65/316 [=====>........................] - ETA: 1:02 - loss: 0.2713 - accuracy: 0.8779
 66/316 [=====>........................] - ETA: 1:02 - loss: 0.2709 - accuracy: 0.8778
 67/316 [=====>........................] - ETA: 1:02 - loss: 0.2702 - accuracy: 0.8787
 68/316 [=====>........................] - ETA: 1:01 - loss: 0.2692 - accuracy: 0.8796
 69/316 [=====>........................] - ETA: 1:02 - loss: 0.2686 - accuracy: 0.8786
 70/316 [=====>........................] - ETA: 1:03 - loss: 0.2675 - accuracy: 0.8804
 71/316 [=====>........................] - ETA: 1:02 - loss: 0.2676 - accuracy: 0.8803
 72/316 [=====>........................] - ETA: 1:02 - loss: 0.2671 - accuracy: 0.8811
 73/316 [=====>........................] - ETA: 1:01 - loss: 0.2670 - accuracy: 0.8801
 74/316 [======>.......................] - ETA: 1:01 - loss: 0.2665 - accuracy: 0.8801
 75/316 [======>.......................] - ETA: 1:00 - loss: 0.2678 - accuracy: 0.8783
 76/316 [======>.......................] - ETA: 1:00 - loss: 0.2678 - accuracy: 0.8783
 77/316 [======>.......................] - ETA: 1:00 - loss: 0.2677 - accuracy: 0.8774
 78/316 [======>.......................] - ETA: 59s - loss: 0.2662 - accuracy: 0.8782 
 79/316 [======>.......................] - ETA: 59s - loss: 0.2672 - accuracy: 0.8766
 80/316 [======>.......................] - ETA: 58s - loss: 0.2680 - accuracy: 0.8758
 81/316 [======>.......................] - ETA: 58s - loss: 0.2676 - accuracy: 0.8758
 82/316 [======>.......................] - ETA: 57s - loss: 0.2689 - accuracy: 0.8742
 83/316 [======>.......................] - ETA: 57s - loss: 0.2686 - accuracy: 0.8742
 84/316 [======>.......................] - ETA: 57s - loss: 0.2672 - accuracy: 0.8757
 85/316 [=======>......................] - ETA: 56s - loss: 0.2662 - accuracy: 0.8757
 86/316 [=======>......................] - ETA: 56s - loss: 0.2691 - accuracy: 0.8728
 87/316 [=======>......................] - ETA: 57s - loss: 0.2686 - accuracy: 0.8728
 88/316 [=======>......................] - ETA: 58s - loss: 0.2684 - accuracy: 0.8736
 89/316 [=======>......................] - ETA: 58s - loss: 0.2682 - accuracy: 0.8736
 90/316 [=======>......................] - ETA: 58s - loss: 0.2674 - accuracy: 0.8743
 91/316 [=======>......................] - ETA: 57s - loss: 0.2670 - accuracy: 0.8743
 92/316 [=======>......................] - ETA: 57s - loss: 0.2678 - accuracy: 0.8736
 93/316 [=======>......................] - ETA: 57s - loss: 0.2682 - accuracy: 0.8723
 94/316 [=======>......................] - ETA: 56s - loss: 0.2716 - accuracy: 0.8703
 95/316 [========>.....................] - ETA: 56s - loss: 0.2727 - accuracy: 0.8697
 96/316 [========>.....................] - ETA: 55s - loss: 0.2715 - accuracy: 0.8698
 97/316 [========>.....................] - ETA: 55s - loss: 0.2715 - accuracy: 0.8705
 98/316 [========>.....................] - ETA: 55s - loss: 0.2699 - accuracy: 0.8712
 99/316 [========>.....................] - ETA: 54s - loss: 0.2703 - accuracy: 0.8712
100/316 [========>.....................] - ETA: 54s - loss: 0.2690 - accuracy: 0.8725
101/316 [========>.....................] - ETA: 53s - loss: 0.2698 - accuracy: 0.8713
102/316 [========>.....................] - ETA: 53s - loss: 0.2702 - accuracy: 0.8707
103/316 [========>.....................] - ETA: 53s - loss: 0.2731 - accuracy: 0.8689
104/316 [========>.....................] - ETA: 52s - loss: 0.2719 - accuracy: 0.8696
105/316 [========>.....................] - ETA: 52s - loss: 0.2709 - accuracy: 0.8702
106/316 [=========>....................] - ETA: 53s - loss: 0.2716 - accuracy: 0.8691
107/316 [=========>....................] - ETA: 53s - loss: 0.2721 - accuracy: 0.8692
108/316 [=========>....................] - ETA: 54s - loss: 0.2725 - accuracy: 0.8698
109/316 [=========>....................] - ETA: 53s - loss: 0.2732 - accuracy: 0.8704
110/316 [=========>....................] - ETA: 53s - loss: 0.2747 - accuracy: 0.8693
111/316 [=========>....................] - ETA: 52s - loss: 0.2744 - accuracy: 0.8699
112/316 [=========>....................] - ETA: 52s - loss: 0.2736 - accuracy: 0.8705
113/316 [=========>....................] - ETA: 52s - loss: 0.2756 - accuracy: 0.8689
114/316 [=========>....................] - ETA: 51s - loss: 0.2742 - accuracy: 0.8701
115/316 [=========>....................] - ETA: 51s - loss: 0.2753 - accuracy: 0.8701
116/316 [==========>...................] - ETA: 51s - loss: 0.2738 - accuracy: 0.8712
117/316 [==========>...................] - ETA: 50s - loss: 0.2731 - accuracy: 0.8718
118/316 [==========>...................] - ETA: 50s - loss: 0.2734 - accuracy: 0.8702
119/316 [==========>...................] - ETA: 50s - loss: 0.2725 - accuracy: 0.8708
120/316 [==========>...................] - ETA: 49s - loss: 0.2713 - accuracy: 0.8719
121/316 [==========>...................] - ETA: 49s - loss: 0.2705 - accuracy: 0.8729
122/316 [==========>...................] - ETA: 48s - loss: 0.2703 - accuracy: 0.8724
123/316 [==========>...................] - ETA: 48s - loss: 0.2712 - accuracy: 0.8725
124/316 [==========>...................] - ETA: 48s - loss: 0.2704 - accuracy: 0.8725
125/316 [==========>...................] - ETA: 48s - loss: 0.2697 - accuracy: 0.8730
126/316 [==========>...................] - ETA: 49s - loss: 0.2695 - accuracy: 0.8730
127/316 [===========>..................] - ETA: 49s - loss: 0.2693 - accuracy: 0.8730
128/316 [===========>..................] - ETA: 49s - loss: 0.2692 - accuracy: 0.8726
129/316 [===========>..................] - ETA: 48s - loss: 0.2695 - accuracy: 0.8721
130/316 [===========>..................] - ETA: 48s - loss: 0.2698 - accuracy: 0.8716
131/316 [===========>..................] - ETA: 47s - loss: 0.2703 - accuracy: 0.8717
132/316 [===========>..................] - ETA: 47s - loss: 0.2713 - accuracy: 0.8707
133/316 [===========>..................] - ETA: 47s - loss: 0.2716 - accuracy: 0.8708
134/316 [===========>..................] - ETA: 46s - loss: 0.2715 - accuracy: 0.8703
135/316 [===========>..................] - ETA: 46s - loss: 0.2717 - accuracy: 0.8708
136/316 [===========>..................] - ETA: 46s - loss: 0.2708 - accuracy: 0.8718
137/316 [============>.................] - ETA: 45s - loss: 0.2698 - accuracy: 0.8723
138/316 [============>.................] - ETA: 45s - loss: 0.2700 - accuracy: 0.8718
139/316 [============>.................] - ETA: 45s - loss: 0.2712 - accuracy: 0.8705
140/316 [============>.................] - ETA: 44s - loss: 0.2732 - accuracy: 0.8692
141/316 [============>.................] - ETA: 44s - loss: 0.2734 - accuracy: 0.8692
142/316 [============>.................] - ETA: 44s - loss: 0.2731 - accuracy: 0.8693
143/316 [============>.................] - ETA: 44s - loss: 0.2735 - accuracy: 0.8689
144/316 [============>.................] - ETA: 44s - loss: 0.2729 - accuracy: 0.8689
145/316 [============>.................] - ETA: 44s - loss: 0.2731 - accuracy: 0.8685
146/316 [============>.................] - ETA: 44s - loss: 0.2746 - accuracy: 0.8686
147/316 [============>.................] - ETA: 44s - loss: 0.2741 - accuracy: 0.8686
148/316 [=============>................] - ETA: 43s - loss: 0.2736 - accuracy: 0.8687
149/316 [=============>................] - ETA: 43s - loss: 0.2728 - accuracy: 0.8691
150/316 [=============>................] - ETA: 43s - loss: 0.2728 - accuracy: 0.8696
151/316 [=============>................] - ETA: 42s - loss: 0.2732 - accuracy: 0.8692
152/316 [=============>................] - ETA: 42s - loss: 0.2753 - accuracy: 0.8676
153/316 [=============>................] - ETA: 42s - loss: 0.2749 - accuracy: 0.8676
154/316 [=============>................] - ETA: 41s - loss: 0.2753 - accuracy: 0.8673
155/316 [=============>................] - ETA: 41s - loss: 0.2754 - accuracy: 0.8669
156/316 [=============>................] - ETA: 41s - loss: 0.2753 - accuracy: 0.8666
157/316 [=============>................] - ETA: 40s - loss: 0.2749 - accuracy: 0.8670
158/316 [==============>...............] - ETA: 40s - loss: 0.2757 - accuracy: 0.8667
159/316 [==============>...............] - ETA: 40s - loss: 0.2751 - accuracy: 0.8671
160/316 [==============>...............] - ETA: 39s - loss: 0.2748 - accuracy: 0.8672
161/316 [==============>...............] - ETA: 39s - loss: 0.2755 - accuracy: 0.8668
162/316 [==============>...............] - ETA: 39s - loss: 0.2746 - accuracy: 0.8677
163/316 [==============>...............] - ETA: 39s - loss: 0.2737 - accuracy: 0.8681
164/316 [==============>...............] - ETA: 39s - loss: 0.2741 - accuracy: 0.8681
165/316 [==============>...............] - ETA: 39s - loss: 0.2745 - accuracy: 0.8678
166/316 [==============>...............] - ETA: 38s - loss: 0.2748 - accuracy: 0.8678
167/316 [==============>...............] - ETA: 38s - loss: 0.2747 - accuracy: 0.8679
168/316 [==============>...............] - ETA: 38s - loss: 0.2764 - accuracy: 0.8668
169/316 [===============>..............] - ETA: 37s - loss: 0.2760 - accuracy: 0.8669
170/316 [===============>..............] - ETA: 37s - loss: 0.2767 - accuracy: 0.8662
171/316 [===============>..............] - ETA: 37s - loss: 0.2773 - accuracy: 0.8662
172/316 [===============>..............] - ETA: 36s - loss: 0.2777 - accuracy: 0.8656
173/316 [===============>..............] - ETA: 36s - loss: 0.2765 - accuracy: 0.8663
174/316 [===============>..............] - ETA: 36s - loss: 0.2759 - accuracy: 0.8667
175/316 [===============>..............] - ETA: 35s - loss: 0.2748 - accuracy: 0.8675
176/316 [===============>..............] - ETA: 35s - loss: 0.2757 - accuracy: 0.8668
177/316 [===============>..............] - ETA: 35s - loss: 0.2764 - accuracy: 0.8662
178/316 [===============>..............] - ETA: 35s - loss: 0.2760 - accuracy: 0.8662
179/316 [===============>..............] - ETA: 34s - loss: 0.2763 - accuracy: 0.8652
180/316 [================>.............] - ETA: 34s - loss: 0.2789 - accuracy: 0.8639
181/316 [================>.............] - ETA: 34s - loss: 0.2794 - accuracy: 0.8636
182/316 [================>.............] - ETA: 34s - loss: 0.2791 - accuracy: 0.8640
183/316 [================>.............] - ETA: 34s - loss: 0.2793 - accuracy: 0.8637
184/316 [================>.............] - ETA: 33s - loss: 0.2788 - accuracy: 0.8641
185/316 [================>.............] - ETA: 33s - loss: 0.2790 - accuracy: 0.8642
186/316 [================>.............] - ETA: 33s - loss: 0.2798 - accuracy: 0.8639
187/316 [================>.............] - ETA: 33s - loss: 0.2800 - accuracy: 0.8636
188/316 [================>.............] - ETA: 33s - loss: 0.2798 - accuracy: 0.8637
189/316 [================>.............] - ETA: 32s - loss: 0.2798 - accuracy: 0.8638
190/316 [=================>............] - ETA: 32s - loss: 0.2798 - accuracy: 0.8635
191/316 [=================>............] - ETA: 32s - loss: 0.2797 - accuracy: 0.8635
192/316 [=================>............] - ETA: 32s - loss: 0.2800 - accuracy: 0.8633
193/316 [=================>............] - ETA: 32s - loss: 0.2806 - accuracy: 0.8627
194/316 [=================>............] - ETA: 31s - loss: 0.2810 - accuracy: 0.8621
195/316 [=================>............] - ETA: 31s - loss: 0.2807 - accuracy: 0.8625
196/316 [=================>............] - ETA: 31s - loss: 0.2800 - accuracy: 0.8629
197/316 [=================>............] - ETA: 30s - loss: 0.2794 - accuracy: 0.8633
198/316 [=================>............] - ETA: 30s - loss: 0.2789 - accuracy: 0.8633
199/316 [=================>............] - ETA: 30s - loss: 0.2789 - accuracy: 0.8631
200/316 [=================>............] - ETA: 29s - loss: 0.2783 - accuracy: 0.8634
201/316 [==================>...........] - ETA: 29s - loss: 0.2784 - accuracy: 0.8635
202/316 [==================>...........] - ETA: 29s - loss: 0.2788 - accuracy: 0.8632
203/316 [==================>...........] - ETA: 29s - loss: 0.2787 - accuracy: 0.8636
204/316 [==================>...........] - ETA: 28s - loss: 0.2782 - accuracy: 0.8640
205/316 [==================>...........] - ETA: 28s - loss: 0.2776 - accuracy: 0.8643
206/316 [==================>...........] - ETA: 28s - loss: 0.2771 - accuracy: 0.8644
207/316 [==================>...........] - ETA: 27s - loss: 0.2774 - accuracy: 0.8641
208/316 [==================>...........] - ETA: 27s - loss: 0.2771 - accuracy: 0.8642
209/316 [==================>...........] - ETA: 27s - loss: 0.2768 - accuracy: 0.8642
210/316 [==================>...........] - ETA: 27s - loss: 0.2772 - accuracy: 0.8637
211/316 [===================>..........] - ETA: 27s - loss: 0.2769 - accuracy: 0.8637
212/316 [===================>..........] - ETA: 26s - loss: 0.2769 - accuracy: 0.8641
213/316 [===================>..........] - ETA: 26s - loss: 0.2768 - accuracy: 0.8641
214/316 [===================>..........] - ETA: 26s - loss: 0.2764 - accuracy: 0.8645
215/316 [===================>..........] - ETA: 25s - loss: 0.2763 - accuracy: 0.8645
216/316 [===================>..........] - ETA: 25s - loss: 0.2760 - accuracy: 0.8649
217/316 [===================>..........] - ETA: 25s - loss: 0.2752 - accuracy: 0.8652
218/316 [===================>..........] - ETA: 25s - loss: 0.2751 - accuracy: 0.8655
219/316 [===================>..........] - ETA: 24s - loss: 0.2748 - accuracy: 0.8656
220/316 [===================>..........] - ETA: 24s - loss: 0.2744 - accuracy: 0.8659
221/316 [===================>..........] - ETA: 24s - loss: 0.2744 - accuracy: 0.8662
222/316 [====================>.........] - ETA: 24s - loss: 0.2747 - accuracy: 0.8660
223/316 [====================>.........] - ETA: 23s - loss: 0.2740 - accuracy: 0.8663
224/316 [====================>.........] - ETA: 23s - loss: 0.2740 - accuracy: 0.8661
225/316 [====================>.........] - ETA: 23s - loss: 0.2735 - accuracy: 0.8664
226/316 [====================>.........] - ETA: 23s - loss: 0.2739 - accuracy: 0.8667
227/316 [====================>.........] - ETA: 23s - loss: 0.2733 - accuracy: 0.8673
228/316 [====================>.........] - ETA: 22s - loss: 0.2736 - accuracy: 0.8673
229/316 [====================>.........] - ETA: 22s - loss: 0.2741 - accuracy: 0.8671
230/316 [====================>.........] - ETA: 22s - loss: 0.2746 - accuracy: 0.8671
231/316 [====================>.........] - ETA: 21s - loss: 0.2749 - accuracy: 0.8669
232/316 [=====================>........] - ETA: 21s - loss: 0.2762 - accuracy: 0.8661
233/316 [=====================>........] - ETA: 21s - loss: 0.2762 - accuracy: 0.8659
234/316 [=====================>........] - ETA: 21s - loss: 0.2760 - accuracy: 0.8662
235/316 [=====================>........] - ETA: 20s - loss: 0.2761 - accuracy: 0.8660
236/316 [=====================>........] - ETA: 20s - loss: 0.2777 - accuracy: 0.8652
237/316 [=====================>........] - ETA: 20s - loss: 0.2773 - accuracy: 0.8655
238/316 [=====================>........] - ETA: 20s - loss: 0.2769 - accuracy: 0.8658
239/316 [=====================>........] - ETA: 20s - loss: 0.2777 - accuracy: 0.8653
240/316 [=====================>........] - ETA: 19s - loss: 0.2770 - accuracy: 0.8656
241/316 [=====================>........] - ETA: 19s - loss: 0.2775 - accuracy: 0.8654
242/316 [=====================>........] - ETA: 19s - loss: 0.2782 - accuracy: 0.8649
243/316 [======================>.......] - ETA: 19s - loss: 0.2785 - accuracy: 0.8650
244/316 [======================>.......] - ETA: 18s - loss: 0.2784 - accuracy: 0.8648
245/316 [======================>.......] - ETA: 18s - loss: 0.2790 - accuracy: 0.8643
246/316 [======================>.......] - ETA: 18s - loss: 0.2791 - accuracy: 0.8641
247/316 [======================>.......] - ETA: 17s - loss: 0.2791 - accuracy: 0.8639
248/316 [======================>.......] - ETA: 17s - loss: 0.2793 - accuracy: 0.8637
249/316 [======================>.......] - ETA: 17s - loss: 0.2795 - accuracy: 0.8635
250/316 [======================>.......] - ETA: 17s - loss: 0.2792 - accuracy: 0.8635
251/316 [======================>.......] - ETA: 16s - loss: 0.2794 - accuracy: 0.8635
252/316 [======================>.......] - ETA: 16s - loss: 0.2791 - accuracy: 0.8636
253/316 [=======================>......] - ETA: 16s - loss: 0.2791 - accuracy: 0.8634
254/316 [=======================>......] - ETA: 15s - loss: 0.2788 - accuracy: 0.8634
255/316 [=======================>......] - ETA: 15s - loss: 0.2787 - accuracy: 0.8637
256/316 [=======================>......] - ETA: 15s - loss: 0.2786 - accuracy: 0.8638
257/316 [=======================>......] - ETA: 15s - loss: 0.2783 - accuracy: 0.8638
258/316 [=======================>......] - ETA: 15s - loss: 0.2779 - accuracy: 0.8641
259/316 [=======================>......] - ETA: 14s - loss: 0.2776 - accuracy: 0.8641
260/316 [=======================>......] - ETA: 14s - loss: 0.2777 - accuracy: 0.8639
261/316 [=======================>......] - ETA: 14s - loss: 0.2780 - accuracy: 0.8637
262/316 [=======================>......] - ETA: 13s - loss: 0.2778 - accuracy: 0.8638
263/316 [=======================>......] - ETA: 13s - loss: 0.2775 - accuracy: 0.8641
264/316 [========================>.....] - ETA: 13s - loss: 0.2783 - accuracy: 0.8636
265/316 [========================>.....] - ETA: 13s - loss: 0.2781 - accuracy: 0.8642
266/316 [========================>.....] - ETA: 12s - loss: 0.2778 - accuracy: 0.8642
267/316 [========================>.....] - ETA: 12s - loss: 0.2781 - accuracy: 0.8645
268/316 [========================>.....] - ETA: 12s - loss: 0.2778 - accuracy: 0.8647
269/316 [========================>.....] - ETA: 12s - loss: 0.2782 - accuracy: 0.8645
270/316 [========================>.....] - ETA: 11s - loss: 0.2781 - accuracy: 0.8646
271/316 [========================>.....] - ETA: 11s - loss: 0.2782 - accuracy: 0.8644
272/316 [========================>.....] - ETA: 11s - loss: 0.2784 - accuracy: 0.8642
273/316 [========================>.....] - ETA: 11s - loss: 0.2788 - accuracy: 0.8645
274/316 [=========================>....] - ETA: 10s - loss: 0.2785 - accuracy: 0.8643
275/316 [=========================>....] - ETA: 10s - loss: 0.2778 - accuracy: 0.8645
276/316 [=========================>....] - ETA: 10s - loss: 0.2776 - accuracy: 0.8646
277/316 [=========================>....] - ETA: 10s - loss: 0.2774 - accuracy: 0.8646
278/316 [=========================>....] - ETA: 9s - loss: 0.2775 - accuracy: 0.8647 
279/316 [=========================>....] - ETA: 9s - loss: 0.2773 - accuracy: 0.8649
280/316 [=========================>....] - ETA: 9s - loss: 0.2769 - accuracy: 0.8652
281/316 [=========================>....] - ETA: 9s - loss: 0.2773 - accuracy: 0.8650
282/316 [=========================>....] - ETA: 8s - loss: 0.2768 - accuracy: 0.8655
283/316 [=========================>....] - ETA: 8s - loss: 0.2766 - accuracy: 0.8657
284/316 [=========================>....] - ETA: 8s - loss: 0.2764 - accuracy: 0.8660
285/316 [==========================>...] - ETA: 8s - loss: 0.2758 - accuracy: 0.8662
286/316 [==========================>...] - ETA: 7s - loss: 0.2760 - accuracy: 0.8660
287/316 [==========================>...] - ETA: 7s - loss: 0.2757 - accuracy: 0.8661
288/316 [==========================>...] - ETA: 7s - loss: 0.2761 - accuracy: 0.8659
289/316 [==========================>...] - ETA: 7s - loss: 0.2758 - accuracy: 0.8659
290/316 [==========================>...] - ETA: 6s - loss: 0.2758 - accuracy: 0.8662
291/316 [==========================>...] - ETA: 6s - loss: 0.2757 - accuracy: 0.8662
292/316 [==========================>...] - ETA: 6s - loss: 0.2756 - accuracy: 0.8660
293/316 [==========================>...] - ETA: 5s - loss: 0.2755 - accuracy: 0.8660
294/316 [==========================>...] - ETA: 5s - loss: 0.2752 - accuracy: 0.8663
295/316 [===========================>..] - ETA: 5s - loss: 0.2746 - accuracy: 0.8667
296/316 [===========================>..] - ETA: 5s - loss: 0.2746 - accuracy: 0.8666
297/316 [===========================>..] - ETA: 4s - loss: 0.2752 - accuracy: 0.8662
298/316 [===========================>..] - ETA: 4s - loss: 0.2755 - accuracy: 0.8656
299/316 [===========================>..] - ETA: 4s - loss: 0.2752 - accuracy: 0.8658
300/316 [===========================>..] - ETA: 4s - loss: 0.2749 - accuracy: 0.8660
301/316 [===========================>..] - ETA: 3s - loss: 0.2749 - accuracy: 0.8663
302/316 [===========================>..] - ETA: 3s - loss: 0.2745 - accuracy: 0.8665
303/316 [===========================>..] - ETA: 3s - loss: 0.2741 - accuracy: 0.8667
304/316 [===========================>..] - ETA: 3s - loss: 0.2741 - accuracy: 0.8668
305/316 [===========================>..] - ETA: 2s - loss: 0.2738 - accuracy: 0.8670
306/316 [============================>.] - ETA: 2s - loss: 0.2739 - accuracy: 0.8670
307/316 [============================>.] - ETA: 2s - loss: 0.2733 - accuracy: 0.8673
308/316 [============================>.] - ETA: 2s - loss: 0.2742 - accuracy: 0.8667
309/316 [============================>.] - ETA: 1s - loss: 0.2739 - accuracy: 0.8667
310/316 [============================>.] - ETA: 1s - loss: 0.2744 - accuracy: 0.8665
311/316 [============================>.] - ETA: 1s - loss: 0.2737 - accuracy: 0.8670
312/316 [============================>.] - ETA: 1s - loss: 0.2732 - accuracy: 0.8672
313/316 [============================>.] - ETA: 0s - loss: 0.2731 - accuracy: 0.8672
314/316 [============================>.] - ETA: 0s - loss: 0.2728 - accuracy: 0.8674
315/316 [============================>.] - ETA: 0s - loss: 0.2724 - accuracy: 0.8679
316/316 [==============================] - 81s 256ms/step - loss: 0.2724 - accuracy: 0.8678

316/316 [==============================] - 85s 270ms/step - loss: 0.2724 - accuracy: 0.8678 - val_loss: 0.3456 - val_accuracy: 0.8415
Epoch 80/100

  1/316 [..............................] - ETA: 1:02 - loss: 0.0802 - accuracy: 1.0000
  2/316 [..............................] - ETA: 1:28 - loss: 0.1358 - accuracy: 0.9688
  3/316 [..............................] - ETA: 2:11 - loss: 0.1451 - accuracy: 0.9583
  4/316 [..............................] - ETA: 2:13 - loss: 0.1713 - accuracy: 0.9219
  5/316 [..............................] - ETA: 1:54 - loss: 0.1634 - accuracy: 0.9250
  6/316 [..............................] - ETA: 1:42 - loss: 0.1967 - accuracy: 0.9062
  7/316 [..............................] - ETA: 1:34 - loss: 0.2044 - accuracy: 0.9107
  8/316 [..............................] - ETA: 1:29 - loss: 0.2388 - accuracy: 0.9062
  9/316 [..............................] - ETA: 1:25 - loss: 0.2260 - accuracy: 0.9097
 10/316 [..............................] - ETA: 1:22 - loss: 0.2242 - accuracy: 0.9062
 11/316 [>.............................] - ETA: 1:20 - loss: 0.2394 - accuracy: 0.8977
 12/316 [>.............................] - ETA: 1:17 - loss: 0.2271 - accuracy: 0.9062
 13/316 [>.............................] - ETA: 1:15 - loss: 0.2305 - accuracy: 0.8990
 14/316 [>.............................] - ETA: 1:15 - loss: 0.2314 - accuracy: 0.8973
 15/316 [>.............................] - ETA: 1:21 - loss: 0.2274 - accuracy: 0.9000
 16/316 [>.............................] - ETA: 1:27 - loss: 0.2307 - accuracy: 0.8984
 17/316 [>.............................] - ETA: 1:31 - loss: 0.2449 - accuracy: 0.8897
 18/316 [>.............................] - ETA: 1:33 - loss: 0.2419 - accuracy: 0.8924
 19/316 [>.............................] - ETA: 1:31 - loss: 0.2479 - accuracy: 0.8882
 20/316 [>.............................] - ETA: 1:29 - loss: 0.2458 - accuracy: 0.8875
 21/316 [>.............................] - ETA: 1:27 - loss: 0.2460 - accuracy: 0.8899
 22/316 [=>............................] - ETA: 1:25 - loss: 0.2478 - accuracy: 0.8864
 23/316 [=>............................] - ETA: 1:23 - loss: 0.2480 - accuracy: 0.8886
 24/316 [=>............................] - ETA: 1:22 - loss: 0.2459 - accuracy: 0.8906
 25/316 [=>............................] - ETA: 1:20 - loss: 0.2515 - accuracy: 0.8875
 26/316 [=>............................] - ETA: 1:19 - loss: 0.2524 - accuracy: 0.8846
 27/316 [=>............................] - ETA: 1:18 - loss: 0.2534 - accuracy: 0.8819
 28/316 [=>............................] - ETA: 1:18 - loss: 0.2571 - accuracy: 0.8772
 29/316 [=>............................] - ETA: 1:21 - loss: 0.2557 - accuracy: 0.8772
 30/316 [=>............................] - ETA: 1:23 - loss: 0.2539 - accuracy: 0.8771
 31/316 [=>............................] - ETA: 1:25 - loss: 0.2543 - accuracy: 0.8790
 32/316 [==>...........................] - ETA: 1:25 - loss: 0.2565 - accuracy: 0.8789
 33/316 [==>...........................] - ETA: 1:24 - loss: 0.2607 - accuracy: 0.8769
 34/316 [==>...........................] - ETA: 1:23 - loss: 0.2587 - accuracy: 0.8787
 35/316 [==>...........................] - ETA: 1:22 - loss: 0.2569 - accuracy: 0.8786
 36/316 [==>...........................] - ETA: 1:20 - loss: 0.2580 - accuracy: 0.8767
 37/316 [==>...........................] - ETA: 1:19 - loss: 0.2633 - accuracy: 0.8750
 38/316 [==>...........................] - ETA: 1:18 - loss: 0.2675 - accuracy: 0.8717
 39/316 [==>...........................] - ETA: 1:18 - loss: 0.2666 - accuracy: 0.8702
 40/316 [==>...........................] - ETA: 1:17 - loss: 0.2636 - accuracy: 0.8719
 41/316 [==>...........................] - ETA: 1:16 - loss: 0.2640 - accuracy: 0.8689
 42/316 [==>...........................] - ETA: 1:15 - loss: 0.2626 - accuracy: 0.8690
 43/316 [===>..........................] - ETA: 1:14 - loss: 0.2609 - accuracy: 0.8692
 44/316 [===>..........................] - ETA: 1:13 - loss: 0.2600 - accuracy: 0.8693
 45/316 [===>..........................] - ETA: 1:12 - loss: 0.2595 - accuracy: 0.8694
 46/316 [===>..........................] - ETA: 1:12 - loss: 0.2573 - accuracy: 0.8709
 47/316 [===>..........................] - ETA: 1:11 - loss: 0.2613 - accuracy: 0.8684
 48/316 [===>..........................] - ETA: 1:13 - loss: 0.2600 - accuracy: 0.8698
 49/316 [===>..........................] - ETA: 1:14 - loss: 0.2613 - accuracy: 0.8661
 50/316 [===>..........................] - ETA: 1:13 - loss: 0.2652 - accuracy: 0.8625
 51/316 [===>..........................] - ETA: 1:13 - loss: 0.2658 - accuracy: 0.8615
 52/316 [===>..........................] - ETA: 1:12 - loss: 0.2744 - accuracy: 0.8606
 53/316 [====>.........................] - ETA: 1:11 - loss: 0.2815 - accuracy: 0.8573
 54/316 [====>.........................] - ETA: 1:10 - loss: 0.2804 - accuracy: 0.8576
 55/316 [====>.........................] - ETA: 1:10 - loss: 0.2822 - accuracy: 0.8591
 56/316 [====>.........................] - ETA: 1:09 - loss: 0.2811 - accuracy: 0.8594
 57/316 [====>.........................] - ETA: 1:08 - loss: 0.2816 - accuracy: 0.8596
 58/316 [====>.........................] - ETA: 1:08 - loss: 0.2789 - accuracy: 0.8610
 59/316 [====>.........................] - ETA: 1:07 - loss: 0.2780 - accuracy: 0.8633
 60/316 [====>.........................] - ETA: 1:07 - loss: 0.2756 - accuracy: 0.8646
 61/316 [====>.........................] - ETA: 1:06 - loss: 0.2754 - accuracy: 0.8637
 62/316 [====>.........................] - ETA: 1:06 - loss: 0.2752 - accuracy: 0.8639
 63/316 [====>.........................] - ETA: 1:05 - loss: 0.2830 - accuracy: 0.8611
 64/316 [=====>........................] - ETA: 1:05 - loss: 0.2844 - accuracy: 0.8604
 65/316 [=====>........................] - ETA: 1:06 - loss: 0.2810 - accuracy: 0.8625
 66/316 [=====>........................] - ETA: 1:06 - loss: 0.2859 - accuracy: 0.8589
 67/316 [=====>........................] - ETA: 1:06 - loss: 0.2855 - accuracy: 0.8591
 68/316 [=====>........................] - ETA: 1:05 - loss: 0.2854 - accuracy: 0.8603
 69/316 [=====>........................] - ETA: 1:05 - loss: 0.2871 - accuracy: 0.8596
 70/316 [=====>........................] - ETA: 1:04 - loss: 0.2857 - accuracy: 0.8607
 71/316 [=====>........................] - ETA: 1:04 - loss: 0.2845 - accuracy: 0.8627
 72/316 [=====>........................] - ETA: 1:03 - loss: 0.2829 - accuracy: 0.8637
 73/316 [=====>........................] - ETA: 1:03 - loss: 0.2818 - accuracy: 0.8647
 74/316 [======>.......................] - ETA: 1:02 - loss: 0.2886 - accuracy: 0.8649
 75/316 [======>.......................] - ETA: 1:02 - loss: 0.2887 - accuracy: 0.8658
 76/316 [======>.......................] - ETA: 1:01 - loss: 0.2882 - accuracy: 0.8668
 77/316 [======>.......................] - ETA: 1:01 - loss: 0.2876 - accuracy: 0.8661
 78/316 [======>.......................] - ETA: 1:00 - loss: 0.2859 - accuracy: 0.8678
 79/316 [======>.......................] - ETA: 1:00 - loss: 0.2872 - accuracy: 0.8671
 80/316 [======>.......................] - ETA: 1:00 - loss: 0.2853 - accuracy: 0.8680
 81/316 [======>.......................] - ETA: 59s - loss: 0.2847 - accuracy: 0.8681 
 82/316 [======>.......................] - ETA: 1:00 - loss: 0.2842 - accuracy: 0.8681
 83/316 [======>.......................] - ETA: 1:00 - loss: 0.2854 - accuracy: 0.8682
 84/316 [======>.......................] - ETA: 1:00 - loss: 0.2851 - accuracy: 0.8690
 85/316 [=======>......................] - ETA: 1:00 - loss: 0.2847 - accuracy: 0.8699
 86/316 [=======>......................] - ETA: 59s - loss: 0.2848 - accuracy: 0.8699 
 87/316 [=======>......................] - ETA: 59s - loss: 0.2848 - accuracy: 0.8693
 88/316 [=======>......................] - ETA: 58s - loss: 0.2889 - accuracy: 0.8658
 89/316 [=======>......................] - ETA: 58s - loss: 0.2882 - accuracy: 0.8659
 90/316 [=======>......................] - ETA: 57s - loss: 0.2878 - accuracy: 0.8660
 91/316 [=======>......................] - ETA: 57s - loss: 0.2875 - accuracy: 0.8661
 92/316 [=======>......................] - ETA: 57s - loss: 0.2870 - accuracy: 0.8662
 93/316 [=======>......................] - ETA: 56s - loss: 0.2858 - accuracy: 0.8669
 94/316 [=======>......................] - ETA: 56s - loss: 0.2860 - accuracy: 0.8664
 95/316 [========>.....................] - ETA: 55s - loss: 0.2893 - accuracy: 0.8638
 96/316 [========>.....................] - ETA: 55s - loss: 0.2883 - accuracy: 0.8639
 97/316 [========>.....................] - ETA: 55s - loss: 0.2867 - accuracy: 0.8653
 98/316 [========>.....................] - ETA: 54s - loss: 0.2862 - accuracy: 0.8654
 99/316 [========>.....................] - ETA: 55s - loss: 0.2845 - accuracy: 0.8662
100/316 [========>.....................] - ETA: 55s - loss: 0.2843 - accuracy: 0.8662
101/316 [========>.....................] - ETA: 55s - loss: 0.2837 - accuracy: 0.8663
102/316 [========>.....................] - ETA: 54s - loss: 0.2826 - accuracy: 0.8664
103/316 [========>.....................] - ETA: 54s - loss: 0.2818 - accuracy: 0.8665
104/316 [========>.....................] - ETA: 54s - loss: 0.2831 - accuracy: 0.8660
105/316 [========>.....................] - ETA: 54s - loss: 0.2842 - accuracy: 0.8655
106/316 [=========>....................] - ETA: 54s - loss: 0.2834 - accuracy: 0.8656
107/316 [=========>....................] - ETA: 54s - loss: 0.2824 - accuracy: 0.8662
108/316 [=========>....................] - ETA: 53s - loss: 0.2822 - accuracy: 0.8669
109/316 [=========>....................] - ETA: 53s - loss: 0.2832 - accuracy: 0.8658
110/316 [=========>....................] - ETA: 53s - loss: 0.2821 - accuracy: 0.8665
111/316 [=========>....................] - ETA: 52s - loss: 0.2818 - accuracy: 0.8671
112/316 [=========>....................] - ETA: 53s - loss: 0.2832 - accuracy: 0.8666
113/316 [=========>....................] - ETA: 53s - loss: 0.2842 - accuracy: 0.8650
114/316 [=========>....................] - ETA: 53s - loss: 0.2830 - accuracy: 0.8662
115/316 [=========>....................] - ETA: 52s - loss: 0.2835 - accuracy: 0.8668
116/316 [==========>...................] - ETA: 52s - loss: 0.2833 - accuracy: 0.8675
117/316 [==========>...................] - ETA: 51s - loss: 0.2820 - accuracy: 0.8686
118/316 [==========>...................] - ETA: 51s - loss: 0.2824 - accuracy: 0.8686
119/316 [==========>...................] - ETA: 51s - loss: 0.2812 - accuracy: 0.8692
120/316 [==========>...................] - ETA: 50s - loss: 0.2810 - accuracy: 0.8693
121/316 [==========>...................] - ETA: 50s - loss: 0.2799 - accuracy: 0.8698
122/316 [==========>...................] - ETA: 50s - loss: 0.2802 - accuracy: 0.8694
123/316 [==========>...................] - ETA: 49s - loss: 0.2793 - accuracy: 0.8699
124/316 [==========>...................] - ETA: 49s - loss: 0.2802 - accuracy: 0.8684
125/316 [==========>...................] - ETA: 48s - loss: 0.2801 - accuracy: 0.8685
126/316 [==========>...................] - ETA: 48s - loss: 0.2800 - accuracy: 0.8681
127/316 [===========>..................] - ETA: 48s - loss: 0.2783 - accuracy: 0.8691
128/316 [===========>..................] - ETA: 47s - loss: 0.2791 - accuracy: 0.8691
129/316 [===========>..................] - ETA: 48s - loss: 0.2813 - accuracy: 0.8687
130/316 [===========>..................] - ETA: 48s - loss: 0.2814 - accuracy: 0.8683
131/316 [===========>..................] - ETA: 47s - loss: 0.2810 - accuracy: 0.8688
132/316 [===========>..................] - ETA: 47s - loss: 0.2797 - accuracy: 0.8698
133/316 [===========>..................] - ETA: 47s - loss: 0.2784 - accuracy: 0.8703
134/316 [===========>..................] - ETA: 46s - loss: 0.2810 - accuracy: 0.8685
135/316 [===========>..................] - ETA: 46s - loss: 0.2810 - accuracy: 0.8690
136/316 [===========>..................] - ETA: 46s - loss: 0.2817 - accuracy: 0.8681
137/316 [============>.................] - ETA: 45s - loss: 0.2819 - accuracy: 0.8682
138/316 [============>.................] - ETA: 45s - loss: 0.2816 - accuracy: 0.8682
139/316 [============>.................] - ETA: 45s - loss: 0.2799 - accuracy: 0.8692
140/316 [============>.................] - ETA: 44s - loss: 0.2788 - accuracy: 0.8696
141/316 [============>.................] - ETA: 44s - loss: 0.2784 - accuracy: 0.8701
142/316 [============>.................] - ETA: 44s - loss: 0.2783 - accuracy: 0.8702
143/316 [============>.................] - ETA: 43s - loss: 0.2785 - accuracy: 0.8698
144/316 [============>.................] - ETA: 43s - loss: 0.2775 - accuracy: 0.8702
145/316 [============>.................] - ETA: 43s - loss: 0.2784 - accuracy: 0.8703
146/316 [============>.................] - ETA: 43s - loss: 0.2775 - accuracy: 0.8703
147/316 [============>.................] - ETA: 43s - loss: 0.2776 - accuracy: 0.8699
148/316 [=============>................] - ETA: 43s - loss: 0.2789 - accuracy: 0.8687
149/316 [=============>................] - ETA: 42s - loss: 0.2786 - accuracy: 0.8687
150/316 [=============>................] - ETA: 42s - loss: 0.2783 - accuracy: 0.8692
151/316 [=============>................] - ETA: 42s - loss: 0.2784 - accuracy: 0.8688
152/316 [=============>................] - ETA: 41s - loss: 0.2789 - accuracy: 0.8688
153/316 [=============>................] - ETA: 41s - loss: 0.2789 - accuracy: 0.8689
154/316 [=============>................] - ETA: 41s - loss: 0.2799 - accuracy: 0.8677
155/316 [=============>................] - ETA: 40s - loss: 0.2804 - accuracy: 0.8669
156/316 [=============>................] - ETA: 40s - loss: 0.2791 - accuracy: 0.8678
157/316 [=============>................] - ETA: 40s - loss: 0.2793 - accuracy: 0.8678
158/316 [==============>...............] - ETA: 39s - loss: 0.2788 - accuracy: 0.8687
159/316 [==============>...............] - ETA: 39s - loss: 0.2783 - accuracy: 0.8695
160/316 [==============>...............] - ETA: 39s - loss: 0.2780 - accuracy: 0.8695
161/316 [==============>...............] - ETA: 39s - loss: 0.2788 - accuracy: 0.8692
162/316 [==============>...............] - ETA: 38s - loss: 0.2787 - accuracy: 0.8688
163/316 [==============>...............] - ETA: 38s - loss: 0.2789 - accuracy: 0.8685
164/316 [==============>...............] - ETA: 38s - loss: 0.2790 - accuracy: 0.8681
165/316 [==============>...............] - ETA: 38s - loss: 0.2790 - accuracy: 0.8682
166/316 [==============>...............] - ETA: 38s - loss: 0.2788 - accuracy: 0.8686
167/316 [==============>...............] - ETA: 37s - loss: 0.2780 - accuracy: 0.8690
168/316 [==============>...............] - ETA: 37s - loss: 0.2776 - accuracy: 0.8694
169/316 [===============>..............] - ETA: 37s - loss: 0.2765 - accuracy: 0.8702
170/316 [===============>..............] - ETA: 37s - loss: 0.2765 - accuracy: 0.8702
171/316 [===============>..............] - ETA: 37s - loss: 0.2771 - accuracy: 0.8699
172/316 [===============>..............] - ETA: 36s - loss: 0.2765 - accuracy: 0.8699
173/316 [===============>..............] - ETA: 36s - loss: 0.2761 - accuracy: 0.8703
174/316 [===============>..............] - ETA: 36s - loss: 0.2758 - accuracy: 0.8700
175/316 [===============>..............] - ETA: 35s - loss: 0.2764 - accuracy: 0.8696
176/316 [===============>..............] - ETA: 35s - loss: 0.2765 - accuracy: 0.8697
177/316 [===============>..............] - ETA: 35s - loss: 0.2763 - accuracy: 0.8701
178/316 [===============>..............] - ETA: 35s - loss: 0.2763 - accuracy: 0.8701
179/316 [===============>..............] - ETA: 35s - loss: 0.2762 - accuracy: 0.8701
180/316 [================>.............] - ETA: 35s - loss: 0.2764 - accuracy: 0.8698
181/316 [================>.............] - ETA: 34s - loss: 0.2756 - accuracy: 0.8698
182/316 [================>.............] - ETA: 34s - loss: 0.2758 - accuracy: 0.8695
183/316 [================>.............] - ETA: 34s - loss: 0.2768 - accuracy: 0.8692
184/316 [================>.............] - ETA: 33s - loss: 0.2762 - accuracy: 0.8696
185/316 [================>.............] - ETA: 33s - loss: 0.2769 - accuracy: 0.8693
186/316 [================>.............] - ETA: 33s - loss: 0.2757 - accuracy: 0.8700
187/316 [================>.............] - ETA: 32s - loss: 0.2755 - accuracy: 0.8703
188/316 [================>.............] - ETA: 32s - loss: 0.2751 - accuracy: 0.8703
189/316 [================>.............] - ETA: 32s - loss: 0.2744 - accuracy: 0.8707
190/316 [=================>............] - ETA: 32s - loss: 0.2735 - accuracy: 0.8714
191/316 [=================>............] - ETA: 31s - loss: 0.2732 - accuracy: 0.8717
192/316 [=================>............] - ETA: 31s - loss: 0.2730 - accuracy: 0.8717
193/316 [=================>............] - ETA: 31s - loss: 0.2731 - accuracy: 0.8718
194/316 [=================>............] - ETA: 31s - loss: 0.2732 - accuracy: 0.8715
195/316 [=================>............] - ETA: 31s - loss: 0.2732 - accuracy: 0.8715
196/316 [=================>............] - ETA: 31s - loss: 0.2744 - accuracy: 0.8705
197/316 [=================>............] - ETA: 30s - loss: 0.2737 - accuracy: 0.8709
198/316 [=================>............] - ETA: 30s - loss: 0.2758 - accuracy: 0.8696
199/316 [=================>............] - ETA: 30s - loss: 0.2760 - accuracy: 0.8693
200/316 [=================>............] - ETA: 29s - loss: 0.2762 - accuracy: 0.8691
201/316 [==================>...........] - ETA: 29s - loss: 0.2759 - accuracy: 0.8691
202/316 [==================>...........] - ETA: 29s - loss: 0.2753 - accuracy: 0.8694
203/316 [==================>...........] - ETA: 29s - loss: 0.2744 - accuracy: 0.8701
204/316 [==================>...........] - ETA: 28s - loss: 0.2739 - accuracy: 0.8707
205/316 [==================>...........] - ETA: 28s - loss: 0.2731 - accuracy: 0.8713
206/316 [==================>...........] - ETA: 28s - loss: 0.2728 - accuracy: 0.8717
207/316 [==================>...........] - ETA: 27s - loss: 0.2723 - accuracy: 0.8717
208/316 [==================>...........] - ETA: 27s - loss: 0.2722 - accuracy: 0.8714
209/316 [==================>...........] - ETA: 27s - loss: 0.2715 - accuracy: 0.8717
210/316 [==================>...........] - ETA: 27s - loss: 0.2710 - accuracy: 0.8720
211/316 [===================>..........] - ETA: 26s - loss: 0.2707 - accuracy: 0.8720
212/316 [===================>..........] - ETA: 26s - loss: 0.2714 - accuracy: 0.8721
213/316 [===================>..........] - ETA: 26s - loss: 0.2716 - accuracy: 0.8721
214/316 [===================>..........] - ETA: 26s - loss: 0.2717 - accuracy: 0.8721
215/316 [===================>..........] - ETA: 26s - loss: 0.2728 - accuracy: 0.8715
216/316 [===================>..........] - ETA: 25s - loss: 0.2724 - accuracy: 0.8721
217/316 [===================>..........] - ETA: 25s - loss: 0.2723 - accuracy: 0.8721
218/316 [===================>..........] - ETA: 25s - loss: 0.2720 - accuracy: 0.8718
219/316 [===================>..........] - ETA: 25s - loss: 0.2713 - accuracy: 0.8724
220/316 [===================>..........] - ETA: 24s - loss: 0.2714 - accuracy: 0.8724
221/316 [===================>..........] - ETA: 24s - loss: 0.2713 - accuracy: 0.8730
222/316 [====================>.........] - ETA: 24s - loss: 0.2710 - accuracy: 0.8730
223/316 [====================>.........] - ETA: 23s - loss: 0.2704 - accuracy: 0.8736
224/316 [====================>.........] - ETA: 23s - loss: 0.2702 - accuracy: 0.8736
225/316 [====================>.........] - ETA: 23s - loss: 0.2701 - accuracy: 0.8736
226/316 [====================>.........] - ETA: 23s - loss: 0.2701 - accuracy: 0.8739
227/316 [====================>.........] - ETA: 22s - loss: 0.2704 - accuracy: 0.8739
228/316 [====================>.........] - ETA: 22s - loss: 0.2707 - accuracy: 0.8739
229/316 [====================>.........] - ETA: 22s - loss: 0.2702 - accuracy: 0.8742
230/316 [====================>.........] - ETA: 21s - loss: 0.2709 - accuracy: 0.8742
231/316 [====================>.........] - ETA: 21s - loss: 0.2714 - accuracy: 0.8739
232/316 [=====================>........] - ETA: 21s - loss: 0.2716 - accuracy: 0.8739
233/316 [=====================>........] - ETA: 21s - loss: 0.2711 - accuracy: 0.8742
234/316 [=====================>........] - ETA: 21s - loss: 0.2704 - accuracy: 0.8747
235/316 [=====================>........] - ETA: 20s - loss: 0.2717 - accuracy: 0.8742
236/316 [=====================>........] - ETA: 20s - loss: 0.2712 - accuracy: 0.8745
237/316 [=====================>........] - ETA: 20s - loss: 0.2708 - accuracy: 0.8747
238/316 [=====================>........] - ETA: 20s - loss: 0.2706 - accuracy: 0.8747
239/316 [=====================>........] - ETA: 19s - loss: 0.2714 - accuracy: 0.8745
240/316 [=====================>........] - ETA: 19s - loss: 0.2713 - accuracy: 0.8745
241/316 [=====================>........] - ETA: 19s - loss: 0.2712 - accuracy: 0.8745
242/316 [=====================>........] - ETA: 19s - loss: 0.2714 - accuracy: 0.8745
243/316 [======================>.......] - ETA: 18s - loss: 0.2712 - accuracy: 0.8747
244/316 [======================>.......] - ETA: 18s - loss: 0.2709 - accuracy: 0.8747
245/316 [======================>.......] - ETA: 18s - loss: 0.2720 - accuracy: 0.8742
246/316 [======================>.......] - ETA: 18s - loss: 0.2728 - accuracy: 0.8740
247/316 [======================>.......] - ETA: 17s - loss: 0.2734 - accuracy: 0.8740
248/316 [======================>.......] - ETA: 17s - loss: 0.2730 - accuracy: 0.8742
249/316 [======================>.......] - ETA: 17s - loss: 0.2728 - accuracy: 0.8745
250/316 [======================>.......] - ETA: 17s - loss: 0.2726 - accuracy: 0.8748
251/316 [======================>.......] - ETA: 16s - loss: 0.2727 - accuracy: 0.8748
252/316 [======================>.......] - ETA: 16s - loss: 0.2729 - accuracy: 0.8745
253/316 [=======================>......] - ETA: 16s - loss: 0.2730 - accuracy: 0.8748
254/316 [=======================>......] - ETA: 15s - loss: 0.2725 - accuracy: 0.8752
255/316 [=======================>......] - ETA: 15s - loss: 0.2723 - accuracy: 0.8752
256/316 [=======================>......] - ETA: 15s - loss: 0.2720 - accuracy: 0.8755
257/316 [=======================>......] - ETA: 15s - loss: 0.2717 - accuracy: 0.8757
258/316 [=======================>......] - ETA: 14s - loss: 0.2715 - accuracy: 0.8757
259/316 [=======================>......] - ETA: 14s - loss: 0.2712 - accuracy: 0.8757
260/316 [=======================>......] - ETA: 14s - loss: 0.2714 - accuracy: 0.8755
261/316 [=======================>......] - ETA: 14s - loss: 0.2720 - accuracy: 0.8750
262/316 [=======================>......] - ETA: 13s - loss: 0.2720 - accuracy: 0.8750
263/316 [=======================>......] - ETA: 13s - loss: 0.2717 - accuracy: 0.8752
264/316 [========================>.....] - ETA: 13s - loss: 0.2717 - accuracy: 0.8752
265/316 [========================>.....] - ETA: 13s - loss: 0.2716 - accuracy: 0.8752
266/316 [========================>.....] - ETA: 12s - loss: 0.2711 - accuracy: 0.8757
267/316 [========================>.....] - ETA: 12s - loss: 0.2709 - accuracy: 0.8759
268/316 [========================>.....] - ETA: 12s - loss: 0.2712 - accuracy: 0.8757
269/316 [========================>.....] - ETA: 12s - loss: 0.2713 - accuracy: 0.8757
270/316 [========================>.....] - ETA: 11s - loss: 0.2711 - accuracy: 0.8757
271/316 [========================>.....] - ETA: 11s - loss: 0.2718 - accuracy: 0.8750
272/316 [========================>.....] - ETA: 11s - loss: 0.2719 - accuracy: 0.8745
273/316 [========================>.....] - ETA: 11s - loss: 0.2716 - accuracy: 0.8748
274/316 [=========================>....] - ETA: 10s - loss: 0.2720 - accuracy: 0.8745
275/316 [=========================>....] - ETA: 10s - loss: 0.2719 - accuracy: 0.8748
276/316 [=========================>....] - ETA: 10s - loss: 0.2720 - accuracy: 0.8748
277/316 [=========================>....] - ETA: 10s - loss: 0.2717 - accuracy: 0.8748
278/316 [=========================>....] - ETA: 9s - loss: 0.2718 - accuracy: 0.8748 
279/316 [=========================>....] - ETA: 9s - loss: 0.2716 - accuracy: 0.8750
280/316 [=========================>....] - ETA: 9s - loss: 0.2712 - accuracy: 0.8750
281/316 [=========================>....] - ETA: 8s - loss: 0.2712 - accuracy: 0.8748
282/316 [=========================>....] - ETA: 8s - loss: 0.2709 - accuracy: 0.8750
283/316 [=========================>....] - ETA: 8s - loss: 0.2711 - accuracy: 0.8750
284/316 [=========================>....] - ETA: 8s - loss: 0.2712 - accuracy: 0.8752
285/316 [==========================>...] - ETA: 8s - loss: 0.2714 - accuracy: 0.8750
286/316 [==========================>...] - ETA: 7s - loss: 0.2717 - accuracy: 0.8748
287/316 [==========================>...] - ETA: 7s - loss: 0.2713 - accuracy: 0.8750
288/316 [==========================>...] - ETA: 7s - loss: 0.2714 - accuracy: 0.8750
289/316 [==========================>...] - ETA: 6s - loss: 0.2717 - accuracy: 0.8748
290/316 [==========================>...] - ETA: 6s - loss: 0.2717 - accuracy: 0.8748
291/316 [==========================>...] - ETA: 6s - loss: 0.2718 - accuracy: 0.8744
292/316 [==========================>...] - ETA: 6s - loss: 0.2718 - accuracy: 0.8741
293/316 [==========================>...] - ETA: 5s - loss: 0.2722 - accuracy: 0.8739
294/316 [==========================>...] - ETA: 5s - loss: 0.2721 - accuracy: 0.8739
295/316 [===========================>..] - ETA: 5s - loss: 0.2717 - accuracy: 0.8742
296/316 [===========================>..] - ETA: 5s - loss: 0.2718 - accuracy: 0.8739
297/316 [===========================>..] - ETA: 4s - loss: 0.2716 - accuracy: 0.8739
298/316 [===========================>..] - ETA: 4s - loss: 0.2717 - accuracy: 0.8740
299/316 [===========================>..] - ETA: 4s - loss: 0.2714 - accuracy: 0.8740
300/316 [===========================>..] - ETA: 4s - loss: 0.2714 - accuracy: 0.8737
301/316 [===========================>..] - ETA: 3s - loss: 0.2714 - accuracy: 0.8738
302/316 [===========================>..] - ETA: 3s - loss: 0.2713 - accuracy: 0.8738
303/316 [===========================>..] - ETA: 3s - loss: 0.2711 - accuracy: 0.8738
304/316 [===========================>..] - ETA: 3s - loss: 0.2716 - accuracy: 0.8731
305/316 [===========================>..] - ETA: 2s - loss: 0.2713 - accuracy: 0.8734
306/316 [============================>.] - ETA: 2s - loss: 0.2720 - accuracy: 0.8730
307/316 [============================>.] - ETA: 2s - loss: 0.2727 - accuracy: 0.8726
308/316 [============================>.] - ETA: 2s - loss: 0.2729 - accuracy: 0.8724
309/316 [============================>.] - ETA: 1s - loss: 0.2728 - accuracy: 0.8726
310/316 [============================>.] - ETA: 1s - loss: 0.2726 - accuracy: 0.8728
311/316 [============================>.] - ETA: 1s - loss: 0.2720 - accuracy: 0.8730
312/316 [============================>.] - ETA: 1s - loss: 0.2722 - accuracy: 0.8728
313/316 [============================>.] - ETA: 0s - loss: 0.2727 - accuracy: 0.8728
314/316 [============================>.] - ETA: 0s - loss: 0.2726 - accuracy: 0.8730
315/316 [============================>.] - ETA: 0s - loss: 0.2726 - accuracy: 0.8732
316/316 [==============================] - 82s 260ms/step - loss: 0.2725 - accuracy: 0.8734

316/316 [==============================] - 86s 273ms/step - loss: 0.2725 - accuracy: 0.8734 - val_loss: 0.2470 - val_accuracy: 0.8708
Epoch 81/100

  1/316 [..............................] - ETA: 1:07 - loss: 0.2049 - accuracy: 0.8750
  2/316 [..............................] - ETA: 59s - loss: 0.2476 - accuracy: 0.8750 
  3/316 [..............................] - ETA: 1:01 - loss: 0.2033 - accuracy: 0.9167
  4/316 [..............................] - ETA: 1:00 - loss: 0.2235 - accuracy: 0.9062
  5/316 [..............................] - ETA: 59s - loss: 0.2118 - accuracy: 0.9125 
  6/316 [..............................] - ETA: 59s - loss: 0.1921 - accuracy: 0.9167
  7/316 [..............................] - ETA: 58s - loss: 0.2096 - accuracy: 0.9196
  8/316 [..............................] - ETA: 59s - loss: 0.2166 - accuracy: 0.9141
  9/316 [..............................] - ETA: 58s - loss: 0.2313 - accuracy: 0.9028
 10/316 [..............................] - ETA: 58s - loss: 0.2340 - accuracy: 0.8938
 11/316 [>.............................] - ETA: 58s - loss: 0.2222 - accuracy: 0.8977
 12/316 [>.............................] - ETA: 58s - loss: 0.2220 - accuracy: 0.9010
 13/316 [>.............................] - ETA: 57s - loss: 0.2316 - accuracy: 0.8894
 14/316 [>.............................] - ETA: 57s - loss: 0.2360 - accuracy: 0.8795
 15/316 [>.............................] - ETA: 1:02 - loss: 0.2384 - accuracy: 0.8833
 16/316 [>.............................] - ETA: 1:09 - loss: 0.2411 - accuracy: 0.8828
 17/316 [>.............................] - ETA: 1:09 - loss: 0.2314 - accuracy: 0.8897
 18/316 [>.............................] - ETA: 1:08 - loss: 0.2264 - accuracy: 0.8924
 19/316 [>.............................] - ETA: 1:07 - loss: 0.2299 - accuracy: 0.8914
 20/316 [>.............................] - ETA: 1:07 - loss: 0.2254 - accuracy: 0.8938
 21/316 [>.............................] - ETA: 1:06 - loss: 0.2314 - accuracy: 0.8899
 22/316 [=>............................] - ETA: 1:05 - loss: 0.2334 - accuracy: 0.8835
 23/316 [=>............................] - ETA: 1:04 - loss: 0.2311 - accuracy: 0.8859
 24/316 [=>............................] - ETA: 1:04 - loss: 0.2280 - accuracy: 0.8880
 25/316 [=>............................] - ETA: 1:03 - loss: 0.2283 - accuracy: 0.8875
 26/316 [=>............................] - ETA: 1:03 - loss: 0.2315 - accuracy: 0.8870
 27/316 [=>............................] - ETA: 1:02 - loss: 0.2380 - accuracy: 0.8819
 28/316 [=>............................] - ETA: 1:02 - loss: 0.2497 - accuracy: 0.8795
 29/316 [=>............................] - ETA: 1:01 - loss: 0.2509 - accuracy: 0.8815
 30/316 [=>............................] - ETA: 1:01 - loss: 0.2498 - accuracy: 0.8813
 31/316 [=>............................] - ETA: 1:00 - loss: 0.2496 - accuracy: 0.8831
 32/316 [==>...........................] - ETA: 1:00 - loss: 0.2446 - accuracy: 0.8848
 33/316 [==>...........................] - ETA: 1:03 - loss: 0.2481 - accuracy: 0.8826
 34/316 [==>...........................] - ETA: 1:06 - loss: 0.2493 - accuracy: 0.8805
 35/316 [==>...........................] - ETA: 1:05 - loss: 0.2558 - accuracy: 0.8732
 36/316 [==>...........................] - ETA: 1:04 - loss: 0.2587 - accuracy: 0.8715
 37/316 [==>...........................] - ETA: 1:04 - loss: 0.2575 - accuracy: 0.8733
 38/316 [==>...........................] - ETA: 1:03 - loss: 0.2685 - accuracy: 0.8717
 39/316 [==>...........................] - ETA: 1:03 - loss: 0.2656 - accuracy: 0.8734
 40/316 [==>...........................] - ETA: 1:02 - loss: 0.2635 - accuracy: 0.8734
 41/316 [==>...........................] - ETA: 1:02 - loss: 0.2613 - accuracy: 0.8735
 42/316 [==>...........................] - ETA: 1:01 - loss: 0.2588 - accuracy: 0.8735
 43/316 [===>..........................] - ETA: 1:01 - loss: 0.2574 - accuracy: 0.8765
 44/316 [===>..........................] - ETA: 1:00 - loss: 0.2577 - accuracy: 0.8750
 45/316 [===>..........................] - ETA: 1:00 - loss: 0.2589 - accuracy: 0.8736
 46/316 [===>..........................] - ETA: 1:00 - loss: 0.2572 - accuracy: 0.8736
 47/316 [===>..........................] - ETA: 59s - loss: 0.2563 - accuracy: 0.8750 
 48/316 [===>..........................] - ETA: 59s - loss: 0.2585 - accuracy: 0.8711
 49/316 [===>..........................] - ETA: 59s - loss: 0.2596 - accuracy: 0.8699
 50/316 [===>..........................] - ETA: 1:00 - loss: 0.2654 - accuracy: 0.8650
 51/316 [===>..........................] - ETA: 1:02 - loss: 0.2664 - accuracy: 0.8652
 52/316 [===>..........................] - ETA: 1:01 - loss: 0.2649 - accuracy: 0.8666
 53/316 [====>.........................] - ETA: 1:01 - loss: 0.2657 - accuracy: 0.8667
 54/316 [====>.........................] - ETA: 1:00 - loss: 0.2628 - accuracy: 0.8681
 55/316 [====>.........................] - ETA: 1:00 - loss: 0.2618 - accuracy: 0.8705
 56/316 [====>.........................] - ETA: 1:00 - loss: 0.2608 - accuracy: 0.8717
 57/316 [====>.........................] - ETA: 59s - loss: 0.2633 - accuracy: 0.8695 
 58/316 [====>.........................] - ETA: 59s - loss: 0.2659 - accuracy: 0.8664
 59/316 [====>.........................] - ETA: 58s - loss: 0.2650 - accuracy: 0.8676
 60/316 [====>.........................] - ETA: 58s - loss: 0.2628 - accuracy: 0.8687
 61/316 [====>.........................] - ETA: 58s - loss: 0.2610 - accuracy: 0.8699
 62/316 [====>.........................] - ETA: 57s - loss: 0.2606 - accuracy: 0.8700
 63/316 [====>.........................] - ETA: 57s - loss: 0.2599 - accuracy: 0.8710
 64/316 [=====>........................] - ETA: 57s - loss: 0.2605 - accuracy: 0.8711
 65/316 [=====>........................] - ETA: 56s - loss: 0.2624 - accuracy: 0.8702
 66/316 [=====>........................] - ETA: 56s - loss: 0.2688 - accuracy: 0.8684
 67/316 [=====>........................] - ETA: 57s - loss: 0.2688 - accuracy: 0.8685
 68/316 [=====>........................] - ETA: 58s - loss: 0.2696 - accuracy: 0.8676
 69/316 [=====>........................] - ETA: 58s - loss: 0.2689 - accuracy: 0.8687
 70/316 [=====>........................] - ETA: 57s - loss: 0.2685 - accuracy: 0.8696
 71/316 [=====>........................] - ETA: 57s - loss: 0.2667 - accuracy: 0.8706
 72/316 [=====>........................] - ETA: 56s - loss: 0.2667 - accuracy: 0.8707
 73/316 [=====>........................] - ETA: 56s - loss: 0.2678 - accuracy: 0.8699
 74/316 [======>.......................] - ETA: 56s - loss: 0.2670 - accuracy: 0.8699
 75/316 [======>.......................] - ETA: 55s - loss: 0.2667 - accuracy: 0.8700
 76/316 [======>.......................] - ETA: 55s - loss: 0.2672 - accuracy: 0.8692
 77/316 [======>.......................] - ETA: 55s - loss: 0.2666 - accuracy: 0.8693
 78/316 [======>.......................] - ETA: 54s - loss: 0.2650 - accuracy: 0.8702
 79/316 [======>.......................] - ETA: 54s - loss: 0.2638 - accuracy: 0.8710
 80/316 [======>.......................] - ETA: 53s - loss: 0.2625 - accuracy: 0.8719
 81/316 [======>.......................] - ETA: 53s - loss: 0.2605 - accuracy: 0.8735
 82/316 [======>.......................] - ETA: 53s - loss: 0.2591 - accuracy: 0.8742
 83/316 [======>.......................] - ETA: 53s - loss: 0.2605 - accuracy: 0.8727
 84/316 [======>.......................] - ETA: 53s - loss: 0.2622 - accuracy: 0.8713
 85/316 [=======>......................] - ETA: 54s - loss: 0.2615 - accuracy: 0.8721
 86/316 [=======>......................] - ETA: 54s - loss: 0.2629 - accuracy: 0.8706
 87/316 [=======>......................] - ETA: 53s - loss: 0.2660 - accuracy: 0.8700
 88/316 [=======>......................] - ETA: 53s - loss: 0.2663 - accuracy: 0.8700
 89/316 [=======>......................] - ETA: 53s - loss: 0.2649 - accuracy: 0.8708
 90/316 [=======>......................] - ETA: 52s - loss: 0.2660 - accuracy: 0.8708
 91/316 [=======>......................] - ETA: 52s - loss: 0.2663 - accuracy: 0.8702
 92/316 [=======>......................] - ETA: 52s - loss: 0.2644 - accuracy: 0.8716
 93/316 [=======>......................] - ETA: 51s - loss: 0.2682 - accuracy: 0.8703
 94/316 [=======>......................] - ETA: 51s - loss: 0.2671 - accuracy: 0.8717
 95/316 [========>.....................] - ETA: 51s - loss: 0.2690 - accuracy: 0.8704
 96/316 [========>.....................] - ETA: 50s - loss: 0.2671 - accuracy: 0.8717
 97/316 [========>.....................] - ETA: 50s - loss: 0.2665 - accuracy: 0.8718
 98/316 [========>.....................] - ETA: 50s - loss: 0.2674 - accuracy: 0.8712
 99/316 [========>.....................] - ETA: 49s - loss: 0.2666 - accuracy: 0.8718
100/316 [========>.....................] - ETA: 49s - loss: 0.2666 - accuracy: 0.8725
101/316 [========>.....................] - ETA: 49s - loss: 0.2657 - accuracy: 0.8719
102/316 [========>.....................] - ETA: 50s - loss: 0.2660 - accuracy: 0.8713
103/316 [========>.....................] - ETA: 50s - loss: 0.2654 - accuracy: 0.8714
104/316 [========>.....................] - ETA: 49s - loss: 0.2661 - accuracy: 0.8708
105/316 [========>.....................] - ETA: 49s - loss: 0.2667 - accuracy: 0.8702
106/316 [=========>....................] - ETA: 49s - loss: 0.2658 - accuracy: 0.8709
107/316 [=========>....................] - ETA: 48s - loss: 0.2659 - accuracy: 0.8709
108/316 [=========>....................] - ETA: 48s - loss: 0.2642 - accuracy: 0.8721
109/316 [=========>....................] - ETA: 48s - loss: 0.2653 - accuracy: 0.8716
110/316 [=========>....................] - ETA: 47s - loss: 0.2651 - accuracy: 0.8716
111/316 [=========>....................] - ETA: 47s - loss: 0.2639 - accuracy: 0.8727
112/316 [=========>....................] - ETA: 47s - loss: 0.2628 - accuracy: 0.8739
113/316 [=========>....................] - ETA: 47s - loss: 0.2628 - accuracy: 0.8739
114/316 [=========>....................] - ETA: 47s - loss: 0.2613 - accuracy: 0.8745
115/316 [=========>....................] - ETA: 48s - loss: 0.2606 - accuracy: 0.8745
116/316 [==========>...................] - ETA: 48s - loss: 0.2611 - accuracy: 0.8745
117/316 [==========>...................] - ETA: 48s - loss: 0.2596 - accuracy: 0.8755
118/316 [==========>...................] - ETA: 47s - loss: 0.2602 - accuracy: 0.8745
119/316 [==========>...................] - ETA: 47s - loss: 0.2601 - accuracy: 0.8745
120/316 [==========>...................] - ETA: 47s - loss: 0.2586 - accuracy: 0.8755
121/316 [==========>...................] - ETA: 46s - loss: 0.2589 - accuracy: 0.8755
122/316 [==========>...................] - ETA: 46s - loss: 0.2588 - accuracy: 0.8755
123/316 [==========>...................] - ETA: 46s - loss: 0.2581 - accuracy: 0.8760
124/316 [==========>...................] - ETA: 45s - loss: 0.2583 - accuracy: 0.8760
125/316 [==========>...................] - ETA: 45s - loss: 0.2574 - accuracy: 0.8770
126/316 [==========>...................] - ETA: 45s - loss: 0.2564 - accuracy: 0.8780
127/316 [===========>..................] - ETA: 45s - loss: 0.2549 - accuracy: 0.8784
128/316 [===========>..................] - ETA: 45s - loss: 0.2542 - accuracy: 0.8794
129/316 [===========>..................] - ETA: 46s - loss: 0.2543 - accuracy: 0.8789
130/316 [===========>..................] - ETA: 46s - loss: 0.2537 - accuracy: 0.8784
131/316 [===========>..................] - ETA: 45s - loss: 0.2544 - accuracy: 0.8779
132/316 [===========>..................] - ETA: 45s - loss: 0.2545 - accuracy: 0.8774
133/316 [===========>..................] - ETA: 45s - loss: 0.2561 - accuracy: 0.8764
134/316 [===========>..................] - ETA: 44s - loss: 0.2554 - accuracy: 0.8769
135/316 [===========>..................] - ETA: 44s - loss: 0.2557 - accuracy: 0.8764
136/316 [===========>..................] - ETA: 44s - loss: 0.2562 - accuracy: 0.8759
137/316 [============>.................] - ETA: 43s - loss: 0.2560 - accuracy: 0.8755
138/316 [============>.................] - ETA: 43s - loss: 0.2562 - accuracy: 0.8759
139/316 [============>.................] - ETA: 43s - loss: 0.2554 - accuracy: 0.8768
140/316 [============>.................] - ETA: 42s - loss: 0.2559 - accuracy: 0.8763
141/316 [============>.................] - ETA: 42s - loss: 0.2571 - accuracy: 0.8759
142/316 [============>.................] - ETA: 42s - loss: 0.2562 - accuracy: 0.8763
143/316 [============>.................] - ETA: 41s - loss: 0.2552 - accuracy: 0.8772
144/316 [============>.................] - ETA: 41s - loss: 0.2543 - accuracy: 0.8776
145/316 [============>.................] - ETA: 41s - loss: 0.2547 - accuracy: 0.8772
146/316 [============>.................] - ETA: 41s - loss: 0.2542 - accuracy: 0.8767
147/316 [============>.................] - ETA: 41s - loss: 0.2529 - accuracy: 0.8776
148/316 [=============>................] - ETA: 41s - loss: 0.2528 - accuracy: 0.8775
149/316 [=============>................] - ETA: 41s - loss: 0.2516 - accuracy: 0.8784
150/316 [=============>................] - ETA: 40s - loss: 0.2532 - accuracy: 0.8775
151/316 [=============>................] - ETA: 40s - loss: 0.2531 - accuracy: 0.8775
152/316 [=============>................] - ETA: 40s - loss: 0.2520 - accuracy: 0.8783
153/316 [=============>................] - ETA: 39s - loss: 0.2507 - accuracy: 0.8791
154/316 [=============>................] - ETA: 39s - loss: 0.2515 - accuracy: 0.8782
155/316 [=============>................] - ETA: 39s - loss: 0.2522 - accuracy: 0.8774
156/316 [=============>................] - ETA: 38s - loss: 0.2540 - accuracy: 0.8774
157/316 [=============>................] - ETA: 38s - loss: 0.2550 - accuracy: 0.8766
158/316 [==============>...............] - ETA: 38s - loss: 0.2572 - accuracy: 0.8754
159/316 [==============>...............] - ETA: 38s - loss: 0.2564 - accuracy: 0.8758
160/316 [==============>...............] - ETA: 37s - loss: 0.2559 - accuracy: 0.8762
161/316 [==============>...............] - ETA: 37s - loss: 0.2548 - accuracy: 0.8769
162/316 [==============>...............] - ETA: 37s - loss: 0.2546 - accuracy: 0.8769
163/316 [==============>...............] - ETA: 37s - loss: 0.2555 - accuracy: 0.8765
164/316 [==============>...............] - ETA: 37s - loss: 0.2559 - accuracy: 0.8761
165/316 [==============>...............] - ETA: 37s - loss: 0.2563 - accuracy: 0.8758
166/316 [==============>...............] - ETA: 36s - loss: 0.2573 - accuracy: 0.8758
167/316 [==============>...............] - ETA: 36s - loss: 0.2583 - accuracy: 0.8750
168/316 [==============>...............] - ETA: 36s - loss: 0.2584 - accuracy: 0.8754
169/316 [===============>..............] - ETA: 35s - loss: 0.2587 - accuracy: 0.8754
170/316 [===============>..............] - ETA: 35s - loss: 0.2578 - accuracy: 0.8761
171/316 [===============>..............] - ETA: 35s - loss: 0.2571 - accuracy: 0.8765
172/316 [===============>..............] - ETA: 34s - loss: 0.2574 - accuracy: 0.8765
173/316 [===============>..............] - ETA: 34s - loss: 0.2574 - accuracy: 0.8761
174/316 [===============>..............] - ETA: 34s - loss: 0.2572 - accuracy: 0.8761
175/316 [===============>..............] - ETA: 34s - loss: 0.2571 - accuracy: 0.8761
176/316 [===============>..............] - ETA: 33s - loss: 0.2583 - accuracy: 0.8754
177/316 [===============>..............] - ETA: 33s - loss: 0.2588 - accuracy: 0.8746
178/316 [===============>..............] - ETA: 33s - loss: 0.2598 - accuracy: 0.8739
179/316 [===============>..............] - ETA: 33s - loss: 0.2601 - accuracy: 0.8740
180/316 [================>.............] - ETA: 33s - loss: 0.2593 - accuracy: 0.8743
181/316 [================>.............] - ETA: 33s - loss: 0.2599 - accuracy: 0.8736
182/316 [================>.............] - ETA: 32s - loss: 0.2594 - accuracy: 0.8740
183/316 [================>.............] - ETA: 32s - loss: 0.2599 - accuracy: 0.8740
184/316 [================>.............] - ETA: 32s - loss: 0.2606 - accuracy: 0.8736
185/316 [================>.............] - ETA: 31s - loss: 0.2603 - accuracy: 0.8740
186/316 [================>.............] - ETA: 31s - loss: 0.2611 - accuracy: 0.8737
187/316 [================>.............] - ETA: 31s - loss: 0.2612 - accuracy: 0.8737
188/316 [================>.............] - ETA: 31s - loss: 0.2613 - accuracy: 0.8733
189/316 [================>.............] - ETA: 31s - loss: 0.2615 - accuracy: 0.8737
190/316 [=================>............] - ETA: 30s - loss: 0.2616 - accuracy: 0.8734
191/316 [=================>............] - ETA: 30s - loss: 0.2617 - accuracy: 0.8730
192/316 [=================>............] - ETA: 30s - loss: 0.2620 - accuracy: 0.8730
193/316 [=================>............] - ETA: 30s - loss: 0.2627 - accuracy: 0.8724
194/316 [=================>............] - ETA: 30s - loss: 0.2625 - accuracy: 0.8724
195/316 [=================>............] - ETA: 30s - loss: 0.2629 - accuracy: 0.8721
196/316 [=================>............] - ETA: 29s - loss: 0.2639 - accuracy: 0.8715
197/316 [=================>............] - ETA: 29s - loss: 0.2636 - accuracy: 0.8715
198/316 [=================>............] - ETA: 29s - loss: 0.2636 - accuracy: 0.8715
199/316 [=================>............] - ETA: 28s - loss: 0.2627 - accuracy: 0.8722
200/316 [=================>............] - ETA: 28s - loss: 0.2628 - accuracy: 0.8716
201/316 [==================>...........] - ETA: 28s - loss: 0.2625 - accuracy: 0.8719
202/316 [==================>...........] - ETA: 28s - loss: 0.2618 - accuracy: 0.8722
203/316 [==================>...........] - ETA: 27s - loss: 0.2615 - accuracy: 0.8725
204/316 [==================>...........] - ETA: 27s - loss: 0.2610 - accuracy: 0.8729
205/316 [==================>...........] - ETA: 27s - loss: 0.2611 - accuracy: 0.8732
206/316 [==================>...........] - ETA: 27s - loss: 0.2618 - accuracy: 0.8726
207/316 [==================>...........] - ETA: 27s - loss: 0.2613 - accuracy: 0.8729
208/316 [==================>...........] - ETA: 27s - loss: 0.2612 - accuracy: 0.8732
209/316 [==================>...........] - ETA: 26s - loss: 0.2609 - accuracy: 0.8735
210/316 [==================>...........] - ETA: 26s - loss: 0.2606 - accuracy: 0.8735
211/316 [===================>..........] - ETA: 26s - loss: 0.2617 - accuracy: 0.8729
212/316 [===================>..........] - ETA: 25s - loss: 0.2611 - accuracy: 0.8732
213/316 [===================>..........] - ETA: 25s - loss: 0.2615 - accuracy: 0.8732
214/316 [===================>..........] - ETA: 25s - loss: 0.2614 - accuracy: 0.8735
215/316 [===================>..........] - ETA: 25s - loss: 0.2615 - accuracy: 0.8735
216/316 [===================>..........] - ETA: 24s - loss: 0.2617 - accuracy: 0.8733
217/316 [===================>..........] - ETA: 24s - loss: 0.2616 - accuracy: 0.8736
218/316 [===================>..........] - ETA: 24s - loss: 0.2620 - accuracy: 0.8736
219/316 [===================>..........] - ETA: 24s - loss: 0.2630 - accuracy: 0.8727
220/316 [===================>..........] - ETA: 24s - loss: 0.2632 - accuracy: 0.8727
221/316 [===================>..........] - ETA: 23s - loss: 0.2636 - accuracy: 0.8722
222/316 [====================>.........] - ETA: 23s - loss: 0.2630 - accuracy: 0.8725
223/316 [====================>.........] - ETA: 23s - loss: 0.2637 - accuracy: 0.8719
224/316 [====================>.........] - ETA: 23s - loss: 0.2648 - accuracy: 0.8711
225/316 [====================>.........] - ETA: 22s - loss: 0.2645 - accuracy: 0.8714
226/316 [====================>.........] - ETA: 22s - loss: 0.2646 - accuracy: 0.8711
227/316 [====================>.........] - ETA: 22s - loss: 0.2639 - accuracy: 0.8714
228/316 [====================>.........] - ETA: 22s - loss: 0.2653 - accuracy: 0.8712
229/316 [====================>.........] - ETA: 21s - loss: 0.2646 - accuracy: 0.8717
230/316 [====================>.........] - ETA: 21s - loss: 0.2653 - accuracy: 0.8715
231/316 [====================>.........] - ETA: 21s - loss: 0.2652 - accuracy: 0.8715
232/316 [=====================>........] - ETA: 21s - loss: 0.2650 - accuracy: 0.8718
233/316 [=====================>........] - ETA: 20s - loss: 0.2662 - accuracy: 0.8712
234/316 [=====================>........] - ETA: 20s - loss: 0.2663 - accuracy: 0.8713
235/316 [=====================>........] - ETA: 20s - loss: 0.2665 - accuracy: 0.8713
236/316 [=====================>........] - ETA: 20s - loss: 0.2671 - accuracy: 0.8708
237/316 [=====================>........] - ETA: 20s - loss: 0.2678 - accuracy: 0.8705
238/316 [=====================>........] - ETA: 19s - loss: 0.2682 - accuracy: 0.8703
239/316 [=====================>........] - ETA: 19s - loss: 0.2681 - accuracy: 0.8703
240/316 [=====================>........] - ETA: 19s - loss: 0.2686 - accuracy: 0.8701
241/316 [=====================>........] - ETA: 19s - loss: 0.2680 - accuracy: 0.8706
242/316 [=====================>........] - ETA: 18s - loss: 0.2678 - accuracy: 0.8709
243/316 [======================>.......] - ETA: 18s - loss: 0.2680 - accuracy: 0.8704
244/316 [======================>.......] - ETA: 18s - loss: 0.2677 - accuracy: 0.8704
245/316 [======================>.......] - ETA: 17s - loss: 0.2675 - accuracy: 0.8704
246/316 [======================>.......] - ETA: 17s - loss: 0.2667 - accuracy: 0.8709
247/316 [======================>.......] - ETA: 17s - loss: 0.2666 - accuracy: 0.8712
248/316 [======================>.......] - ETA: 17s - loss: 0.2664 - accuracy: 0.8715
249/316 [======================>.......] - ETA: 16s - loss: 0.2665 - accuracy: 0.8710
250/316 [======================>.......] - ETA: 16s - loss: 0.2662 - accuracy: 0.8712
251/316 [======================>.......] - ETA: 16s - loss: 0.2667 - accuracy: 0.8713
252/316 [======================>.......] - ETA: 16s - loss: 0.2660 - accuracy: 0.8718
253/316 [=======================>......] - ETA: 15s - loss: 0.2658 - accuracy: 0.8720
254/316 [=======================>......] - ETA: 15s - loss: 0.2659 - accuracy: 0.8718
255/316 [=======================>......] - ETA: 15s - loss: 0.2652 - accuracy: 0.8723
256/316 [=======================>......] - ETA: 15s - loss: 0.2655 - accuracy: 0.8718
257/316 [=======================>......] - ETA: 14s - loss: 0.2653 - accuracy: 0.8721
258/316 [=======================>......] - ETA: 14s - loss: 0.2647 - accuracy: 0.8726
259/316 [=======================>......] - ETA: 14s - loss: 0.2650 - accuracy: 0.8721
260/316 [=======================>......] - ETA: 14s - loss: 0.2655 - accuracy: 0.8719
261/316 [=======================>......] - ETA: 13s - loss: 0.2654 - accuracy: 0.8721
262/316 [=======================>......] - ETA: 13s - loss: 0.2649 - accuracy: 0.8724
263/316 [=======================>......] - ETA: 13s - loss: 0.2648 - accuracy: 0.8726
264/316 [========================>.....] - ETA: 13s - loss: 0.2645 - accuracy: 0.8729
265/316 [========================>.....] - ETA: 12s - loss: 0.2646 - accuracy: 0.8731
266/316 [========================>.....] - ETA: 12s - loss: 0.2644 - accuracy: 0.8734
267/316 [========================>.....] - ETA: 12s - loss: 0.2640 - accuracy: 0.8738
268/316 [========================>.....] - ETA: 12s - loss: 0.2639 - accuracy: 0.8741
269/316 [========================>.....] - ETA: 11s - loss: 0.2632 - accuracy: 0.8745
270/316 [========================>.....] - ETA: 11s - loss: 0.2630 - accuracy: 0.8748
271/316 [========================>.....] - ETA: 11s - loss: 0.2627 - accuracy: 0.8750
272/316 [========================>.....] - ETA: 11s - loss: 0.2627 - accuracy: 0.8752
273/316 [========================>.....] - ETA: 10s - loss: 0.2636 - accuracy: 0.8748
274/316 [=========================>....] - ETA: 10s - loss: 0.2642 - accuracy: 0.8745
275/316 [=========================>....] - ETA: 10s - loss: 0.2636 - accuracy: 0.8748
276/316 [=========================>....] - ETA: 10s - loss: 0.2636 - accuracy: 0.8745
277/316 [=========================>....] - ETA: 9s - loss: 0.2635 - accuracy: 0.8745 
278/316 [=========================>....] - ETA: 9s - loss: 0.2642 - accuracy: 0.8741
279/316 [=========================>....] - ETA: 9s - loss: 0.2648 - accuracy: 0.8737
280/316 [=========================>....] - ETA: 9s - loss: 0.2655 - accuracy: 0.8737
281/316 [=========================>....] - ETA: 8s - loss: 0.2653 - accuracy: 0.8739
282/316 [=========================>....] - ETA: 8s - loss: 0.2647 - accuracy: 0.8743
283/316 [=========================>....] - ETA: 8s - loss: 0.2645 - accuracy: 0.8746
284/316 [=========================>....] - ETA: 7s - loss: 0.2650 - accuracy: 0.8746
285/316 [==========================>...] - ETA: 7s - loss: 0.2645 - accuracy: 0.8750
286/316 [==========================>...] - ETA: 7s - loss: 0.2647 - accuracy: 0.8750
287/316 [==========================>...] - ETA: 7s - loss: 0.2647 - accuracy: 0.8750
288/316 [==========================>...] - ETA: 7s - loss: 0.2644 - accuracy: 0.8752
289/316 [==========================>...] - ETA: 6s - loss: 0.2645 - accuracy: 0.8752
290/316 [==========================>...] - ETA: 6s - loss: 0.2642 - accuracy: 0.8754
291/316 [==========================>...] - ETA: 6s - loss: 0.2649 - accuracy: 0.8746
292/316 [==========================>...] - ETA: 6s - loss: 0.2649 - accuracy: 0.8748
293/316 [==========================>...] - ETA: 5s - loss: 0.2647 - accuracy: 0.8750
294/316 [==========================>...] - ETA: 5s - loss: 0.2643 - accuracy: 0.8752
295/316 [===========================>..] - ETA: 5s - loss: 0.2637 - accuracy: 0.8756
296/316 [===========================>..] - ETA: 5s - loss: 0.2643 - accuracy: 0.8750
297/316 [===========================>..] - ETA: 4s - loss: 0.2640 - accuracy: 0.8752
298/316 [===========================>..] - ETA: 4s - loss: 0.2639 - accuracy: 0.8754
299/316 [===========================>..] - ETA: 4s - loss: 0.2640 - accuracy: 0.8752
300/316 [===========================>..] - ETA: 4s - loss: 0.2636 - accuracy: 0.8754
301/316 [===========================>..] - ETA: 3s - loss: 0.2633 - accuracy: 0.8754
302/316 [===========================>..] - ETA: 3s - loss: 0.2635 - accuracy: 0.8754
303/316 [===========================>..] - ETA: 3s - loss: 0.2637 - accuracy: 0.8750
304/316 [===========================>..] - ETA: 3s - loss: 0.2639 - accuracy: 0.8750
305/316 [===========================>..] - ETA: 2s - loss: 0.2633 - accuracy: 0.8752
306/316 [============================>.] - ETA: 2s - loss: 0.2634 - accuracy: 0.8750
307/316 [============================>.] - ETA: 2s - loss: 0.2627 - accuracy: 0.8754
308/316 [============================>.] - ETA: 2s - loss: 0.2622 - accuracy: 0.8756
309/316 [============================>.] - ETA: 1s - loss: 0.2617 - accuracy: 0.8758
310/316 [============================>.] - ETA: 1s - loss: 0.2620 - accuracy: 0.8754
311/316 [============================>.] - ETA: 1s - loss: 0.2618 - accuracy: 0.8756
312/316 [============================>.] - ETA: 1s - loss: 0.2625 - accuracy: 0.8750
313/316 [============================>.] - ETA: 0s - loss: 0.2620 - accuracy: 0.8754
314/316 [============================>.] - ETA: 0s - loss: 0.2623 - accuracy: 0.8754
315/316 [============================>.] - ETA: 0s - loss: 0.2621 - accuracy: 0.8756
316/316 [==============================] - 81s 255ms/step - loss: 0.2620 - accuracy: 0.8757

316/316 [==============================] - 85s 269ms/step - loss: 0.2620 - accuracy: 0.8757 - val_loss: 0.3291 - val_accuracy: 0.8502
Epoch 82/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.3086 - accuracy: 0.8125
  2/316 [..............................] - ETA: 1:00 - loss: 0.2024 - accuracy: 0.9062
  3/316 [..............................] - ETA: 59s - loss: 0.2314 - accuracy: 0.8958 
  4/316 [..............................] - ETA: 1:00 - loss: 0.2545 - accuracy: 0.8750
  5/316 [..............................] - ETA: 59s - loss: 0.2417 - accuracy: 0.8750 
  6/316 [..............................] - ETA: 59s - loss: 0.2406 - accuracy: 0.8750
  7/316 [..............................] - ETA: 59s - loss: 0.2193 - accuracy: 0.8929
  8/316 [..............................] - ETA: 59s - loss: 0.2480 - accuracy: 0.8750
  9/316 [..............................] - ETA: 1:01 - loss: 0.2529 - accuracy: 0.8611
 10/316 [..............................] - ETA: 1:14 - loss: 0.2462 - accuracy: 0.8687
 11/316 [>.............................] - ETA: 1:23 - loss: 0.2447 - accuracy: 0.8693
 12/316 [>.............................] - ETA: 1:30 - loss: 0.2485 - accuracy: 0.8646
 13/316 [>.............................] - ETA: 1:32 - loss: 0.2443 - accuracy: 0.8702
 14/316 [>.............................] - ETA: 1:29 - loss: 0.2558 - accuracy: 0.8616
 15/316 [>.............................] - ETA: 1:26 - loss: 0.2625 - accuracy: 0.8458
 16/316 [>.............................] - ETA: 1:24 - loss: 0.2642 - accuracy: 0.8477
 17/316 [>.............................] - ETA: 1:22 - loss: 0.2759 - accuracy: 0.8456
 18/316 [>.............................] - ETA: 1:20 - loss: 0.2720 - accuracy: 0.8472
 19/316 [>.............................] - ETA: 1:18 - loss: 0.2713 - accuracy: 0.8487
 20/316 [>.............................] - ETA: 1:17 - loss: 0.2742 - accuracy: 0.8500
 21/316 [>.............................] - ETA: 1:16 - loss: 0.2717 - accuracy: 0.8512
 22/316 [=>............................] - ETA: 1:15 - loss: 0.2647 - accuracy: 0.8580
 23/316 [=>............................] - ETA: 1:13 - loss: 0.2658 - accuracy: 0.8587
 24/316 [=>............................] - ETA: 1:12 - loss: 0.2659 - accuracy: 0.8594
 25/316 [=>............................] - ETA: 1:11 - loss: 0.2749 - accuracy: 0.8575
 26/316 [=>............................] - ETA: 1:10 - loss: 0.2775 - accuracy: 0.8534
 27/316 [=>............................] - ETA: 1:10 - loss: 0.2718 - accuracy: 0.8588
 28/316 [=>............................] - ETA: 1:09 - loss: 0.2787 - accuracy: 0.8571
 29/316 [=>............................] - ETA: 1:12 - loss: 0.2816 - accuracy: 0.8513
 30/316 [=>............................] - ETA: 1:15 - loss: 0.2821 - accuracy: 0.8479
 31/316 [=>............................] - ETA: 1:14 - loss: 0.2805 - accuracy: 0.8468
 32/316 [==>...........................] - ETA: 1:13 - loss: 0.2809 - accuracy: 0.8477
 33/316 [==>...........................] - ETA: 1:12 - loss: 0.2786 - accuracy: 0.8504
 34/316 [==>...........................] - ETA: 1:11 - loss: 0.2786 - accuracy: 0.8511
 35/316 [==>...........................] - ETA: 1:11 - loss: 0.2780 - accuracy: 0.8500
 36/316 [==>...........................] - ETA: 1:10 - loss: 0.2777 - accuracy: 0.8507
 37/316 [==>...........................] - ETA: 1:09 - loss: 0.2764 - accuracy: 0.8530
 38/316 [==>...........................] - ETA: 1:08 - loss: 0.2739 - accuracy: 0.8569
 39/316 [==>...........................] - ETA: 1:08 - loss: 0.2751 - accuracy: 0.8574
 40/316 [==>...........................] - ETA: 1:07 - loss: 0.2722 - accuracy: 0.8594
 41/316 [==>...........................] - ETA: 1:06 - loss: 0.2700 - accuracy: 0.8613
 42/316 [==>...........................] - ETA: 1:06 - loss: 0.2681 - accuracy: 0.8616
 43/316 [===>..........................] - ETA: 1:05 - loss: 0.2644 - accuracy: 0.8634
 44/316 [===>..........................] - ETA: 1:05 - loss: 0.2637 - accuracy: 0.8636
 45/316 [===>..........................] - ETA: 1:04 - loss: 0.2611 - accuracy: 0.8653
 46/316 [===>..........................] - ETA: 1:06 - loss: 0.2581 - accuracy: 0.8682
 47/316 [===>..........................] - ETA: 1:08 - loss: 0.2558 - accuracy: 0.8710
 48/316 [===>..........................] - ETA: 1:07 - loss: 0.2544 - accuracy: 0.8724
 49/316 [===>..........................] - ETA: 1:07 - loss: 0.2525 - accuracy: 0.8750
 50/316 [===>..........................] - ETA: 1:06 - loss: 0.2512 - accuracy: 0.8775
 51/316 [===>..........................] - ETA: 1:05 - loss: 0.2522 - accuracy: 0.8750
 52/316 [===>..........................] - ETA: 1:05 - loss: 0.2528 - accuracy: 0.8750
 53/316 [====>.........................] - ETA: 1:04 - loss: 0.2529 - accuracy: 0.8750
 54/316 [====>.........................] - ETA: 1:04 - loss: 0.2514 - accuracy: 0.8762
 55/316 [====>.........................] - ETA: 1:03 - loss: 0.2492 - accuracy: 0.8773
 56/316 [====>.........................] - ETA: 1:03 - loss: 0.2497 - accuracy: 0.8783
 57/316 [====>.........................] - ETA: 1:02 - loss: 0.2498 - accuracy: 0.8783
 58/316 [====>.........................] - ETA: 1:02 - loss: 0.2505 - accuracy: 0.8772
 59/316 [====>.........................] - ETA: 1:01 - loss: 0.2480 - accuracy: 0.8782
 60/316 [====>.........................] - ETA: 1:01 - loss: 0.2529 - accuracy: 0.8760
 61/316 [====>.........................] - ETA: 1:00 - loss: 0.2491 - accuracy: 0.8781
 62/316 [====>.........................] - ETA: 1:00 - loss: 0.2503 - accuracy: 0.8770
 63/316 [====>.........................] - ETA: 1:01 - loss: 0.2475 - accuracy: 0.8790
 64/316 [=====>........................] - ETA: 1:02 - loss: 0.2479 - accuracy: 0.8789
 65/316 [=====>........................] - ETA: 1:02 - loss: 0.2470 - accuracy: 0.8798
 66/316 [=====>........................] - ETA: 1:01 - loss: 0.2474 - accuracy: 0.8797
 67/316 [=====>........................] - ETA: 1:01 - loss: 0.2452 - accuracy: 0.8815
 68/316 [=====>........................] - ETA: 1:00 - loss: 0.2487 - accuracy: 0.8814
 69/316 [=====>........................] - ETA: 1:01 - loss: 0.2510 - accuracy: 0.8804
 70/316 [=====>........................] - ETA: 1:01 - loss: 0.2552 - accuracy: 0.8804
 71/316 [=====>........................] - ETA: 1:02 - loss: 0.2559 - accuracy: 0.8803
 72/316 [=====>........................] - ETA: 1:01 - loss: 0.2554 - accuracy: 0.8811
 73/316 [=====>........................] - ETA: 1:01 - loss: 0.2557 - accuracy: 0.8818
 74/316 [======>.......................] - ETA: 1:00 - loss: 0.2531 - accuracy: 0.8834
 75/316 [======>.......................] - ETA: 1:00 - loss: 0.2559 - accuracy: 0.8808
 76/316 [======>.......................] - ETA: 1:00 - loss: 0.2547 - accuracy: 0.8816
 77/316 [======>.......................] - ETA: 1:01 - loss: 0.2552 - accuracy: 0.8807
 78/316 [======>.......................] - ETA: 1:01 - loss: 0.2551 - accuracy: 0.8806
 79/316 [======>.......................] - ETA: 1:00 - loss: 0.2556 - accuracy: 0.8797
 80/316 [======>.......................] - ETA: 1:00 - loss: 0.2554 - accuracy: 0.8789
 81/316 [======>.......................] - ETA: 59s - loss: 0.2571 - accuracy: 0.8781 
 82/316 [======>.......................] - ETA: 59s - loss: 0.2601 - accuracy: 0.8758
 83/316 [======>.......................] - ETA: 58s - loss: 0.2608 - accuracy: 0.8750
 84/316 [======>.......................] - ETA: 58s - loss: 0.2605 - accuracy: 0.8757
 85/316 [=======>......................] - ETA: 58s - loss: 0.2604 - accuracy: 0.8757
 86/316 [=======>......................] - ETA: 57s - loss: 0.2596 - accuracy: 0.8757
 87/316 [=======>......................] - ETA: 57s - loss: 0.2611 - accuracy: 0.8750
 88/316 [=======>......................] - ETA: 57s - loss: 0.2613 - accuracy: 0.8750
 89/316 [=======>......................] - ETA: 58s - loss: 0.2636 - accuracy: 0.8736
 90/316 [=======>......................] - ETA: 58s - loss: 0.2632 - accuracy: 0.8743
 91/316 [=======>......................] - ETA: 59s - loss: 0.2621 - accuracy: 0.8757
 92/316 [=======>......................] - ETA: 58s - loss: 0.2641 - accuracy: 0.8743
 93/316 [=======>......................] - ETA: 58s - loss: 0.2620 - accuracy: 0.8757
 94/316 [=======>......................] - ETA: 57s - loss: 0.2618 - accuracy: 0.8763
 95/316 [========>.....................] - ETA: 57s - loss: 0.2635 - accuracy: 0.8750
 96/316 [========>.....................] - ETA: 57s - loss: 0.2641 - accuracy: 0.8743
 97/316 [========>.....................] - ETA: 56s - loss: 0.2654 - accuracy: 0.8744
 98/316 [========>.....................] - ETA: 56s - loss: 0.2648 - accuracy: 0.8750
 99/316 [========>.....................] - ETA: 55s - loss: 0.2669 - accuracy: 0.8737
100/316 [========>.....................] - ETA: 55s - loss: 0.2696 - accuracy: 0.8719
101/316 [========>.....................] - ETA: 55s - loss: 0.2705 - accuracy: 0.8713
102/316 [========>.....................] - ETA: 54s - loss: 0.2708 - accuracy: 0.8713
103/316 [========>.....................] - ETA: 54s - loss: 0.2709 - accuracy: 0.8714
104/316 [========>.....................] - ETA: 53s - loss: 0.2705 - accuracy: 0.8714
105/316 [========>.....................] - ETA: 53s - loss: 0.2695 - accuracy: 0.8726
106/316 [=========>....................] - ETA: 53s - loss: 0.2683 - accuracy: 0.8738
107/316 [=========>....................] - ETA: 53s - loss: 0.2704 - accuracy: 0.8727
108/316 [=========>....................] - ETA: 53s - loss: 0.2700 - accuracy: 0.8727
109/316 [=========>....................] - ETA: 53s - loss: 0.2707 - accuracy: 0.8716
110/316 [=========>....................] - ETA: 52s - loss: 0.2697 - accuracy: 0.8727
111/316 [=========>....................] - ETA: 52s - loss: 0.2695 - accuracy: 0.8733
112/316 [=========>....................] - ETA: 52s - loss: 0.2687 - accuracy: 0.8744
113/316 [=========>....................] - ETA: 51s - loss: 0.2683 - accuracy: 0.8744
114/316 [=========>....................] - ETA: 51s - loss: 0.2676 - accuracy: 0.8750
115/316 [=========>....................] - ETA: 51s - loss: 0.2671 - accuracy: 0.8761
116/316 [==========>...................] - ETA: 50s - loss: 0.2683 - accuracy: 0.8750
117/316 [==========>...................] - ETA: 50s - loss: 0.2700 - accuracy: 0.8739
118/316 [==========>...................] - ETA: 50s - loss: 0.2700 - accuracy: 0.8734
119/316 [==========>...................] - ETA: 49s - loss: 0.2697 - accuracy: 0.8734
120/316 [==========>...................] - ETA: 50s - loss: 0.2683 - accuracy: 0.8745
121/316 [==========>...................] - ETA: 50s - loss: 0.2683 - accuracy: 0.8740
122/316 [==========>...................] - ETA: 50s - loss: 0.2685 - accuracy: 0.8735
123/316 [==========>...................] - ETA: 50s - loss: 0.2696 - accuracy: 0.8730
124/316 [==========>...................] - ETA: 50s - loss: 0.2691 - accuracy: 0.8730
125/316 [==========>...................] - ETA: 49s - loss: 0.2676 - accuracy: 0.8740
126/316 [==========>...................] - ETA: 49s - loss: 0.2691 - accuracy: 0.8735
127/316 [===========>..................] - ETA: 48s - loss: 0.2691 - accuracy: 0.8725
128/316 [===========>..................] - ETA: 48s - loss: 0.2689 - accuracy: 0.8730
129/316 [===========>..................] - ETA: 48s - loss: 0.2686 - accuracy: 0.8731
130/316 [===========>..................] - ETA: 47s - loss: 0.2682 - accuracy: 0.8731
131/316 [===========>..................] - ETA: 47s - loss: 0.2680 - accuracy: 0.8726
132/316 [===========>..................] - ETA: 47s - loss: 0.2670 - accuracy: 0.8736
133/316 [===========>..................] - ETA: 46s - loss: 0.2664 - accuracy: 0.8736
134/316 [===========>..................] - ETA: 47s - loss: 0.2668 - accuracy: 0.8731
135/316 [===========>..................] - ETA: 47s - loss: 0.2674 - accuracy: 0.8727
136/316 [===========>..................] - ETA: 47s - loss: 0.2682 - accuracy: 0.8722
137/316 [============>.................] - ETA: 47s - loss: 0.2690 - accuracy: 0.8718
138/316 [============>.................] - ETA: 46s - loss: 0.2715 - accuracy: 0.8700
139/316 [============>.................] - ETA: 46s - loss: 0.2709 - accuracy: 0.8701
140/316 [============>.................] - ETA: 46s - loss: 0.2726 - accuracy: 0.8679
141/316 [============>.................] - ETA: 45s - loss: 0.2725 - accuracy: 0.8679
142/316 [============>.................] - ETA: 45s - loss: 0.2718 - accuracy: 0.8680
143/316 [============>.................] - ETA: 45s - loss: 0.2727 - accuracy: 0.8680
144/316 [============>.................] - ETA: 44s - loss: 0.2733 - accuracy: 0.8676
145/316 [============>.................] - ETA: 44s - loss: 0.2732 - accuracy: 0.8677
146/316 [============>.................] - ETA: 44s - loss: 0.2732 - accuracy: 0.8677
147/316 [============>.................] - ETA: 43s - loss: 0.2741 - accuracy: 0.8673
148/316 [=============>................] - ETA: 43s - loss: 0.2746 - accuracy: 0.8674
149/316 [=============>................] - ETA: 43s - loss: 0.2745 - accuracy: 0.8674
150/316 [=============>................] - ETA: 42s - loss: 0.2752 - accuracy: 0.8679
151/316 [=============>................] - ETA: 42s - loss: 0.2747 - accuracy: 0.8684
152/316 [=============>................] - ETA: 42s - loss: 0.2742 - accuracy: 0.8684
153/316 [=============>................] - ETA: 42s - loss: 0.2739 - accuracy: 0.8689
154/316 [=============>................] - ETA: 42s - loss: 0.2728 - accuracy: 0.8697
155/316 [=============>................] - ETA: 41s - loss: 0.2736 - accuracy: 0.8694
156/316 [=============>................] - ETA: 41s - loss: 0.2738 - accuracy: 0.8690
157/316 [=============>................] - ETA: 41s - loss: 0.2732 - accuracy: 0.8694
158/316 [==============>...............] - ETA: 40s - loss: 0.2735 - accuracy: 0.8691
159/316 [==============>...............] - ETA: 40s - loss: 0.2736 - accuracy: 0.8683
160/316 [==============>...............] - ETA: 40s - loss: 0.2727 - accuracy: 0.8691
161/316 [==============>...............] - ETA: 39s - loss: 0.2740 - accuracy: 0.8680
162/316 [==============>...............] - ETA: 39s - loss: 0.2732 - accuracy: 0.8688
163/316 [==============>...............] - ETA: 39s - loss: 0.2732 - accuracy: 0.8685
164/316 [==============>...............] - ETA: 38s - loss: 0.2744 - accuracy: 0.8681
165/316 [==============>...............] - ETA: 38s - loss: 0.2740 - accuracy: 0.8686
166/316 [==============>...............] - ETA: 38s - loss: 0.2740 - accuracy: 0.8682
167/316 [==============>...............] - ETA: 38s - loss: 0.2735 - accuracy: 0.8683
168/316 [==============>...............] - ETA: 37s - loss: 0.2733 - accuracy: 0.8687
169/316 [===============>..............] - ETA: 37s - loss: 0.2727 - accuracy: 0.8695
170/316 [===============>..............] - ETA: 37s - loss: 0.2724 - accuracy: 0.8695
171/316 [===============>..............] - ETA: 37s - loss: 0.2722 - accuracy: 0.8699
172/316 [===============>..............] - ETA: 37s - loss: 0.2717 - accuracy: 0.8699
173/316 [===============>..............] - ETA: 36s - loss: 0.2715 - accuracy: 0.8696
174/316 [===============>..............] - ETA: 36s - loss: 0.2718 - accuracy: 0.8693
175/316 [===============>..............] - ETA: 36s - loss: 0.2721 - accuracy: 0.8682
176/316 [===============>..............] - ETA: 35s - loss: 0.2718 - accuracy: 0.8686
177/316 [===============>..............] - ETA: 35s - loss: 0.2712 - accuracy: 0.8690
178/316 [===============>..............] - ETA: 35s - loss: 0.2716 - accuracy: 0.8687
179/316 [===============>..............] - ETA: 35s - loss: 0.2709 - accuracy: 0.8691
180/316 [================>.............] - ETA: 34s - loss: 0.2704 - accuracy: 0.8694
181/316 [================>.............] - ETA: 34s - loss: 0.2698 - accuracy: 0.8698
182/316 [================>.............] - ETA: 34s - loss: 0.2691 - accuracy: 0.8702
183/316 [================>.............] - ETA: 33s - loss: 0.2684 - accuracy: 0.8702
184/316 [================>.............] - ETA: 33s - loss: 0.2680 - accuracy: 0.8702
185/316 [================>.............] - ETA: 33s - loss: 0.2673 - accuracy: 0.8709
186/316 [================>.............] - ETA: 32s - loss: 0.2669 - accuracy: 0.8706
187/316 [================>.............] - ETA: 32s - loss: 0.2681 - accuracy: 0.8700
188/316 [================>.............] - ETA: 32s - loss: 0.2671 - accuracy: 0.8707
189/316 [================>.............] - ETA: 32s - loss: 0.2672 - accuracy: 0.8704
190/316 [=================>............] - ETA: 32s - loss: 0.2662 - accuracy: 0.8711
191/316 [=================>............] - ETA: 31s - loss: 0.2688 - accuracy: 0.8701
192/316 [=================>............] - ETA: 31s - loss: 0.2688 - accuracy: 0.8704
193/316 [=================>............] - ETA: 31s - loss: 0.2687 - accuracy: 0.8708
194/316 [=================>............] - ETA: 31s - loss: 0.2688 - accuracy: 0.8708
195/316 [=================>............] - ETA: 30s - loss: 0.2702 - accuracy: 0.8705
196/316 [=================>............] - ETA: 30s - loss: 0.2698 - accuracy: 0.8702
197/316 [=================>............] - ETA: 30s - loss: 0.2708 - accuracy: 0.8699
198/316 [=================>............] - ETA: 29s - loss: 0.2713 - accuracy: 0.8696
199/316 [=================>............] - ETA: 29s - loss: 0.2724 - accuracy: 0.8687
200/316 [=================>............] - ETA: 29s - loss: 0.2715 - accuracy: 0.8694
201/316 [==================>...........] - ETA: 29s - loss: 0.2727 - accuracy: 0.8688
202/316 [==================>...........] - ETA: 28s - loss: 0.2729 - accuracy: 0.8685
203/316 [==================>...........] - ETA: 28s - loss: 0.2731 - accuracy: 0.8685
204/316 [==================>...........] - ETA: 28s - loss: 0.2729 - accuracy: 0.8689
205/316 [==================>...........] - ETA: 28s - loss: 0.2731 - accuracy: 0.8689
206/316 [==================>...........] - ETA: 28s - loss: 0.2726 - accuracy: 0.8686
207/316 [==================>...........] - ETA: 28s - loss: 0.2725 - accuracy: 0.8687
208/316 [==================>...........] - ETA: 27s - loss: 0.2727 - accuracy: 0.8684
209/316 [==================>...........] - ETA: 27s - loss: 0.2731 - accuracy: 0.8678
210/316 [==================>...........] - ETA: 27s - loss: 0.2730 - accuracy: 0.8682
211/316 [===================>..........] - ETA: 26s - loss: 0.2730 - accuracy: 0.8682
212/316 [===================>..........] - ETA: 26s - loss: 0.2723 - accuracy: 0.8688
213/316 [===================>..........] - ETA: 26s - loss: 0.2727 - accuracy: 0.8683
214/316 [===================>..........] - ETA: 26s - loss: 0.2726 - accuracy: 0.8686
215/316 [===================>..........] - ETA: 25s - loss: 0.2727 - accuracy: 0.8683
216/316 [===================>..........] - ETA: 25s - loss: 0.2727 - accuracy: 0.8683
217/316 [===================>..........] - ETA: 25s - loss: 0.2728 - accuracy: 0.8684
218/316 [===================>..........] - ETA: 24s - loss: 0.2727 - accuracy: 0.8687
219/316 [===================>..........] - ETA: 24s - loss: 0.2721 - accuracy: 0.8693
220/316 [===================>..........] - ETA: 24s - loss: 0.2724 - accuracy: 0.8690
221/316 [===================>..........] - ETA: 24s - loss: 0.2718 - accuracy: 0.8693
222/316 [====================>.........] - ETA: 23s - loss: 0.2719 - accuracy: 0.8697
223/316 [====================>.........] - ETA: 23s - loss: 0.2721 - accuracy: 0.8691
224/316 [====================>.........] - ETA: 23s - loss: 0.2728 - accuracy: 0.8683
225/316 [====================>.........] - ETA: 23s - loss: 0.2730 - accuracy: 0.8683
226/316 [====================>.........] - ETA: 22s - loss: 0.2730 - accuracy: 0.8681
227/316 [====================>.........] - ETA: 22s - loss: 0.2727 - accuracy: 0.8684
228/316 [====================>.........] - ETA: 22s - loss: 0.2728 - accuracy: 0.8684
229/316 [====================>.........] - ETA: 22s - loss: 0.2734 - accuracy: 0.8682
230/316 [====================>.........] - ETA: 21s - loss: 0.2727 - accuracy: 0.8687
231/316 [====================>.........] - ETA: 21s - loss: 0.2729 - accuracy: 0.8685
232/316 [=====================>........] - ETA: 21s - loss: 0.2731 - accuracy: 0.8680
233/316 [=====================>........] - ETA: 21s - loss: 0.2724 - accuracy: 0.8686
234/316 [=====================>........] - ETA: 20s - loss: 0.2717 - accuracy: 0.8691
235/316 [=====================>........] - ETA: 20s - loss: 0.2719 - accuracy: 0.8691
236/316 [=====================>........] - ETA: 20s - loss: 0.2713 - accuracy: 0.8694
237/316 [=====================>........] - ETA: 19s - loss: 0.2707 - accuracy: 0.8697
238/316 [=====================>........] - ETA: 19s - loss: 0.2706 - accuracy: 0.8700
239/316 [=====================>........] - ETA: 19s - loss: 0.2710 - accuracy: 0.8695
240/316 [=====================>........] - ETA: 19s - loss: 0.2705 - accuracy: 0.8698
241/316 [=====================>........] - ETA: 19s - loss: 0.2706 - accuracy: 0.8698
242/316 [=====================>........] - ETA: 18s - loss: 0.2700 - accuracy: 0.8704
243/316 [======================>.......] - ETA: 18s - loss: 0.2709 - accuracy: 0.8701
244/316 [======================>.......] - ETA: 18s - loss: 0.2712 - accuracy: 0.8701
245/316 [======================>.......] - ETA: 17s - loss: 0.2710 - accuracy: 0.8704
246/316 [======================>.......] - ETA: 17s - loss: 0.2709 - accuracy: 0.8707
247/316 [======================>.......] - ETA: 17s - loss: 0.2710 - accuracy: 0.8710
248/316 [======================>.......] - ETA: 17s - loss: 0.2710 - accuracy: 0.8712
249/316 [======================>.......] - ETA: 17s - loss: 0.2709 - accuracy: 0.8712
250/316 [======================>.......] - ETA: 16s - loss: 0.2699 - accuracy: 0.8717
251/316 [======================>.......] - ETA: 16s - loss: 0.2698 - accuracy: 0.8718
252/316 [======================>.......] - ETA: 16s - loss: 0.2695 - accuracy: 0.8720
253/316 [=======================>......] - ETA: 16s - loss: 0.2691 - accuracy: 0.8720
254/316 [=======================>......] - ETA: 15s - loss: 0.2690 - accuracy: 0.8720
255/316 [=======================>......] - ETA: 15s - loss: 0.2686 - accuracy: 0.8725
256/316 [=======================>......] - ETA: 15s - loss: 0.2692 - accuracy: 0.8723
257/316 [=======================>......] - ETA: 15s - loss: 0.2691 - accuracy: 0.8721
258/316 [=======================>......] - ETA: 14s - loss: 0.2688 - accuracy: 0.8721
259/316 [=======================>......] - ETA: 14s - loss: 0.2683 - accuracy: 0.8723
260/316 [=======================>......] - ETA: 14s - loss: 0.2674 - accuracy: 0.8728
261/316 [=======================>......] - ETA: 14s - loss: 0.2667 - accuracy: 0.8731
262/316 [=======================>......] - ETA: 13s - loss: 0.2672 - accuracy: 0.8726
263/316 [=======================>......] - ETA: 13s - loss: 0.2671 - accuracy: 0.8726
264/316 [========================>.....] - ETA: 13s - loss: 0.2669 - accuracy: 0.8729
265/316 [========================>.....] - ETA: 12s - loss: 0.2670 - accuracy: 0.8731
266/316 [========================>.....] - ETA: 12s - loss: 0.2679 - accuracy: 0.8731
267/316 [========================>.....] - ETA: 12s - loss: 0.2685 - accuracy: 0.8731
268/316 [========================>.....] - ETA: 12s - loss: 0.2680 - accuracy: 0.8731
269/316 [========================>.....] - ETA: 12s - loss: 0.2678 - accuracy: 0.8731
270/316 [========================>.....] - ETA: 11s - loss: 0.2677 - accuracy: 0.8734
271/316 [========================>.....] - ETA: 11s - loss: 0.2676 - accuracy: 0.8736
272/316 [========================>.....] - ETA: 11s - loss: 0.2682 - accuracy: 0.8732
273/316 [========================>.....] - ETA: 11s - loss: 0.2678 - accuracy: 0.8729
274/316 [=========================>....] - ETA: 10s - loss: 0.2686 - accuracy: 0.8729
275/316 [=========================>....] - ETA: 10s - loss: 0.2689 - accuracy: 0.8725
276/316 [=========================>....] - ETA: 10s - loss: 0.2687 - accuracy: 0.8723
277/316 [=========================>....] - ETA: 9s - loss: 0.2693 - accuracy: 0.8718 
278/316 [=========================>....] - ETA: 9s - loss: 0.2689 - accuracy: 0.8721
279/316 [=========================>....] - ETA: 9s - loss: 0.2693 - accuracy: 0.8721
280/316 [=========================>....] - ETA: 9s - loss: 0.2692 - accuracy: 0.8721
281/316 [=========================>....] - ETA: 8s - loss: 0.2693 - accuracy: 0.8721
282/316 [=========================>....] - ETA: 8s - loss: 0.2689 - accuracy: 0.8723
283/316 [=========================>....] - ETA: 8s - loss: 0.2690 - accuracy: 0.8726
284/316 [=========================>....] - ETA: 8s - loss: 0.2692 - accuracy: 0.8726
285/316 [==========================>...] - ETA: 7s - loss: 0.2692 - accuracy: 0.8724
286/316 [==========================>...] - ETA: 7s - loss: 0.2686 - accuracy: 0.8728
287/316 [==========================>...] - ETA: 7s - loss: 0.2682 - accuracy: 0.8730
288/316 [==========================>...] - ETA: 7s - loss: 0.2680 - accuracy: 0.8730
289/316 [==========================>...] - ETA: 6s - loss: 0.2674 - accuracy: 0.8735
290/316 [==========================>...] - ETA: 6s - loss: 0.2674 - accuracy: 0.8733
291/316 [==========================>...] - ETA: 6s - loss: 0.2671 - accuracy: 0.8735
292/316 [==========================>...] - ETA: 6s - loss: 0.2678 - accuracy: 0.8726
293/316 [==========================>...] - ETA: 5s - loss: 0.2676 - accuracy: 0.8727
294/316 [==========================>...] - ETA: 5s - loss: 0.2679 - accuracy: 0.8727
295/316 [===========================>..] - ETA: 5s - loss: 0.2680 - accuracy: 0.8725
296/316 [===========================>..] - ETA: 5s - loss: 0.2681 - accuracy: 0.8720
297/316 [===========================>..] - ETA: 4s - loss: 0.2685 - accuracy: 0.8718
298/316 [===========================>..] - ETA: 4s - loss: 0.2683 - accuracy: 0.8721
299/316 [===========================>..] - ETA: 4s - loss: 0.2689 - accuracy: 0.8714
300/316 [===========================>..] - ETA: 4s - loss: 0.2701 - accuracy: 0.8710
301/316 [===========================>..] - ETA: 3s - loss: 0.2700 - accuracy: 0.8711
302/316 [===========================>..] - ETA: 3s - loss: 0.2699 - accuracy: 0.8711
303/316 [===========================>..] - ETA: 3s - loss: 0.2697 - accuracy: 0.8711
304/316 [===========================>..] - ETA: 3s - loss: 0.2695 - accuracy: 0.8711
305/316 [===========================>..] - ETA: 2s - loss: 0.2698 - accuracy: 0.8707
306/316 [============================>.] - ETA: 2s - loss: 0.2694 - accuracy: 0.8709
307/316 [============================>.] - ETA: 2s - loss: 0.2693 - accuracy: 0.8709
308/316 [============================>.] - ETA: 2s - loss: 0.2695 - accuracy: 0.8707
309/316 [============================>.] - ETA: 1s - loss: 0.2695 - accuracy: 0.8708
310/316 [============================>.] - ETA: 1s - loss: 0.2694 - accuracy: 0.8710
311/316 [============================>.] - ETA: 1s - loss: 0.2698 - accuracy: 0.8706
312/316 [============================>.] - ETA: 1s - loss: 0.2697 - accuracy: 0.8704
313/316 [============================>.] - ETA: 0s - loss: 0.2703 - accuracy: 0.8700
314/316 [============================>.] - ETA: 0s - loss: 0.2707 - accuracy: 0.8696
315/316 [============================>.] - ETA: 0s - loss: 0.2703 - accuracy: 0.8698
316/316 [==============================] - 81s 257ms/step - loss: 0.2707 - accuracy: 0.8696

316/316 [==============================] - 85s 270ms/step - loss: 0.2707 - accuracy: 0.8696 - val_loss: 0.3415 - val_accuracy: 0.8304
Epoch 83/100

  1/316 [..............................] - ETA: 1:19 - loss: 0.1865 - accuracy: 0.9375
  2/316 [..............................] - ETA: 59s - loss: 0.2104 - accuracy: 0.9375 
  3/316 [..............................] - ETA: 58s - loss: 0.2633 - accuracy: 0.9167
  4/316 [..............................] - ETA: 58s - loss: 0.2834 - accuracy: 0.8906
  5/316 [..............................] - ETA: 59s - loss: 0.2456 - accuracy: 0.9125
  6/316 [..............................] - ETA: 1:00 - loss: 0.2652 - accuracy: 0.8958
  7/316 [..............................] - ETA: 59s - loss: 0.2871 - accuracy: 0.8750 
  8/316 [..............................] - ETA: 59s - loss: 0.2741 - accuracy: 0.8828
  9/316 [..............................] - ETA: 58s - loss: 0.2837 - accuracy: 0.8750
 10/316 [..............................] - ETA: 58s - loss: 0.2809 - accuracy: 0.8813
 11/316 [>.............................] - ETA: 58s - loss: 0.2703 - accuracy: 0.8807
 12/316 [>.............................] - ETA: 58s - loss: 0.2585 - accuracy: 0.8854
 13/316 [>.............................] - ETA: 58s - loss: 0.2571 - accuracy: 0.8894
 14/316 [>.............................] - ETA: 57s - loss: 0.2615 - accuracy: 0.8839
 15/316 [>.............................] - ETA: 57s - loss: 0.2539 - accuracy: 0.8917
 16/316 [>.............................] - ETA: 58s - loss: 0.2485 - accuracy: 0.8945
 17/316 [>.............................] - ETA: 1:05 - loss: 0.2371 - accuracy: 0.9007
 18/316 [>.............................] - ETA: 1:11 - loss: 0.2332 - accuracy: 0.9028
 19/316 [>.............................] - ETA: 1:15 - loss: 0.2310 - accuracy: 0.9046
 20/316 [>.............................] - ETA: 1:17 - loss: 0.2307 - accuracy: 0.9031
 21/316 [>.............................] - ETA: 1:16 - loss: 0.2272 - accuracy: 0.9048
 22/316 [=>............................] - ETA: 1:15 - loss: 0.2215 - accuracy: 0.9091
 23/316 [=>............................] - ETA: 1:13 - loss: 0.2197 - accuracy: 0.9130
 24/316 [=>............................] - ETA: 1:12 - loss: 0.2154 - accuracy: 0.9167
 25/316 [=>............................] - ETA: 1:11 - loss: 0.2132 - accuracy: 0.9175
 26/316 [=>............................] - ETA: 1:10 - loss: 0.2170 - accuracy: 0.9159
 27/316 [=>............................] - ETA: 1:10 - loss: 0.2123 - accuracy: 0.9190
 28/316 [=>............................] - ETA: 1:09 - loss: 0.2181 - accuracy: 0.9152
 29/316 [=>............................] - ETA: 1:08 - loss: 0.2180 - accuracy: 0.9138
 30/316 [=>............................] - ETA: 1:08 - loss: 0.2146 - accuracy: 0.9167
 31/316 [=>............................] - ETA: 1:11 - loss: 0.2154 - accuracy: 0.9153
 32/316 [==>...........................] - ETA: 1:13 - loss: 0.2147 - accuracy: 0.9141
 33/316 [==>...........................] - ETA: 1:16 - loss: 0.2179 - accuracy: 0.9110
 34/316 [==>...........................] - ETA: 1:17 - loss: 0.2169 - accuracy: 0.9118
 35/316 [==>...........................] - ETA: 1:16 - loss: 0.2161 - accuracy: 0.9143
 36/316 [==>...........................] - ETA: 1:15 - loss: 0.2190 - accuracy: 0.9132
 37/316 [==>...........................] - ETA: 1:14 - loss: 0.2179 - accuracy: 0.9122
 38/316 [==>...........................] - ETA: 1:13 - loss: 0.2176 - accuracy: 0.9128
 39/316 [==>...........................] - ETA: 1:12 - loss: 0.2143 - accuracy: 0.9135
 40/316 [==>...........................] - ETA: 1:11 - loss: 0.2176 - accuracy: 0.9125
 41/316 [==>...........................] - ETA: 1:11 - loss: 0.2178 - accuracy: 0.9116
 42/316 [==>...........................] - ETA: 1:10 - loss: 0.2153 - accuracy: 0.9122
 43/316 [===>..........................] - ETA: 1:09 - loss: 0.2161 - accuracy: 0.9128
 44/316 [===>..........................] - ETA: 1:09 - loss: 0.2212 - accuracy: 0.9119
 45/316 [===>..........................] - ETA: 1:08 - loss: 0.2234 - accuracy: 0.9111
 46/316 [===>..........................] - ETA: 1:07 - loss: 0.2257 - accuracy: 0.9103
 47/316 [===>..........................] - ETA: 1:07 - loss: 0.2233 - accuracy: 0.9109
 48/316 [===>..........................] - ETA: 1:06 - loss: 0.2229 - accuracy: 0.9102
 49/316 [===>..........................] - ETA: 1:06 - loss: 0.2228 - accuracy: 0.9094
 50/316 [===>..........................] - ETA: 1:07 - loss: 0.2325 - accuracy: 0.9038
 51/316 [===>..........................] - ETA: 1:09 - loss: 0.2300 - accuracy: 0.9056
 52/316 [===>..........................] - ETA: 1:08 - loss: 0.2307 - accuracy: 0.9050
 53/316 [====>.........................] - ETA: 1:07 - loss: 0.2343 - accuracy: 0.9057
 54/316 [====>.........................] - ETA: 1:07 - loss: 0.2396 - accuracy: 0.9039
 55/316 [====>.........................] - ETA: 1:06 - loss: 0.2416 - accuracy: 0.9023
 56/316 [====>.........................] - ETA: 1:06 - loss: 0.2396 - accuracy: 0.9029
 57/316 [====>.........................] - ETA: 1:05 - loss: 0.2417 - accuracy: 0.9013
 58/316 [====>.........................] - ETA: 1:04 - loss: 0.2383 - accuracy: 0.9030
 59/316 [====>.........................] - ETA: 1:04 - loss: 0.2405 - accuracy: 0.9004
 60/316 [====>.........................] - ETA: 1:03 - loss: 0.2419 - accuracy: 0.8979
 61/316 [====>.........................] - ETA: 1:03 - loss: 0.2417 - accuracy: 0.8975
 62/316 [====>.........................] - ETA: 1:03 - loss: 0.2441 - accuracy: 0.8962
 63/316 [====>.........................] - ETA: 1:02 - loss: 0.2437 - accuracy: 0.8958
 64/316 [=====>........................] - ETA: 1:02 - loss: 0.2435 - accuracy: 0.8955
 65/316 [=====>........................] - ETA: 1:01 - loss: 0.2432 - accuracy: 0.8962
 66/316 [=====>........................] - ETA: 1:01 - loss: 0.2443 - accuracy: 0.8958
 67/316 [=====>........................] - ETA: 1:02 - loss: 0.2479 - accuracy: 0.8937
 68/316 [=====>........................] - ETA: 1:03 - loss: 0.2477 - accuracy: 0.8943
 69/316 [=====>........................] - ETA: 1:02 - loss: 0.2464 - accuracy: 0.8949
 70/316 [=====>........................] - ETA: 1:02 - loss: 0.2476 - accuracy: 0.8938
 71/316 [=====>........................] - ETA: 1:01 - loss: 0.2455 - accuracy: 0.8952
 72/316 [=====>........................] - ETA: 1:01 - loss: 0.2455 - accuracy: 0.8950
 73/316 [=====>........................] - ETA: 1:00 - loss: 0.2445 - accuracy: 0.8955
 74/316 [======>.......................] - ETA: 1:00 - loss: 0.2442 - accuracy: 0.8953
 75/316 [======>.......................] - ETA: 59s - loss: 0.2429 - accuracy: 0.8958 
 76/316 [======>.......................] - ETA: 59s - loss: 0.2418 - accuracy: 0.8972
 77/316 [======>.......................] - ETA: 58s - loss: 0.2429 - accuracy: 0.8953
 78/316 [======>.......................] - ETA: 58s - loss: 0.2413 - accuracy: 0.8958
 79/316 [======>.......................] - ETA: 58s - loss: 0.2411 - accuracy: 0.8964
 80/316 [======>.......................] - ETA: 57s - loss: 0.2446 - accuracy: 0.8953
 81/316 [======>.......................] - ETA: 57s - loss: 0.2440 - accuracy: 0.8958
 82/316 [======>.......................] - ETA: 56s - loss: 0.2422 - accuracy: 0.8963
 83/316 [======>.......................] - ETA: 56s - loss: 0.2431 - accuracy: 0.8961
 84/316 [======>.......................] - ETA: 57s - loss: 0.2437 - accuracy: 0.8943
 85/316 [=======>......................] - ETA: 57s - loss: 0.2422 - accuracy: 0.8949
 86/316 [=======>......................] - ETA: 57s - loss: 0.2407 - accuracy: 0.8961
 87/316 [=======>......................] - ETA: 57s - loss: 0.2406 - accuracy: 0.8958
 88/316 [=======>......................] - ETA: 56s - loss: 0.2399 - accuracy: 0.8949
 89/316 [=======>......................] - ETA: 56s - loss: 0.2384 - accuracy: 0.8961
 90/316 [=======>......................] - ETA: 55s - loss: 0.2379 - accuracy: 0.8965
 91/316 [=======>......................] - ETA: 55s - loss: 0.2393 - accuracy: 0.8963
 92/316 [=======>......................] - ETA: 55s - loss: 0.2418 - accuracy: 0.8954
 93/316 [=======>......................] - ETA: 54s - loss: 0.2429 - accuracy: 0.8952
 94/316 [=======>......................] - ETA: 54s - loss: 0.2431 - accuracy: 0.8943
 95/316 [========>.....................] - ETA: 54s - loss: 0.2493 - accuracy: 0.8928
 96/316 [========>.....................] - ETA: 53s - loss: 0.2493 - accuracy: 0.8926
 97/316 [========>.....................] - ETA: 53s - loss: 0.2484 - accuracy: 0.8930
 98/316 [========>.....................] - ETA: 52s - loss: 0.2471 - accuracy: 0.8941
 99/316 [========>.....................] - ETA: 52s - loss: 0.2452 - accuracy: 0.8952
100/316 [========>.....................] - ETA: 52s - loss: 0.2453 - accuracy: 0.8956
101/316 [========>.....................] - ETA: 52s - loss: 0.2450 - accuracy: 0.8948
102/316 [========>.....................] - ETA: 53s - loss: 0.2451 - accuracy: 0.8946
103/316 [========>.....................] - ETA: 52s - loss: 0.2436 - accuracy: 0.8956
104/316 [========>.....................] - ETA: 52s - loss: 0.2433 - accuracy: 0.8954
105/316 [========>.....................] - ETA: 52s - loss: 0.2440 - accuracy: 0.8952
106/316 [=========>....................] - ETA: 51s - loss: 0.2439 - accuracy: 0.8950
107/316 [=========>....................] - ETA: 51s - loss: 0.2425 - accuracy: 0.8960
108/316 [=========>....................] - ETA: 51s - loss: 0.2413 - accuracy: 0.8970
109/316 [=========>....................] - ETA: 50s - loss: 0.2418 - accuracy: 0.8968
110/316 [=========>....................] - ETA: 50s - loss: 0.2406 - accuracy: 0.8972
111/316 [=========>....................] - ETA: 50s - loss: 0.2463 - accuracy: 0.8936
112/316 [=========>....................] - ETA: 49s - loss: 0.2476 - accuracy: 0.8934
113/316 [=========>....................] - ETA: 49s - loss: 0.2475 - accuracy: 0.8927
114/316 [=========>....................] - ETA: 48s - loss: 0.2479 - accuracy: 0.8920
115/316 [=========>....................] - ETA: 48s - loss: 0.2485 - accuracy: 0.8918
116/316 [==========>...................] - ETA: 48s - loss: 0.2471 - accuracy: 0.8928
117/316 [==========>...................] - ETA: 48s - loss: 0.2484 - accuracy: 0.8905
118/316 [==========>...................] - ETA: 48s - loss: 0.2490 - accuracy: 0.8898
119/316 [==========>...................] - ETA: 48s - loss: 0.2500 - accuracy: 0.8892
120/316 [==========>...................] - ETA: 48s - loss: 0.2494 - accuracy: 0.8896
121/316 [==========>...................] - ETA: 47s - loss: 0.2491 - accuracy: 0.8900
122/316 [==========>...................] - ETA: 47s - loss: 0.2503 - accuracy: 0.8893
123/316 [==========>...................] - ETA: 47s - loss: 0.2507 - accuracy: 0.8892
124/316 [==========>...................] - ETA: 47s - loss: 0.2505 - accuracy: 0.8896
125/316 [==========>...................] - ETA: 47s - loss: 0.2500 - accuracy: 0.8900
126/316 [==========>...................] - ETA: 47s - loss: 0.2489 - accuracy: 0.8909
127/316 [===========>..................] - ETA: 47s - loss: 0.2510 - accuracy: 0.8903
128/316 [===========>..................] - ETA: 46s - loss: 0.2515 - accuracy: 0.8901
129/316 [===========>..................] - ETA: 46s - loss: 0.2514 - accuracy: 0.8900
130/316 [===========>..................] - ETA: 46s - loss: 0.2510 - accuracy: 0.8899
131/316 [===========>..................] - ETA: 46s - loss: 0.2498 - accuracy: 0.8907
132/316 [===========>..................] - ETA: 46s - loss: 0.2493 - accuracy: 0.8906
133/316 [===========>..................] - ETA: 46s - loss: 0.2505 - accuracy: 0.8896
134/316 [===========>..................] - ETA: 45s - loss: 0.2514 - accuracy: 0.8885
135/316 [===========>..................] - ETA: 45s - loss: 0.2506 - accuracy: 0.8889
136/316 [===========>..................] - ETA: 45s - loss: 0.2500 - accuracy: 0.8897
137/316 [============>.................] - ETA: 44s - loss: 0.2503 - accuracy: 0.8891
138/316 [============>.................] - ETA: 44s - loss: 0.2494 - accuracy: 0.8899
139/316 [============>.................] - ETA: 44s - loss: 0.2492 - accuracy: 0.8903
140/316 [============>.................] - ETA: 43s - loss: 0.2536 - accuracy: 0.8893
141/316 [============>.................] - ETA: 43s - loss: 0.2541 - accuracy: 0.8887
142/316 [============>.................] - ETA: 43s - loss: 0.2536 - accuracy: 0.8886
143/316 [============>.................] - ETA: 42s - loss: 0.2533 - accuracy: 0.8894
144/316 [============>.................] - ETA: 42s - loss: 0.2526 - accuracy: 0.8898
145/316 [============>.................] - ETA: 42s - loss: 0.2519 - accuracy: 0.8897
146/316 [============>.................] - ETA: 41s - loss: 0.2534 - accuracy: 0.8887
147/316 [============>.................] - ETA: 41s - loss: 0.2521 - accuracy: 0.8895
148/316 [=============>................] - ETA: 41s - loss: 0.2533 - accuracy: 0.8889
149/316 [=============>................] - ETA: 41s - loss: 0.2533 - accuracy: 0.8888
150/316 [=============>................] - ETA: 41s - loss: 0.2536 - accuracy: 0.8888
151/316 [=============>................] - ETA: 41s - loss: 0.2532 - accuracy: 0.8891
152/316 [=============>................] - ETA: 41s - loss: 0.2522 - accuracy: 0.8898
153/316 [=============>................] - ETA: 41s - loss: 0.2529 - accuracy: 0.8897
154/316 [=============>................] - ETA: 40s - loss: 0.2536 - accuracy: 0.8888
155/316 [=============>................] - ETA: 40s - loss: 0.2531 - accuracy: 0.8887
156/316 [=============>................] - ETA: 40s - loss: 0.2531 - accuracy: 0.8886
157/316 [=============>................] - ETA: 39s - loss: 0.2526 - accuracy: 0.8889
158/316 [==============>...............] - ETA: 39s - loss: 0.2518 - accuracy: 0.8896
159/316 [==============>...............] - ETA: 39s - loss: 0.2524 - accuracy: 0.8895
160/316 [==============>...............] - ETA: 39s - loss: 0.2528 - accuracy: 0.8891
161/316 [==============>...............] - ETA: 38s - loss: 0.2542 - accuracy: 0.8878
162/316 [==============>...............] - ETA: 38s - loss: 0.2535 - accuracy: 0.8881
163/316 [==============>...............] - ETA: 38s - loss: 0.2538 - accuracy: 0.8877
164/316 [==============>...............] - ETA: 38s - loss: 0.2542 - accuracy: 0.8872
165/316 [==============>...............] - ETA: 38s - loss: 0.2549 - accuracy: 0.8867
166/316 [==============>...............] - ETA: 38s - loss: 0.2548 - accuracy: 0.8863
167/316 [==============>...............] - ETA: 38s - loss: 0.2546 - accuracy: 0.8862
168/316 [==============>...............] - ETA: 38s - loss: 0.2542 - accuracy: 0.8865
169/316 [===============>..............] - ETA: 38s - loss: 0.2550 - accuracy: 0.8854
170/316 [===============>..............] - ETA: 37s - loss: 0.2555 - accuracy: 0.8857
171/316 [===============>..............] - ETA: 37s - loss: 0.2554 - accuracy: 0.8860
172/316 [===============>..............] - ETA: 37s - loss: 0.2552 - accuracy: 0.8863
173/316 [===============>..............] - ETA: 36s - loss: 0.2559 - accuracy: 0.8858
174/316 [===============>..............] - ETA: 36s - loss: 0.2566 - accuracy: 0.8851
175/316 [===============>..............] - ETA: 36s - loss: 0.2561 - accuracy: 0.8854
176/316 [===============>..............] - ETA: 35s - loss: 0.2556 - accuracy: 0.8860
177/316 [===============>..............] - ETA: 35s - loss: 0.2553 - accuracy: 0.8863
178/316 [===============>..............] - ETA: 35s - loss: 0.2549 - accuracy: 0.8866
179/316 [===============>..............] - ETA: 34s - loss: 0.2557 - accuracy: 0.8862
180/316 [================>.............] - ETA: 34s - loss: 0.2552 - accuracy: 0.8868
181/316 [================>.............] - ETA: 34s - loss: 0.2553 - accuracy: 0.8864
182/316 [================>.............] - ETA: 34s - loss: 0.2557 - accuracy: 0.8863
183/316 [================>.............] - ETA: 33s - loss: 0.2552 - accuracy: 0.8863
184/316 [================>.............] - ETA: 33s - loss: 0.2549 - accuracy: 0.8862
185/316 [================>.............] - ETA: 33s - loss: 0.2556 - accuracy: 0.8851
186/316 [================>.............] - ETA: 33s - loss: 0.2555 - accuracy: 0.8847
187/316 [================>.............] - ETA: 33s - loss: 0.2550 - accuracy: 0.8850
188/316 [================>.............] - ETA: 33s - loss: 0.2544 - accuracy: 0.8850
189/316 [================>.............] - ETA: 32s - loss: 0.2541 - accuracy: 0.8853
190/316 [=================>............] - ETA: 32s - loss: 0.2547 - accuracy: 0.8849
191/316 [=================>............] - ETA: 32s - loss: 0.2535 - accuracy: 0.8855
192/316 [=================>............] - ETA: 31s - loss: 0.2551 - accuracy: 0.8854
193/316 [=================>............] - ETA: 31s - loss: 0.2549 - accuracy: 0.8854
194/316 [=================>............] - ETA: 31s - loss: 0.2551 - accuracy: 0.8853
195/316 [=================>............] - ETA: 31s - loss: 0.2546 - accuracy: 0.8856
196/316 [=================>............] - ETA: 30s - loss: 0.2544 - accuracy: 0.8855
197/316 [=================>............] - ETA: 30s - loss: 0.2536 - accuracy: 0.8858
198/316 [=================>............] - ETA: 30s - loss: 0.2537 - accuracy: 0.8857
199/316 [=================>............] - ETA: 30s - loss: 0.2528 - accuracy: 0.8863
200/316 [=================>............] - ETA: 30s - loss: 0.2540 - accuracy: 0.8856
201/316 [==================>...........] - ETA: 30s - loss: 0.2532 - accuracy: 0.8862
202/316 [==================>...........] - ETA: 29s - loss: 0.2530 - accuracy: 0.8864
203/316 [==================>...........] - ETA: 29s - loss: 0.2525 - accuracy: 0.8864
204/316 [==================>...........] - ETA: 29s - loss: 0.2526 - accuracy: 0.8863
205/316 [==================>...........] - ETA: 28s - loss: 0.2527 - accuracy: 0.8866
206/316 [==================>...........] - ETA: 28s - loss: 0.2539 - accuracy: 0.8856
207/316 [==================>...........] - ETA: 28s - loss: 0.2544 - accuracy: 0.8850
208/316 [==================>...........] - ETA: 28s - loss: 0.2548 - accuracy: 0.8849
209/316 [==================>...........] - ETA: 27s - loss: 0.2541 - accuracy: 0.8852
210/316 [==================>...........] - ETA: 27s - loss: 0.2545 - accuracy: 0.8851
211/316 [===================>..........] - ETA: 27s - loss: 0.2540 - accuracy: 0.8854
212/316 [===================>..........] - ETA: 26s - loss: 0.2541 - accuracy: 0.8853
213/316 [===================>..........] - ETA: 26s - loss: 0.2549 - accuracy: 0.8850
214/316 [===================>..........] - ETA: 26s - loss: 0.2543 - accuracy: 0.8852
215/316 [===================>..........] - ETA: 25s - loss: 0.2547 - accuracy: 0.8852
216/316 [===================>..........] - ETA: 25s - loss: 0.2552 - accuracy: 0.8848
217/316 [===================>..........] - ETA: 25s - loss: 0.2552 - accuracy: 0.8848
218/316 [===================>..........] - ETA: 25s - loss: 0.2546 - accuracy: 0.8850
219/316 [===================>..........] - ETA: 25s - loss: 0.2543 - accuracy: 0.8853
220/316 [===================>..........] - ETA: 24s - loss: 0.2534 - accuracy: 0.8858
221/316 [===================>..........] - ETA: 24s - loss: 0.2534 - accuracy: 0.8857
222/316 [====================>.........] - ETA: 24s - loss: 0.2531 - accuracy: 0.8860
223/316 [====================>.........] - ETA: 24s - loss: 0.2525 - accuracy: 0.8865
224/316 [====================>.........] - ETA: 23s - loss: 0.2518 - accuracy: 0.8867
225/316 [====================>.........] - ETA: 23s - loss: 0.2513 - accuracy: 0.8869
226/316 [====================>.........] - ETA: 23s - loss: 0.2517 - accuracy: 0.8866
227/316 [====================>.........] - ETA: 22s - loss: 0.2521 - accuracy: 0.8863
228/316 [====================>.........] - ETA: 22s - loss: 0.2528 - accuracy: 0.8857
229/316 [====================>.........] - ETA: 22s - loss: 0.2528 - accuracy: 0.8856
230/316 [====================>.........] - ETA: 22s - loss: 0.2533 - accuracy: 0.8856
231/316 [====================>.........] - ETA: 21s - loss: 0.2539 - accuracy: 0.8850
232/316 [=====================>........] - ETA: 21s - loss: 0.2534 - accuracy: 0.8852
233/316 [=====================>........] - ETA: 21s - loss: 0.2543 - accuracy: 0.8847
234/316 [=====================>........] - ETA: 21s - loss: 0.2542 - accuracy: 0.8846
235/316 [=====================>........] - ETA: 20s - loss: 0.2536 - accuracy: 0.8851
236/316 [=====================>........] - ETA: 20s - loss: 0.2541 - accuracy: 0.8848
237/316 [=====================>........] - ETA: 20s - loss: 0.2544 - accuracy: 0.8848
238/316 [=====================>........] - ETA: 20s - loss: 0.2545 - accuracy: 0.8847
239/316 [=====================>........] - ETA: 19s - loss: 0.2541 - accuracy: 0.8849
240/316 [=====================>........] - ETA: 19s - loss: 0.2544 - accuracy: 0.8846
241/316 [=====================>........] - ETA: 19s - loss: 0.2554 - accuracy: 0.8841
242/316 [=====================>........] - ETA: 19s - loss: 0.2556 - accuracy: 0.8838
243/316 [======================>.......] - ETA: 18s - loss: 0.2559 - accuracy: 0.8835
244/316 [======================>.......] - ETA: 18s - loss: 0.2566 - accuracy: 0.8829
245/316 [======================>.......] - ETA: 18s - loss: 0.2561 - accuracy: 0.8832
246/316 [======================>.......] - ETA: 18s - loss: 0.2567 - accuracy: 0.8826
247/316 [======================>.......] - ETA: 17s - loss: 0.2565 - accuracy: 0.8826
248/316 [======================>.......] - ETA: 17s - loss: 0.2562 - accuracy: 0.8828
249/316 [======================>.......] - ETA: 17s - loss: 0.2560 - accuracy: 0.8828
250/316 [======================>.......] - ETA: 17s - loss: 0.2557 - accuracy: 0.8827
251/316 [======================>.......] - ETA: 16s - loss: 0.2556 - accuracy: 0.8827
252/316 [======================>.......] - ETA: 16s - loss: 0.2554 - accuracy: 0.8827
253/316 [=======================>......] - ETA: 16s - loss: 0.2551 - accuracy: 0.8832
254/316 [=======================>......] - ETA: 16s - loss: 0.2552 - accuracy: 0.8829
255/316 [=======================>......] - ETA: 15s - loss: 0.2550 - accuracy: 0.8831
256/316 [=======================>......] - ETA: 15s - loss: 0.2555 - accuracy: 0.8828
257/316 [=======================>......] - ETA: 15s - loss: 0.2554 - accuracy: 0.8830
258/316 [=======================>......] - ETA: 14s - loss: 0.2555 - accuracy: 0.8830
259/316 [=======================>......] - ETA: 14s - loss: 0.2556 - accuracy: 0.8830
260/316 [=======================>......] - ETA: 14s - loss: 0.2565 - accuracy: 0.8820
261/316 [=======================>......] - ETA: 14s - loss: 0.2561 - accuracy: 0.8819
262/316 [=======================>......] - ETA: 13s - loss: 0.2564 - accuracy: 0.8819
263/316 [=======================>......] - ETA: 13s - loss: 0.2560 - accuracy: 0.8819
264/316 [========================>.....] - ETA: 13s - loss: 0.2560 - accuracy: 0.8819
265/316 [========================>.....] - ETA: 13s - loss: 0.2557 - accuracy: 0.8821
266/316 [========================>.....] - ETA: 12s - loss: 0.2552 - accuracy: 0.8823
267/316 [========================>.....] - ETA: 12s - loss: 0.2551 - accuracy: 0.8825
268/316 [========================>.....] - ETA: 12s - loss: 0.2548 - accuracy: 0.8825
269/316 [========================>.....] - ETA: 12s - loss: 0.2549 - accuracy: 0.8824
270/316 [========================>.....] - ETA: 11s - loss: 0.2545 - accuracy: 0.8826
271/316 [========================>.....] - ETA: 11s - loss: 0.2548 - accuracy: 0.8821
272/316 [========================>.....] - ETA: 11s - loss: 0.2542 - accuracy: 0.8826
273/316 [========================>.....] - ETA: 11s - loss: 0.2538 - accuracy: 0.8830
274/316 [=========================>....] - ETA: 10s - loss: 0.2532 - accuracy: 0.8834
275/316 [=========================>....] - ETA: 10s - loss: 0.2538 - accuracy: 0.8832
276/316 [=========================>....] - ETA: 10s - loss: 0.2539 - accuracy: 0.8834
277/316 [=========================>....] - ETA: 10s - loss: 0.2544 - accuracy: 0.8831
278/316 [=========================>....] - ETA: 9s - loss: 0.2555 - accuracy: 0.8820 
279/316 [=========================>....] - ETA: 9s - loss: 0.2557 - accuracy: 0.8817
280/316 [=========================>....] - ETA: 9s - loss: 0.2557 - accuracy: 0.8819
281/316 [=========================>....] - ETA: 9s - loss: 0.2555 - accuracy: 0.8821
282/316 [=========================>....] - ETA: 8s - loss: 0.2561 - accuracy: 0.8816
283/316 [=========================>....] - ETA: 8s - loss: 0.2559 - accuracy: 0.8818
284/316 [=========================>....] - ETA: 8s - loss: 0.2555 - accuracy: 0.8823
285/316 [==========================>...] - ETA: 8s - loss: 0.2556 - accuracy: 0.8822
286/316 [==========================>...] - ETA: 7s - loss: 0.2560 - accuracy: 0.8822
287/316 [==========================>...] - ETA: 7s - loss: 0.2562 - accuracy: 0.8822
288/316 [==========================>...] - ETA: 7s - loss: 0.2566 - accuracy: 0.8819
289/316 [==========================>...] - ETA: 7s - loss: 0.2565 - accuracy: 0.8821
290/316 [==========================>...] - ETA: 6s - loss: 0.2564 - accuracy: 0.8821
291/316 [==========================>...] - ETA: 6s - loss: 0.2561 - accuracy: 0.8821
292/316 [==========================>...] - ETA: 6s - loss: 0.2559 - accuracy: 0.8823
293/316 [==========================>...] - ETA: 5s - loss: 0.2558 - accuracy: 0.8825
294/316 [==========================>...] - ETA: 5s - loss: 0.2560 - accuracy: 0.8822
295/316 [===========================>..] - ETA: 5s - loss: 0.2556 - accuracy: 0.8824
296/316 [===========================>..] - ETA: 5s - loss: 0.2555 - accuracy: 0.8824
297/316 [===========================>..] - ETA: 4s - loss: 0.2553 - accuracy: 0.8826
298/316 [===========================>..] - ETA: 4s - loss: 0.2556 - accuracy: 0.8823
299/316 [===========================>..] - ETA: 4s - loss: 0.2559 - accuracy: 0.8819
300/316 [===========================>..] - ETA: 4s - loss: 0.2557 - accuracy: 0.8819
301/316 [===========================>..] - ETA: 3s - loss: 0.2556 - accuracy: 0.8821
302/316 [===========================>..] - ETA: 3s - loss: 0.2559 - accuracy: 0.8816
303/316 [===========================>..] - ETA: 3s - loss: 0.2558 - accuracy: 0.8814
304/316 [===========================>..] - ETA: 3s - loss: 0.2555 - accuracy: 0.8816
305/316 [===========================>..] - ETA: 2s - loss: 0.2551 - accuracy: 0.8818
306/316 [============================>.] - ETA: 2s - loss: 0.2543 - accuracy: 0.8821
307/316 [============================>.] - ETA: 2s - loss: 0.2539 - accuracy: 0.8823
308/316 [============================>.] - ETA: 2s - loss: 0.2547 - accuracy: 0.8819
309/316 [============================>.] - ETA: 1s - loss: 0.2550 - accuracy: 0.8815
310/316 [============================>.] - ETA: 1s - loss: 0.2554 - accuracy: 0.8815
311/316 [============================>.] - ETA: 1s - loss: 0.2562 - accuracy: 0.8812
312/316 [============================>.] - ETA: 1s - loss: 0.2559 - accuracy: 0.8814
313/316 [============================>.] - ETA: 0s - loss: 0.2559 - accuracy: 0.8818
314/316 [============================>.] - ETA: 0s - loss: 0.2558 - accuracy: 0.8818
315/316 [============================>.] - ETA: 0s - loss: 0.2562 - accuracy: 0.8817
316/316 [==============================] - 82s 261ms/step - loss: 0.2568 - accuracy: 0.8815

316/316 [==============================] - 87s 274ms/step - loss: 0.2568 - accuracy: 0.8815 - val_loss: 0.5329 - val_accuracy: 0.7655
Epoch 84/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.3701 - accuracy: 0.8125
  2/316 [..............................] - ETA: 59s - loss: 0.6512 - accuracy: 0.7188 
  3/316 [..............................] - ETA: 59s - loss: 0.5490 - accuracy: 0.7500
  4/316 [..............................] - ETA: 59s - loss: 0.5247 - accuracy: 0.7656
  5/316 [..............................] - ETA: 58s - loss: 0.4758 - accuracy: 0.7625
  6/316 [..............................] - ETA: 59s - loss: 0.4644 - accuracy: 0.7500
  7/316 [..............................] - ETA: 59s - loss: 0.4116 - accuracy: 0.7768
  8/316 [..............................] - ETA: 59s - loss: 0.4004 - accuracy: 0.7891
  9/316 [..............................] - ETA: 59s - loss: 0.3642 - accuracy: 0.8125
 10/316 [..............................] - ETA: 58s - loss: 0.3619 - accuracy: 0.8062
 11/316 [>.............................] - ETA: 58s - loss: 0.3511 - accuracy: 0.8068
 12/316 [>.............................] - ETA: 1:07 - loss: 0.3311 - accuracy: 0.8177
 13/316 [>.............................] - ETA: 1:16 - loss: 0.3382 - accuracy: 0.8221
 14/316 [>.............................] - ETA: 1:14 - loss: 0.3321 - accuracy: 0.8214
 15/316 [>.............................] - ETA: 1:13 - loss: 0.3310 - accuracy: 0.8208
 16/316 [>.............................] - ETA: 1:11 - loss: 0.3335 - accuracy: 0.8242
 17/316 [>.............................] - ETA: 1:10 - loss: 0.3299 - accuracy: 0.8309
 18/316 [>.............................] - ETA: 1:09 - loss: 0.3238 - accuracy: 0.8368
 19/316 [>.............................] - ETA: 1:08 - loss: 0.3169 - accuracy: 0.8388
 20/316 [>.............................] - ETA: 1:08 - loss: 0.3061 - accuracy: 0.8469
 21/316 [>.............................] - ETA: 1:07 - loss: 0.3029 - accuracy: 0.8452
 22/316 [=>............................] - ETA: 1:06 - loss: 0.3092 - accuracy: 0.8438
 23/316 [=>............................] - ETA: 1:05 - loss: 0.3061 - accuracy: 0.8451
 24/316 [=>............................] - ETA: 1:05 - loss: 0.3036 - accuracy: 0.8464
 25/316 [=>............................] - ETA: 1:04 - loss: 0.3065 - accuracy: 0.8450
 26/316 [=>............................] - ETA: 1:04 - loss: 0.3030 - accuracy: 0.8438
 27/316 [=>............................] - ETA: 1:03 - loss: 0.3007 - accuracy: 0.8472
 28/316 [=>............................] - ETA: 1:02 - loss: 0.2963 - accuracy: 0.8482
 29/316 [=>............................] - ETA: 1:03 - loss: 0.2963 - accuracy: 0.8470
 30/316 [=>............................] - ETA: 1:06 - loss: 0.2988 - accuracy: 0.8438
 31/316 [=>............................] - ETA: 1:09 - loss: 0.2949 - accuracy: 0.8448
 32/316 [==>...........................] - ETA: 1:11 - loss: 0.2928 - accuracy: 0.8457
 33/316 [==>...........................] - ETA: 1:12 - loss: 0.2886 - accuracy: 0.8504
 34/316 [==>...........................] - ETA: 1:11 - loss: 0.2848 - accuracy: 0.8529
 35/316 [==>...........................] - ETA: 1:10 - loss: 0.2795 - accuracy: 0.8571
 36/316 [==>...........................] - ETA: 1:10 - loss: 0.2750 - accuracy: 0.8611
 37/316 [==>...........................] - ETA: 1:09 - loss: 0.2720 - accuracy: 0.8632
 38/316 [==>...........................] - ETA: 1:08 - loss: 0.2722 - accuracy: 0.8651
 39/316 [==>...........................] - ETA: 1:08 - loss: 0.2776 - accuracy: 0.8622
 40/316 [==>...........................] - ETA: 1:07 - loss: 0.2874 - accuracy: 0.8594
 41/316 [==>...........................] - ETA: 1:06 - loss: 0.2913 - accuracy: 0.8537
 42/316 [==>...........................] - ETA: 1:06 - loss: 0.2883 - accuracy: 0.8571
 43/316 [===>..........................] - ETA: 1:05 - loss: 0.2903 - accuracy: 0.8547
 44/316 [===>..........................] - ETA: 1:07 - loss: 0.2895 - accuracy: 0.8565
 45/316 [===>..........................] - ETA: 1:09 - loss: 0.2876 - accuracy: 0.8583
 46/316 [===>..........................] - ETA: 1:10 - loss: 0.2858 - accuracy: 0.8601
 47/316 [===>..........................] - ETA: 1:11 - loss: 0.2857 - accuracy: 0.8604
 48/316 [===>..........................] - ETA: 1:10 - loss: 0.2855 - accuracy: 0.8607
 49/316 [===>..........................] - ETA: 1:10 - loss: 0.2881 - accuracy: 0.8597
 50/316 [===>..........................] - ETA: 1:09 - loss: 0.2858 - accuracy: 0.8612
 51/316 [===>..........................] - ETA: 1:08 - loss: 0.2846 - accuracy: 0.8603
 52/316 [===>..........................] - ETA: 1:08 - loss: 0.2816 - accuracy: 0.8630
 53/316 [====>.........................] - ETA: 1:07 - loss: 0.2790 - accuracy: 0.8644
 54/316 [====>.........................] - ETA: 1:07 - loss: 0.2824 - accuracy: 0.8634
 55/316 [====>.........................] - ETA: 1:06 - loss: 0.2818 - accuracy: 0.8636
 56/316 [====>.........................] - ETA: 1:05 - loss: 0.2809 - accuracy: 0.8638
 57/316 [====>.........................] - ETA: 1:05 - loss: 0.2814 - accuracy: 0.8629
 58/316 [====>.........................] - ETA: 1:04 - loss: 0.2783 - accuracy: 0.8653
 59/316 [====>.........................] - ETA: 1:04 - loss: 0.2760 - accuracy: 0.8665
 60/316 [====>.........................] - ETA: 1:03 - loss: 0.2758 - accuracy: 0.8656
 61/316 [====>.........................] - ETA: 1:03 - loss: 0.2732 - accuracy: 0.8678
 62/316 [====>.........................] - ETA: 1:02 - loss: 0.2710 - accuracy: 0.8700
 63/316 [====>.........................] - ETA: 1:04 - loss: 0.2700 - accuracy: 0.8700
 64/316 [=====>........................] - ETA: 1:04 - loss: 0.2676 - accuracy: 0.8721
 65/316 [=====>........................] - ETA: 1:04 - loss: 0.2709 - accuracy: 0.8712
 66/316 [=====>........................] - ETA: 1:03 - loss: 0.2726 - accuracy: 0.8703
 67/316 [=====>........................] - ETA: 1:03 - loss: 0.2776 - accuracy: 0.8713
 68/316 [=====>........................] - ETA: 1:02 - loss: 0.2761 - accuracy: 0.8713
 69/316 [=====>........................] - ETA: 1:02 - loss: 0.2764 - accuracy: 0.8714
 70/316 [=====>........................] - ETA: 1:01 - loss: 0.2782 - accuracy: 0.8714
 71/316 [=====>........................] - ETA: 1:01 - loss: 0.2817 - accuracy: 0.8697
 72/316 [=====>........................] - ETA: 1:01 - loss: 0.2830 - accuracy: 0.8681
 73/316 [=====>........................] - ETA: 1:00 - loss: 0.2802 - accuracy: 0.8699
 74/316 [======>.......................] - ETA: 1:00 - loss: 0.2776 - accuracy: 0.8708
 75/316 [======>.......................] - ETA: 59s - loss: 0.2779 - accuracy: 0.8700 
 76/316 [======>.......................] - ETA: 59s - loss: 0.2773 - accuracy: 0.8701
 77/316 [======>.......................] - ETA: 58s - loss: 0.2755 - accuracy: 0.8709
 78/316 [======>.......................] - ETA: 58s - loss: 0.2762 - accuracy: 0.8702
 79/316 [======>.......................] - ETA: 58s - loss: 0.2756 - accuracy: 0.8703
 80/316 [======>.......................] - ETA: 58s - loss: 0.2764 - accuracy: 0.8687
 81/316 [======>.......................] - ETA: 59s - loss: 0.2775 - accuracy: 0.8681
 82/316 [======>.......................] - ETA: 59s - loss: 0.2791 - accuracy: 0.8674
 83/316 [======>.......................] - ETA: 58s - loss: 0.2788 - accuracy: 0.8667
 84/316 [======>.......................] - ETA: 58s - loss: 0.2782 - accuracy: 0.8676
 85/316 [=======>......................] - ETA: 57s - loss: 0.2773 - accuracy: 0.8684
 86/316 [=======>......................] - ETA: 57s - loss: 0.2782 - accuracy: 0.8677
 87/316 [=======>......................] - ETA: 56s - loss: 0.2783 - accuracy: 0.8678
 88/316 [=======>......................] - ETA: 56s - loss: 0.2772 - accuracy: 0.8686
 89/316 [=======>......................] - ETA: 56s - loss: 0.2785 - accuracy: 0.8687
 90/316 [=======>......................] - ETA: 55s - loss: 0.2792 - accuracy: 0.8681
 91/316 [=======>......................] - ETA: 55s - loss: 0.2789 - accuracy: 0.8681
 92/316 [=======>......................] - ETA: 55s - loss: 0.2787 - accuracy: 0.8689
 93/316 [=======>......................] - ETA: 54s - loss: 0.2797 - accuracy: 0.8669
 94/316 [=======>......................] - ETA: 54s - loss: 0.2778 - accuracy: 0.8684
 95/316 [========>.....................] - ETA: 53s - loss: 0.2774 - accuracy: 0.8691
 96/316 [========>.....................] - ETA: 53s - loss: 0.2776 - accuracy: 0.8691
 97/316 [========>.....................] - ETA: 54s - loss: 0.2783 - accuracy: 0.8692
 98/316 [========>.....................] - ETA: 54s - loss: 0.2777 - accuracy: 0.8693
 99/316 [========>.....................] - ETA: 54s - loss: 0.2780 - accuracy: 0.8693
100/316 [========>.....................] - ETA: 53s - loss: 0.2791 - accuracy: 0.8687
101/316 [========>.....................] - ETA: 53s - loss: 0.2779 - accuracy: 0.8700
102/316 [========>.....................] - ETA: 53s - loss: 0.2783 - accuracy: 0.8695
103/316 [========>.....................] - ETA: 52s - loss: 0.2777 - accuracy: 0.8701
104/316 [========>.....................] - ETA: 52s - loss: 0.2771 - accuracy: 0.8702
105/316 [========>.....................] - ETA: 51s - loss: 0.2759 - accuracy: 0.8714
106/316 [=========>....................] - ETA: 51s - loss: 0.2756 - accuracy: 0.8715
107/316 [=========>....................] - ETA: 51s - loss: 0.2744 - accuracy: 0.8727
108/316 [=========>....................] - ETA: 50s - loss: 0.2746 - accuracy: 0.8715
109/316 [=========>....................] - ETA: 50s - loss: 0.2737 - accuracy: 0.8721
110/316 [=========>....................] - ETA: 50s - loss: 0.2738 - accuracy: 0.8727
111/316 [=========>....................] - ETA: 49s - loss: 0.2727 - accuracy: 0.8733
112/316 [=========>....................] - ETA: 49s - loss: 0.2724 - accuracy: 0.8733
113/316 [=========>....................] - ETA: 49s - loss: 0.2717 - accuracy: 0.8739
114/316 [=========>....................] - ETA: 49s - loss: 0.2717 - accuracy: 0.8745
115/316 [=========>....................] - ETA: 49s - loss: 0.2716 - accuracy: 0.8745
116/316 [==========>...................] - ETA: 50s - loss: 0.2706 - accuracy: 0.8745
117/316 [==========>...................] - ETA: 50s - loss: 0.2696 - accuracy: 0.8750
118/316 [==========>...................] - ETA: 49s - loss: 0.2698 - accuracy: 0.8745
119/316 [==========>...................] - ETA: 49s - loss: 0.2678 - accuracy: 0.8755
120/316 [==========>...................] - ETA: 49s - loss: 0.2676 - accuracy: 0.8755
121/316 [==========>...................] - ETA: 48s - loss: 0.2671 - accuracy: 0.8755
122/316 [==========>...................] - ETA: 48s - loss: 0.2691 - accuracy: 0.8745
123/316 [==========>...................] - ETA: 48s - loss: 0.2709 - accuracy: 0.8730
124/316 [==========>...................] - ETA: 48s - loss: 0.2711 - accuracy: 0.8730
125/316 [==========>...................] - ETA: 48s - loss: 0.2711 - accuracy: 0.8730
126/316 [==========>...................] - ETA: 48s - loss: 0.2710 - accuracy: 0.8735
127/316 [===========>..................] - ETA: 47s - loss: 0.2734 - accuracy: 0.8725
128/316 [===========>..................] - ETA: 47s - loss: 0.2735 - accuracy: 0.8726
129/316 [===========>..................] - ETA: 47s - loss: 0.2724 - accuracy: 0.8726
130/316 [===========>..................] - ETA: 47s - loss: 0.2723 - accuracy: 0.8726
131/316 [===========>..................] - ETA: 47s - loss: 0.2715 - accuracy: 0.8731
132/316 [===========>..................] - ETA: 47s - loss: 0.2709 - accuracy: 0.8736
133/316 [===========>..................] - ETA: 46s - loss: 0.2700 - accuracy: 0.8741
134/316 [===========>..................] - ETA: 46s - loss: 0.2707 - accuracy: 0.8731
135/316 [===========>..................] - ETA: 46s - loss: 0.2700 - accuracy: 0.8736
136/316 [===========>..................] - ETA: 45s - loss: 0.2694 - accuracy: 0.8741
137/316 [============>.................] - ETA: 45s - loss: 0.2695 - accuracy: 0.8741
138/316 [============>.................] - ETA: 45s - loss: 0.2694 - accuracy: 0.8745
139/316 [============>.................] - ETA: 44s - loss: 0.2684 - accuracy: 0.8754
140/316 [============>.................] - ETA: 44s - loss: 0.2681 - accuracy: 0.8759
141/316 [============>.................] - ETA: 44s - loss: 0.2665 - accuracy: 0.8768
142/316 [============>.................] - ETA: 43s - loss: 0.2675 - accuracy: 0.8759
143/316 [============>.................] - ETA: 43s - loss: 0.2668 - accuracy: 0.8767
144/316 [============>.................] - ETA: 43s - loss: 0.2669 - accuracy: 0.8767
145/316 [============>.................] - ETA: 42s - loss: 0.2686 - accuracy: 0.8763
146/316 [============>.................] - ETA: 42s - loss: 0.2678 - accuracy: 0.8767
147/316 [============>.................] - ETA: 42s - loss: 0.2670 - accuracy: 0.8771
148/316 [=============>................] - ETA: 42s - loss: 0.2691 - accuracy: 0.8763
149/316 [=============>................] - ETA: 42s - loss: 0.2685 - accuracy: 0.8763
150/316 [=============>................] - ETA: 42s - loss: 0.2677 - accuracy: 0.8771
151/316 [=============>................] - ETA: 42s - loss: 0.2671 - accuracy: 0.8775
152/316 [=============>................] - ETA: 42s - loss: 0.2664 - accuracy: 0.8783
153/316 [=============>................] - ETA: 41s - loss: 0.2663 - accuracy: 0.8787
154/316 [=============>................] - ETA: 41s - loss: 0.2653 - accuracy: 0.8791
155/316 [=============>................] - ETA: 41s - loss: 0.2649 - accuracy: 0.8794
156/316 [=============>................] - ETA: 40s - loss: 0.2640 - accuracy: 0.8798
157/316 [=============>................] - ETA: 40s - loss: 0.2636 - accuracy: 0.8798
158/316 [==============>...............] - ETA: 40s - loss: 0.2627 - accuracy: 0.8805
159/316 [==============>...............] - ETA: 39s - loss: 0.2626 - accuracy: 0.8805
160/316 [==============>...............] - ETA: 39s - loss: 0.2624 - accuracy: 0.8809
161/316 [==============>...............] - ETA: 39s - loss: 0.2611 - accuracy: 0.8816
162/316 [==============>...............] - ETA: 39s - loss: 0.2601 - accuracy: 0.8819
163/316 [==============>...............] - ETA: 39s - loss: 0.2599 - accuracy: 0.8819
164/316 [==============>...............] - ETA: 39s - loss: 0.2597 - accuracy: 0.8822
165/316 [==============>...............] - ETA: 39s - loss: 0.2598 - accuracy: 0.8822
166/316 [==============>...............] - ETA: 38s - loss: 0.2598 - accuracy: 0.8822
167/316 [==============>...............] - ETA: 38s - loss: 0.2597 - accuracy: 0.8821
168/316 [==============>...............] - ETA: 38s - loss: 0.2591 - accuracy: 0.8824
169/316 [===============>..............] - ETA: 37s - loss: 0.2602 - accuracy: 0.8817
170/316 [===============>..............] - ETA: 37s - loss: 0.2611 - accuracy: 0.8809
171/316 [===============>..............] - ETA: 37s - loss: 0.2612 - accuracy: 0.8812
172/316 [===============>..............] - ETA: 37s - loss: 0.2607 - accuracy: 0.8812
173/316 [===============>..............] - ETA: 36s - loss: 0.2612 - accuracy: 0.8808
174/316 [===============>..............] - ETA: 36s - loss: 0.2609 - accuracy: 0.8807
175/316 [===============>..............] - ETA: 36s - loss: 0.2606 - accuracy: 0.8811
176/316 [===============>..............] - ETA: 36s - loss: 0.2607 - accuracy: 0.8807
177/316 [===============>..............] - ETA: 36s - loss: 0.2602 - accuracy: 0.8810
178/316 [===============>..............] - ETA: 36s - loss: 0.2606 - accuracy: 0.8803
179/316 [===============>..............] - ETA: 35s - loss: 0.2596 - accuracy: 0.8809
180/316 [================>.............] - ETA: 35s - loss: 0.2586 - accuracy: 0.8813
181/316 [================>.............] - ETA: 35s - loss: 0.2591 - accuracy: 0.8812
182/316 [================>.............] - ETA: 34s - loss: 0.2594 - accuracy: 0.8812
183/316 [================>.............] - ETA: 34s - loss: 0.2593 - accuracy: 0.8811
184/316 [================>.............] - ETA: 34s - loss: 0.2600 - accuracy: 0.8804
185/316 [================>.............] - ETA: 34s - loss: 0.2601 - accuracy: 0.8801
186/316 [================>.............] - ETA: 33s - loss: 0.2594 - accuracy: 0.8804
187/316 [================>.............] - ETA: 33s - loss: 0.2586 - accuracy: 0.8810
188/316 [================>.............] - ETA: 33s - loss: 0.2577 - accuracy: 0.8816
189/316 [================>.............] - ETA: 33s - loss: 0.2575 - accuracy: 0.8816
190/316 [=================>............] - ETA: 33s - loss: 0.2582 - accuracy: 0.8813
191/316 [=================>............] - ETA: 33s - loss: 0.2585 - accuracy: 0.8809
192/316 [=================>............] - ETA: 32s - loss: 0.2582 - accuracy: 0.8815
193/316 [=================>............] - ETA: 32s - loss: 0.2578 - accuracy: 0.8818
194/316 [=================>............] - ETA: 32s - loss: 0.2584 - accuracy: 0.8814
195/316 [=================>............] - ETA: 31s - loss: 0.2586 - accuracy: 0.8814
196/316 [=================>............] - ETA: 31s - loss: 0.2582 - accuracy: 0.8814
197/316 [=================>............] - ETA: 31s - loss: 0.2582 - accuracy: 0.8817
198/316 [=================>............] - ETA: 30s - loss: 0.2582 - accuracy: 0.8819
199/316 [=================>............] - ETA: 30s - loss: 0.2585 - accuracy: 0.8813
200/316 [=================>............] - ETA: 30s - loss: 0.2584 - accuracy: 0.8819
201/316 [==================>...........] - ETA: 30s - loss: 0.2587 - accuracy: 0.8815
202/316 [==================>...........] - ETA: 29s - loss: 0.2589 - accuracy: 0.8815
203/316 [==================>...........] - ETA: 29s - loss: 0.2603 - accuracy: 0.8805
204/316 [==================>...........] - ETA: 29s - loss: 0.2599 - accuracy: 0.8808
205/316 [==================>...........] - ETA: 29s - loss: 0.2593 - accuracy: 0.8811
206/316 [==================>...........] - ETA: 29s - loss: 0.2589 - accuracy: 0.8814
207/316 [==================>...........] - ETA: 28s - loss: 0.2583 - accuracy: 0.8819
208/316 [==================>...........] - ETA: 28s - loss: 0.2576 - accuracy: 0.8822
209/316 [==================>...........] - ETA: 28s - loss: 0.2580 - accuracy: 0.8822
210/316 [==================>...........] - ETA: 28s - loss: 0.2579 - accuracy: 0.8824
211/316 [===================>..........] - ETA: 27s - loss: 0.2583 - accuracy: 0.8815
212/316 [===================>..........] - ETA: 27s - loss: 0.2583 - accuracy: 0.8815
213/316 [===================>..........] - ETA: 27s - loss: 0.2589 - accuracy: 0.8812
214/316 [===================>..........] - ETA: 26s - loss: 0.2583 - accuracy: 0.8814
215/316 [===================>..........] - ETA: 26s - loss: 0.2584 - accuracy: 0.8814
216/316 [===================>..........] - ETA: 26s - loss: 0.2578 - accuracy: 0.8819
217/316 [===================>..........] - ETA: 25s - loss: 0.2576 - accuracy: 0.8819
218/316 [===================>..........] - ETA: 25s - loss: 0.2582 - accuracy: 0.8813
219/316 [===================>..........] - ETA: 25s - loss: 0.2581 - accuracy: 0.8816
220/316 [===================>..........] - ETA: 25s - loss: 0.2581 - accuracy: 0.8815
221/316 [===================>..........] - ETA: 24s - loss: 0.2584 - accuracy: 0.8815
222/316 [====================>.........] - ETA: 24s - loss: 0.2580 - accuracy: 0.8820
223/316 [====================>.........] - ETA: 24s - loss: 0.2573 - accuracy: 0.8826
224/316 [====================>.........] - ETA: 24s - loss: 0.2572 - accuracy: 0.8825
225/316 [====================>.........] - ETA: 23s - loss: 0.2580 - accuracy: 0.8825
226/316 [====================>.........] - ETA: 23s - loss: 0.2573 - accuracy: 0.8827
227/316 [====================>.........] - ETA: 23s - loss: 0.2572 - accuracy: 0.8830
228/316 [====================>.........] - ETA: 23s - loss: 0.2576 - accuracy: 0.8827
229/316 [====================>.........] - ETA: 22s - loss: 0.2574 - accuracy: 0.8824
230/316 [====================>.........] - ETA: 22s - loss: 0.2568 - accuracy: 0.8829
231/316 [====================>.........] - ETA: 22s - loss: 0.2571 - accuracy: 0.8826
232/316 [=====================>........] - ETA: 21s - loss: 0.2568 - accuracy: 0.8828
233/316 [=====================>........] - ETA: 21s - loss: 0.2564 - accuracy: 0.8830
234/316 [=====================>........] - ETA: 21s - loss: 0.2566 - accuracy: 0.8830
235/316 [=====================>........] - ETA: 21s - loss: 0.2561 - accuracy: 0.8835
236/316 [=====================>........] - ETA: 21s - loss: 0.2556 - accuracy: 0.8837
237/316 [=====================>........] - ETA: 20s - loss: 0.2557 - accuracy: 0.8834
238/316 [=====================>........] - ETA: 20s - loss: 0.2560 - accuracy: 0.8834
239/316 [=====================>........] - ETA: 20s - loss: 0.2576 - accuracy: 0.8823
240/316 [=====================>........] - ETA: 20s - loss: 0.2587 - accuracy: 0.8820
241/316 [=====================>........] - ETA: 19s - loss: 0.2585 - accuracy: 0.8823
242/316 [=====================>........] - ETA: 19s - loss: 0.2583 - accuracy: 0.8822
243/316 [======================>.......] - ETA: 19s - loss: 0.2582 - accuracy: 0.8822
244/316 [======================>.......] - ETA: 18s - loss: 0.2589 - accuracy: 0.8819
245/316 [======================>.......] - ETA: 18s - loss: 0.2591 - accuracy: 0.8819
246/316 [======================>.......] - ETA: 18s - loss: 0.2594 - accuracy: 0.8816
247/316 [======================>.......] - ETA: 18s - loss: 0.2589 - accuracy: 0.8818
248/316 [======================>.......] - ETA: 17s - loss: 0.2583 - accuracy: 0.8823
249/316 [======================>.......] - ETA: 17s - loss: 0.2592 - accuracy: 0.8818
250/316 [======================>.......] - ETA: 17s - loss: 0.2591 - accuracy: 0.8820
251/316 [======================>.......] - ETA: 16s - loss: 0.2597 - accuracy: 0.8812
252/316 [======================>.......] - ETA: 16s - loss: 0.2599 - accuracy: 0.8810
253/316 [=======================>......] - ETA: 16s - loss: 0.2603 - accuracy: 0.8809
254/316 [=======================>......] - ETA: 16s - loss: 0.2600 - accuracy: 0.8812
255/316 [=======================>......] - ETA: 16s - loss: 0.2606 - accuracy: 0.8806
256/316 [=======================>......] - ETA: 15s - loss: 0.2606 - accuracy: 0.8804
257/316 [=======================>......] - ETA: 15s - loss: 0.2612 - accuracy: 0.8801
258/316 [=======================>......] - ETA: 15s - loss: 0.2608 - accuracy: 0.8803
259/316 [=======================>......] - ETA: 14s - loss: 0.2609 - accuracy: 0.8803
260/316 [=======================>......] - ETA: 14s - loss: 0.2607 - accuracy: 0.8805
261/316 [=======================>......] - ETA: 14s - loss: 0.2605 - accuracy: 0.8805
262/316 [=======================>......] - ETA: 14s - loss: 0.2609 - accuracy: 0.8802
263/316 [=======================>......] - ETA: 13s - loss: 0.2614 - accuracy: 0.8800
264/316 [========================>.....] - ETA: 13s - loss: 0.2612 - accuracy: 0.8800
265/316 [========================>.....] - ETA: 13s - loss: 0.2612 - accuracy: 0.8797
266/316 [========================>.....] - ETA: 13s - loss: 0.2611 - accuracy: 0.8797
267/316 [========================>.....] - ETA: 12s - loss: 0.2607 - accuracy: 0.8799
268/316 [========================>.....] - ETA: 12s - loss: 0.2606 - accuracy: 0.8801
269/316 [========================>.....] - ETA: 12s - loss: 0.2602 - accuracy: 0.8801
270/316 [========================>.....] - ETA: 11s - loss: 0.2595 - accuracy: 0.8806
271/316 [========================>.....] - ETA: 11s - loss: 0.2595 - accuracy: 0.8805
272/316 [========================>.....] - ETA: 11s - loss: 0.2598 - accuracy: 0.8803
273/316 [========================>.....] - ETA: 11s - loss: 0.2596 - accuracy: 0.8803
274/316 [=========================>....] - ETA: 10s - loss: 0.2592 - accuracy: 0.8807
275/316 [=========================>....] - ETA: 10s - loss: 0.2588 - accuracy: 0.8809
276/316 [=========================>....] - ETA: 10s - loss: 0.2582 - accuracy: 0.8813
277/316 [=========================>....] - ETA: 10s - loss: 0.2582 - accuracy: 0.8815
278/316 [=========================>....] - ETA: 9s - loss: 0.2583 - accuracy: 0.8815 
279/316 [=========================>....] - ETA: 9s - loss: 0.2584 - accuracy: 0.8815
280/316 [=========================>....] - ETA: 9s - loss: 0.2580 - accuracy: 0.8817
281/316 [=========================>....] - ETA: 9s - loss: 0.2582 - accuracy: 0.8815
282/316 [=========================>....] - ETA: 8s - loss: 0.2577 - accuracy: 0.8819
283/316 [=========================>....] - ETA: 8s - loss: 0.2582 - accuracy: 0.8812
284/316 [=========================>....] - ETA: 8s - loss: 0.2578 - accuracy: 0.8814
285/316 [==========================>...] - ETA: 8s - loss: 0.2588 - accuracy: 0.8811
286/316 [==========================>...] - ETA: 7s - loss: 0.2586 - accuracy: 0.8816
287/316 [==========================>...] - ETA: 7s - loss: 0.2584 - accuracy: 0.8818
288/316 [==========================>...] - ETA: 7s - loss: 0.2584 - accuracy: 0.8817
289/316 [==========================>...] - ETA: 7s - loss: 0.2589 - accuracy: 0.8815
290/316 [==========================>...] - ETA: 6s - loss: 0.2591 - accuracy: 0.8813
291/316 [==========================>...] - ETA: 6s - loss: 0.2588 - accuracy: 0.8814
292/316 [==========================>...] - ETA: 6s - loss: 0.2589 - accuracy: 0.8812
293/316 [==========================>...] - ETA: 5s - loss: 0.2593 - accuracy: 0.8810
294/316 [==========================>...] - ETA: 5s - loss: 0.2592 - accuracy: 0.8810
295/316 [===========================>..] - ETA: 5s - loss: 0.2588 - accuracy: 0.8809
296/316 [===========================>..] - ETA: 5s - loss: 0.2588 - accuracy: 0.8809
297/316 [===========================>..] - ETA: 4s - loss: 0.2588 - accuracy: 0.8809
298/316 [===========================>..] - ETA: 4s - loss: 0.2587 - accuracy: 0.8809
299/316 [===========================>..] - ETA: 4s - loss: 0.2583 - accuracy: 0.8813
300/316 [===========================>..] - ETA: 4s - loss: 0.2584 - accuracy: 0.8815
301/316 [===========================>..] - ETA: 3s - loss: 0.2586 - accuracy: 0.8814
302/316 [===========================>..] - ETA: 3s - loss: 0.2594 - accuracy: 0.8810
303/316 [===========================>..] - ETA: 3s - loss: 0.2593 - accuracy: 0.8810
304/316 [===========================>..] - ETA: 3s - loss: 0.2588 - accuracy: 0.8812
305/316 [===========================>..] - ETA: 2s - loss: 0.2585 - accuracy: 0.8814
306/316 [============================>.] - ETA: 2s - loss: 0.2583 - accuracy: 0.8817
307/316 [============================>.] - ETA: 2s - loss: 0.2576 - accuracy: 0.8821
308/316 [============================>.] - ETA: 2s - loss: 0.2574 - accuracy: 0.8823
309/316 [============================>.] - ETA: 1s - loss: 0.2574 - accuracy: 0.8823
310/316 [============================>.] - ETA: 1s - loss: 0.2575 - accuracy: 0.8823
311/316 [============================>.] - ETA: 1s - loss: 0.2575 - accuracy: 0.8824
312/316 [============================>.] - ETA: 1s - loss: 0.2572 - accuracy: 0.8826
313/316 [============================>.] - ETA: 0s - loss: 0.2573 - accuracy: 0.8828
314/316 [============================>.] - ETA: 0s - loss: 0.2568 - accuracy: 0.8830
315/316 [============================>.] - ETA: 0s - loss: 0.2568 - accuracy: 0.8831
316/316 [==============================] - 82s 259ms/step - loss: 0.2567 - accuracy: 0.8833

316/316 [==============================] - 87s 275ms/step - loss: 0.2567 - accuracy: 0.8833 - val_loss: 0.3718 - val_accuracy: 0.8360
Epoch 85/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.2314 - accuracy: 0.8750
  2/316 [..............................] - ETA: 59s - loss: 0.2784 - accuracy: 0.8438 
  3/316 [..............................] - ETA: 59s - loss: 0.2460 - accuracy: 0.8750
  4/316 [..............................] - ETA: 58s - loss: 0.2235 - accuracy: 0.9062
  5/316 [..............................] - ETA: 58s - loss: 0.2300 - accuracy: 0.8875
  6/316 [..............................] - ETA: 1:17 - loss: 0.2654 - accuracy: 0.8542
  7/316 [..............................] - ETA: 1:32 - loss: 0.2494 - accuracy: 0.8661
  8/316 [..............................] - ETA: 1:43 - loss: 0.2535 - accuracy: 0.8672
  9/316 [..............................] - ETA: 1:53 - loss: 0.2431 - accuracy: 0.8681
 10/316 [..............................] - ETA: 1:46 - loss: 0.2330 - accuracy: 0.8750
 11/316 [>.............................] - ETA: 1:41 - loss: 0.2305 - accuracy: 0.8807
 12/316 [>.............................] - ETA: 1:37 - loss: 0.2305 - accuracy: 0.8854
 13/316 [>.............................] - ETA: 1:33 - loss: 0.2236 - accuracy: 0.8894
 14/316 [>.............................] - ETA: 1:30 - loss: 0.2295 - accuracy: 0.8884
 15/316 [>.............................] - ETA: 1:28 - loss: 0.2198 - accuracy: 0.8958
 16/316 [>.............................] - ETA: 1:25 - loss: 0.2195 - accuracy: 0.8984
 17/316 [>.............................] - ETA: 1:23 - loss: 0.2215 - accuracy: 0.8934
 18/316 [>.............................] - ETA: 1:21 - loss: 0.2172 - accuracy: 0.8958
 19/316 [>.............................] - ETA: 1:20 - loss: 0.2091 - accuracy: 0.9013
 20/316 [>.............................] - ETA: 1:18 - loss: 0.2197 - accuracy: 0.8938
 21/316 [>.............................] - ETA: 1:17 - loss: 0.2211 - accuracy: 0.8929
 22/316 [=>............................] - ETA: 1:16 - loss: 0.2182 - accuracy: 0.8949
 23/316 [=>............................] - ETA: 1:15 - loss: 0.2158 - accuracy: 0.8940
 24/316 [=>............................] - ETA: 1:13 - loss: 0.2311 - accuracy: 0.8880
 25/316 [=>............................] - ETA: 1:16 - loss: 0.2326 - accuracy: 0.8900
 26/316 [=>............................] - ETA: 1:20 - loss: 0.2319 - accuracy: 0.8894
 27/316 [=>............................] - ETA: 1:19 - loss: 0.2321 - accuracy: 0.8889
 28/316 [=>............................] - ETA: 1:18 - loss: 0.2265 - accuracy: 0.8929
 29/316 [=>............................] - ETA: 1:16 - loss: 0.2258 - accuracy: 0.8922
 30/316 [=>............................] - ETA: 1:15 - loss: 0.2268 - accuracy: 0.8917
 31/316 [=>............................] - ETA: 1:14 - loss: 0.2313 - accuracy: 0.8871
 32/316 [==>...........................] - ETA: 1:14 - loss: 0.2293 - accuracy: 0.8887
 33/316 [==>...........................] - ETA: 1:13 - loss: 0.2389 - accuracy: 0.8826
 34/316 [==>...........................] - ETA: 1:12 - loss: 0.2417 - accuracy: 0.8805
 35/316 [==>...........................] - ETA: 1:11 - loss: 0.2376 - accuracy: 0.8839
 36/316 [==>...........................] - ETA: 1:10 - loss: 0.2401 - accuracy: 0.8819
 37/316 [==>...........................] - ETA: 1:10 - loss: 0.2389 - accuracy: 0.8818
 38/316 [==>...........................] - ETA: 1:09 - loss: 0.2356 - accuracy: 0.8849
 39/316 [==>...........................] - ETA: 1:08 - loss: 0.2358 - accuracy: 0.8862
 40/316 [==>...........................] - ETA: 1:08 - loss: 0.2403 - accuracy: 0.8844
 41/316 [==>...........................] - ETA: 1:07 - loss: 0.2380 - accuracy: 0.8857
 42/316 [==>...........................] - ETA: 1:07 - loss: 0.2370 - accuracy: 0.8869
 43/316 [===>..........................] - ETA: 1:09 - loss: 0.2345 - accuracy: 0.8866
 44/316 [===>..........................] - ETA: 1:10 - loss: 0.2365 - accuracy: 0.8864
 45/316 [===>..........................] - ETA: 1:09 - loss: 0.2365 - accuracy: 0.8847
 46/316 [===>..........................] - ETA: 1:08 - loss: 0.2376 - accuracy: 0.8818
 47/316 [===>..........................] - ETA: 1:08 - loss: 0.2405 - accuracy: 0.8790
 48/316 [===>..........................] - ETA: 1:07 - loss: 0.2422 - accuracy: 0.8789
 49/316 [===>..........................] - ETA: 1:07 - loss: 0.2389 - accuracy: 0.8814
 50/316 [===>..........................] - ETA: 1:06 - loss: 0.2357 - accuracy: 0.8825
 51/316 [===>..........................] - ETA: 1:05 - loss: 0.2339 - accuracy: 0.8848
 52/316 [===>..........................] - ETA: 1:05 - loss: 0.2318 - accuracy: 0.8858
 53/316 [====>.........................] - ETA: 1:04 - loss: 0.2366 - accuracy: 0.8833
 54/316 [====>.........................] - ETA: 1:04 - loss: 0.2366 - accuracy: 0.8819
 55/316 [====>.........................] - ETA: 1:05 - loss: 0.2371 - accuracy: 0.8830
 56/316 [====>.........................] - ETA: 1:06 - loss: 0.2387 - accuracy: 0.8828
 57/316 [====>.........................] - ETA: 1:07 - loss: 0.2381 - accuracy: 0.8838
 58/316 [====>.........................] - ETA: 1:08 - loss: 0.2381 - accuracy: 0.8836
 59/316 [====>.........................] - ETA: 1:07 - loss: 0.2366 - accuracy: 0.8845
 60/316 [====>.........................] - ETA: 1:07 - loss: 0.2369 - accuracy: 0.8844
 61/316 [====>.........................] - ETA: 1:06 - loss: 0.2389 - accuracy: 0.8832
 62/316 [====>.........................] - ETA: 1:06 - loss: 0.2406 - accuracy: 0.8821
 63/316 [====>.........................] - ETA: 1:05 - loss: 0.2433 - accuracy: 0.8810
 64/316 [=====>........................] - ETA: 1:05 - loss: 0.2470 - accuracy: 0.8789
 65/316 [=====>........................] - ETA: 1:04 - loss: 0.2462 - accuracy: 0.8779
 66/316 [=====>........................] - ETA: 1:04 - loss: 0.2441 - accuracy: 0.8788
 67/316 [=====>........................] - ETA: 1:03 - loss: 0.2462 - accuracy: 0.8778
 68/316 [=====>........................] - ETA: 1:03 - loss: 0.2465 - accuracy: 0.8768
 69/316 [=====>........................] - ETA: 1:04 - loss: 0.2433 - accuracy: 0.8786
 70/316 [=====>........................] - ETA: 1:04 - loss: 0.2424 - accuracy: 0.8795
 71/316 [=====>........................] - ETA: 1:05 - loss: 0.2416 - accuracy: 0.8803
 72/316 [=====>........................] - ETA: 1:05 - loss: 0.2412 - accuracy: 0.8811
 73/316 [=====>........................] - ETA: 1:05 - loss: 0.2434 - accuracy: 0.8801
 74/316 [======>.......................] - ETA: 1:04 - loss: 0.2413 - accuracy: 0.8818
 75/316 [======>.......................] - ETA: 1:04 - loss: 0.2403 - accuracy: 0.8825
 76/316 [======>.......................] - ETA: 1:03 - loss: 0.2391 - accuracy: 0.8840
 77/316 [======>.......................] - ETA: 1:03 - loss: 0.2407 - accuracy: 0.8831
 78/316 [======>.......................] - ETA: 1:02 - loss: 0.2393 - accuracy: 0.8838
 79/316 [======>.......................] - ETA: 1:02 - loss: 0.2411 - accuracy: 0.8829
 80/316 [======>.......................] - ETA: 1:01 - loss: 0.2405 - accuracy: 0.8828
 81/316 [======>.......................] - ETA: 1:01 - loss: 0.2400 - accuracy: 0.8827
 82/316 [======>.......................] - ETA: 1:01 - loss: 0.2396 - accuracy: 0.8834
 83/316 [======>.......................] - ETA: 1:01 - loss: 0.2393 - accuracy: 0.8840
 84/316 [======>.......................] - ETA: 1:02 - loss: 0.2390 - accuracy: 0.8839
 85/316 [=======>......................] - ETA: 1:02 - loss: 0.2380 - accuracy: 0.8853
 86/316 [=======>......................] - ETA: 1:02 - loss: 0.2384 - accuracy: 0.8852
 87/316 [=======>......................] - ETA: 1:02 - loss: 0.2374 - accuracy: 0.8858
 88/316 [=======>......................] - ETA: 1:01 - loss: 0.2375 - accuracy: 0.8849
 89/316 [=======>......................] - ETA: 1:01 - loss: 0.2383 - accuracy: 0.8834
 90/316 [=======>......................] - ETA: 1:00 - loss: 0.2371 - accuracy: 0.8840
 91/316 [=======>......................] - ETA: 1:00 - loss: 0.2374 - accuracy: 0.8839
 92/316 [=======>......................] - ETA: 59s - loss: 0.2355 - accuracy: 0.8852 
 93/316 [=======>......................] - ETA: 59s - loss: 0.2336 - accuracy: 0.8864
 94/316 [=======>......................] - ETA: 59s - loss: 0.2336 - accuracy: 0.8856
 95/316 [========>.....................] - ETA: 58s - loss: 0.2340 - accuracy: 0.8862
 96/316 [========>.....................] - ETA: 58s - loss: 0.2345 - accuracy: 0.8867
 97/316 [========>.....................] - ETA: 57s - loss: 0.2338 - accuracy: 0.8872
 98/316 [========>.....................] - ETA: 57s - loss: 0.2345 - accuracy: 0.8858
 99/316 [========>.....................] - ETA: 56s - loss: 0.2345 - accuracy: 0.8857
100/316 [========>.....................] - ETA: 56s - loss: 0.2363 - accuracy: 0.8850
101/316 [========>.....................] - ETA: 56s - loss: 0.2363 - accuracy: 0.8849
102/316 [========>.....................] - ETA: 56s - loss: 0.2355 - accuracy: 0.8854
103/316 [========>.....................] - ETA: 56s - loss: 0.2368 - accuracy: 0.8853
104/316 [========>.....................] - ETA: 56s - loss: 0.2369 - accuracy: 0.8858
105/316 [========>.....................] - ETA: 55s - loss: 0.2388 - accuracy: 0.8851
106/316 [=========>....................] - ETA: 55s - loss: 0.2405 - accuracy: 0.8833
107/316 [=========>....................] - ETA: 55s - loss: 0.2410 - accuracy: 0.8826
108/316 [=========>....................] - ETA: 54s - loss: 0.2412 - accuracy: 0.8825
109/316 [=========>....................] - ETA: 54s - loss: 0.2407 - accuracy: 0.8830
110/316 [=========>....................] - ETA: 53s - loss: 0.2421 - accuracy: 0.8830
111/316 [=========>....................] - ETA: 53s - loss: 0.2450 - accuracy: 0.8818
112/316 [=========>....................] - ETA: 53s - loss: 0.2451 - accuracy: 0.8811
113/316 [=========>....................] - ETA: 52s - loss: 0.2457 - accuracy: 0.8805
114/316 [=========>....................] - ETA: 52s - loss: 0.2451 - accuracy: 0.8805
115/316 [=========>....................] - ETA: 52s - loss: 0.2456 - accuracy: 0.8804
116/316 [==========>...................] - ETA: 51s - loss: 0.2453 - accuracy: 0.8798
117/316 [==========>...................] - ETA: 51s - loss: 0.2451 - accuracy: 0.8798
118/316 [==========>...................] - ETA: 50s - loss: 0.2455 - accuracy: 0.8798
119/316 [==========>...................] - ETA: 51s - loss: 0.2477 - accuracy: 0.8787
120/316 [==========>...................] - ETA: 51s - loss: 0.2478 - accuracy: 0.8786
121/316 [==========>...................] - ETA: 51s - loss: 0.2519 - accuracy: 0.8781
122/316 [==========>...................] - ETA: 50s - loss: 0.2532 - accuracy: 0.8770
123/316 [==========>...................] - ETA: 50s - loss: 0.2527 - accuracy: 0.8770
124/316 [==========>...................] - ETA: 49s - loss: 0.2527 - accuracy: 0.8765
125/316 [==========>...................] - ETA: 49s - loss: 0.2548 - accuracy: 0.8760
126/316 [==========>...................] - ETA: 50s - loss: 0.2560 - accuracy: 0.8760
127/316 [===========>..................] - ETA: 49s - loss: 0.2556 - accuracy: 0.8765
128/316 [===========>..................] - ETA: 49s - loss: 0.2543 - accuracy: 0.8774
129/316 [===========>..................] - ETA: 49s - loss: 0.2557 - accuracy: 0.8760
130/316 [===========>..................] - ETA: 48s - loss: 0.2575 - accuracy: 0.8750
131/316 [===========>..................] - ETA: 48s - loss: 0.2571 - accuracy: 0.8760
132/316 [===========>..................] - ETA: 48s - loss: 0.2603 - accuracy: 0.8750
133/316 [===========>..................] - ETA: 48s - loss: 0.2599 - accuracy: 0.8745
134/316 [===========>..................] - ETA: 48s - loss: 0.2603 - accuracy: 0.8745
135/316 [===========>..................] - ETA: 48s - loss: 0.2597 - accuracy: 0.8755
136/316 [===========>..................] - ETA: 47s - loss: 0.2604 - accuracy: 0.8755
137/316 [============>.................] - ETA: 47s - loss: 0.2603 - accuracy: 0.8755
138/316 [============>.................] - ETA: 46s - loss: 0.2610 - accuracy: 0.8745
139/316 [============>.................] - ETA: 46s - loss: 0.2604 - accuracy: 0.8750
140/316 [============>.................] - ETA: 46s - loss: 0.2620 - accuracy: 0.8746
141/316 [============>.................] - ETA: 45s - loss: 0.2616 - accuracy: 0.8750
142/316 [============>.................] - ETA: 45s - loss: 0.2607 - accuracy: 0.8754
143/316 [============>.................] - ETA: 45s - loss: 0.2601 - accuracy: 0.8759
144/316 [============>.................] - ETA: 44s - loss: 0.2605 - accuracy: 0.8759
145/316 [============>.................] - ETA: 44s - loss: 0.2618 - accuracy: 0.8759
146/316 [============>.................] - ETA: 44s - loss: 0.2619 - accuracy: 0.8754
147/316 [============>.................] - ETA: 43s - loss: 0.2620 - accuracy: 0.8754
148/316 [=============>................] - ETA: 43s - loss: 0.2621 - accuracy: 0.8754
149/316 [=============>................] - ETA: 43s - loss: 0.2611 - accuracy: 0.8758
150/316 [=============>................] - ETA: 43s - loss: 0.2602 - accuracy: 0.8767
151/316 [=============>................] - ETA: 43s - loss: 0.2607 - accuracy: 0.8762
152/316 [=============>................] - ETA: 42s - loss: 0.2598 - accuracy: 0.8771
153/316 [=============>................] - ETA: 42s - loss: 0.2595 - accuracy: 0.8775
154/316 [=============>................] - ETA: 42s - loss: 0.2596 - accuracy: 0.8770
155/316 [=============>................] - ETA: 41s - loss: 0.2593 - accuracy: 0.8774
156/316 [=============>................] - ETA: 41s - loss: 0.2589 - accuracy: 0.8778
157/316 [=============>................] - ETA: 41s - loss: 0.2587 - accuracy: 0.8778
158/316 [==============>...............] - ETA: 40s - loss: 0.2596 - accuracy: 0.8774
159/316 [==============>...............] - ETA: 40s - loss: 0.2598 - accuracy: 0.8774
160/316 [==============>...............] - ETA: 40s - loss: 0.2595 - accuracy: 0.8773
161/316 [==============>...............] - ETA: 40s - loss: 0.2593 - accuracy: 0.8773
162/316 [==============>...............] - ETA: 40s - loss: 0.2585 - accuracy: 0.8781
163/316 [==============>...............] - ETA: 40s - loss: 0.2592 - accuracy: 0.8781
164/316 [==============>...............] - ETA: 40s - loss: 0.2591 - accuracy: 0.8777
165/316 [==============>...............] - ETA: 39s - loss: 0.2604 - accuracy: 0.8773
166/316 [==============>...............] - ETA: 39s - loss: 0.2608 - accuracy: 0.8776
167/316 [==============>...............] - ETA: 39s - loss: 0.2597 - accuracy: 0.8784
168/316 [==============>...............] - ETA: 38s - loss: 0.2593 - accuracy: 0.8780
169/316 [===============>..............] - ETA: 38s - loss: 0.2605 - accuracy: 0.8780
170/316 [===============>..............] - ETA: 38s - loss: 0.2605 - accuracy: 0.8779
171/316 [===============>..............] - ETA: 38s - loss: 0.2600 - accuracy: 0.8783
172/316 [===============>..............] - ETA: 37s - loss: 0.2589 - accuracy: 0.8790
173/316 [===============>..............] - ETA: 37s - loss: 0.2604 - accuracy: 0.8779
174/316 [===============>..............] - ETA: 37s - loss: 0.2598 - accuracy: 0.8782
175/316 [===============>..............] - ETA: 36s - loss: 0.2595 - accuracy: 0.8789
176/316 [===============>..............] - ETA: 36s - loss: 0.2589 - accuracy: 0.8793
177/316 [===============>..............] - ETA: 36s - loss: 0.2592 - accuracy: 0.8796
178/316 [===============>..............] - ETA: 35s - loss: 0.2587 - accuracy: 0.8803
179/316 [===============>..............] - ETA: 35s - loss: 0.2597 - accuracy: 0.8799
180/316 [================>.............] - ETA: 35s - loss: 0.2589 - accuracy: 0.8802
181/316 [================>.............] - ETA: 35s - loss: 0.2600 - accuracy: 0.8798
182/316 [================>.............] - ETA: 35s - loss: 0.2610 - accuracy: 0.8791
183/316 [================>.............] - ETA: 34s - loss: 0.2601 - accuracy: 0.8798
184/316 [================>.............] - ETA: 34s - loss: 0.2603 - accuracy: 0.8798
185/316 [================>.............] - ETA: 34s - loss: 0.2608 - accuracy: 0.8794
186/316 [================>.............] - ETA: 33s - loss: 0.2603 - accuracy: 0.8797
187/316 [================>.............] - ETA: 33s - loss: 0.2600 - accuracy: 0.8800
188/316 [================>.............] - ETA: 33s - loss: 0.2596 - accuracy: 0.8803
189/316 [================>.............] - ETA: 32s - loss: 0.2588 - accuracy: 0.8810
190/316 [=================>............] - ETA: 32s - loss: 0.2585 - accuracy: 0.8809
191/316 [=================>............] - ETA: 32s - loss: 0.2576 - accuracy: 0.8812
192/316 [=================>............] - ETA: 32s - loss: 0.2583 - accuracy: 0.8805
193/316 [=================>............] - ETA: 31s - loss: 0.2582 - accuracy: 0.8808
194/316 [=================>............] - ETA: 31s - loss: 0.2579 - accuracy: 0.8811
195/316 [=================>............] - ETA: 31s - loss: 0.2585 - accuracy: 0.8804
196/316 [=================>............] - ETA: 31s - loss: 0.2589 - accuracy: 0.8804
197/316 [=================>............] - ETA: 31s - loss: 0.2591 - accuracy: 0.8804
198/316 [=================>............] - ETA: 31s - loss: 0.2591 - accuracy: 0.8804
199/316 [=================>............] - ETA: 30s - loss: 0.2584 - accuracy: 0.8807
200/316 [=================>............] - ETA: 30s - loss: 0.2589 - accuracy: 0.8803
201/316 [==================>...........] - ETA: 30s - loss: 0.2583 - accuracy: 0.8809
202/316 [==================>...........] - ETA: 29s - loss: 0.2580 - accuracy: 0.8809
203/316 [==================>...........] - ETA: 29s - loss: 0.2594 - accuracy: 0.8802
204/316 [==================>...........] - ETA: 29s - loss: 0.2595 - accuracy: 0.8799
205/316 [==================>...........] - ETA: 28s - loss: 0.2600 - accuracy: 0.8793
206/316 [==================>...........] - ETA: 28s - loss: 0.2594 - accuracy: 0.8796
207/316 [==================>...........] - ETA: 28s - loss: 0.2590 - accuracy: 0.8798
208/316 [==================>...........] - ETA: 28s - loss: 0.2584 - accuracy: 0.8804
209/316 [==================>...........] - ETA: 28s - loss: 0.2586 - accuracy: 0.8801
210/316 [==================>...........] - ETA: 28s - loss: 0.2587 - accuracy: 0.8798
211/316 [===================>..........] - ETA: 27s - loss: 0.2593 - accuracy: 0.8797
212/316 [===================>..........] - ETA: 27s - loss: 0.2592 - accuracy: 0.8800
213/316 [===================>..........] - ETA: 27s - loss: 0.2591 - accuracy: 0.8800
214/316 [===================>..........] - ETA: 26s - loss: 0.2585 - accuracy: 0.8805
215/316 [===================>..........] - ETA: 26s - loss: 0.2583 - accuracy: 0.8808
216/316 [===================>..........] - ETA: 26s - loss: 0.2580 - accuracy: 0.8808
217/316 [===================>..........] - ETA: 26s - loss: 0.2584 - accuracy: 0.8808
218/316 [===================>..........] - ETA: 25s - loss: 0.2590 - accuracy: 0.8804
219/316 [===================>..........] - ETA: 25s - loss: 0.2595 - accuracy: 0.8796
220/316 [===================>..........] - ETA: 25s - loss: 0.2589 - accuracy: 0.8801
221/316 [===================>..........] - ETA: 25s - loss: 0.2598 - accuracy: 0.8792
222/316 [====================>.........] - ETA: 24s - loss: 0.2602 - accuracy: 0.8784
223/316 [====================>.........] - ETA: 24s - loss: 0.2596 - accuracy: 0.8786
224/316 [====================>.........] - ETA: 24s - loss: 0.2601 - accuracy: 0.8778
225/316 [====================>.........] - ETA: 24s - loss: 0.2599 - accuracy: 0.8778
226/316 [====================>.........] - ETA: 23s - loss: 0.2597 - accuracy: 0.8780
227/316 [====================>.........] - ETA: 23s - loss: 0.2596 - accuracy: 0.8780
228/316 [====================>.........] - ETA: 23s - loss: 0.2599 - accuracy: 0.8775
229/316 [====================>.........] - ETA: 23s - loss: 0.2595 - accuracy: 0.8780
230/316 [====================>.........] - ETA: 22s - loss: 0.2594 - accuracy: 0.8780
231/316 [====================>.........] - ETA: 22s - loss: 0.2596 - accuracy: 0.8777
232/316 [=====================>........] - ETA: 22s - loss: 0.2594 - accuracy: 0.8777
233/316 [=====================>........] - ETA: 21s - loss: 0.2592 - accuracy: 0.8780
234/316 [=====================>........] - ETA: 21s - loss: 0.2589 - accuracy: 0.8785
235/316 [=====================>........] - ETA: 21s - loss: 0.2596 - accuracy: 0.8779
236/316 [=====================>........] - ETA: 21s - loss: 0.2595 - accuracy: 0.8782
237/316 [=====================>........] - ETA: 20s - loss: 0.2599 - accuracy: 0.8776
238/316 [=====================>........] - ETA: 20s - loss: 0.2593 - accuracy: 0.8779
239/316 [=====================>........] - ETA: 20s - loss: 0.2589 - accuracy: 0.8784
240/316 [=====================>........] - ETA: 20s - loss: 0.2594 - accuracy: 0.8779
241/316 [=====================>........] - ETA: 19s - loss: 0.2596 - accuracy: 0.8776
242/316 [=====================>........] - ETA: 19s - loss: 0.2588 - accuracy: 0.8781
243/316 [======================>.......] - ETA: 19s - loss: 0.2584 - accuracy: 0.8783
244/316 [======================>.......] - ETA: 18s - loss: 0.2582 - accuracy: 0.8788
245/316 [======================>.......] - ETA: 18s - loss: 0.2581 - accuracy: 0.8791
246/316 [======================>.......] - ETA: 18s - loss: 0.2579 - accuracy: 0.8796
247/316 [======================>.......] - ETA: 18s - loss: 0.2573 - accuracy: 0.8801
248/316 [======================>.......] - ETA: 17s - loss: 0.2570 - accuracy: 0.8803
249/316 [======================>.......] - ETA: 17s - loss: 0.2563 - accuracy: 0.8808
250/316 [======================>.......] - ETA: 17s - loss: 0.2561 - accuracy: 0.8808
251/316 [======================>.......] - ETA: 17s - loss: 0.2566 - accuracy: 0.8797
252/316 [======================>.......] - ETA: 16s - loss: 0.2572 - accuracy: 0.8795
253/316 [=======================>......] - ETA: 16s - loss: 0.2571 - accuracy: 0.8794
254/316 [=======================>......] - ETA: 16s - loss: 0.2569 - accuracy: 0.8794
255/316 [=======================>......] - ETA: 15s - loss: 0.2568 - accuracy: 0.8794
256/316 [=======================>......] - ETA: 15s - loss: 0.2575 - accuracy: 0.8792
257/316 [=======================>......] - ETA: 15s - loss: 0.2576 - accuracy: 0.8791
258/316 [=======================>......] - ETA: 15s - loss: 0.2573 - accuracy: 0.8791
259/316 [=======================>......] - ETA: 14s - loss: 0.2585 - accuracy: 0.8784
260/316 [=======================>......] - ETA: 14s - loss: 0.2581 - accuracy: 0.8784
261/316 [=======================>......] - ETA: 14s - loss: 0.2582 - accuracy: 0.8784
262/316 [=======================>......] - ETA: 14s - loss: 0.2582 - accuracy: 0.8786
263/316 [=======================>......] - ETA: 13s - loss: 0.2579 - accuracy: 0.8788
264/316 [========================>.....] - ETA: 13s - loss: 0.2578 - accuracy: 0.8790
265/316 [========================>.....] - ETA: 13s - loss: 0.2579 - accuracy: 0.8788
266/316 [========================>.....] - ETA: 13s - loss: 0.2582 - accuracy: 0.8788
267/316 [========================>.....] - ETA: 12s - loss: 0.2577 - accuracy: 0.8790
268/316 [========================>.....] - ETA: 12s - loss: 0.2573 - accuracy: 0.8794
269/316 [========================>.....] - ETA: 12s - loss: 0.2569 - accuracy: 0.8794
270/316 [========================>.....] - ETA: 11s - loss: 0.2566 - accuracy: 0.8796
271/316 [========================>.....] - ETA: 11s - loss: 0.2571 - accuracy: 0.8792
272/316 [========================>.....] - ETA: 11s - loss: 0.2572 - accuracy: 0.8789
273/316 [========================>.....] - ETA: 11s - loss: 0.2571 - accuracy: 0.8791
274/316 [=========================>....] - ETA: 10s - loss: 0.2572 - accuracy: 0.8791
275/316 [=========================>....] - ETA: 10s - loss: 0.2571 - accuracy: 0.8793
276/316 [=========================>....] - ETA: 10s - loss: 0.2573 - accuracy: 0.8791
277/316 [=========================>....] - ETA: 10s - loss: 0.2577 - accuracy: 0.8788
278/316 [=========================>....] - ETA: 9s - loss: 0.2573 - accuracy: 0.8790 
279/316 [=========================>....] - ETA: 9s - loss: 0.2572 - accuracy: 0.8790
280/316 [=========================>....] - ETA: 9s - loss: 0.2567 - accuracy: 0.8795
281/316 [=========================>....] - ETA: 9s - loss: 0.2563 - accuracy: 0.8797
282/316 [=========================>....] - ETA: 8s - loss: 0.2559 - accuracy: 0.8799
283/316 [=========================>....] - ETA: 8s - loss: 0.2557 - accuracy: 0.8801
284/316 [=========================>....] - ETA: 8s - loss: 0.2558 - accuracy: 0.8801
285/316 [==========================>...] - ETA: 8s - loss: 0.2558 - accuracy: 0.8800
286/316 [==========================>...] - ETA: 7s - loss: 0.2563 - accuracy: 0.8798
287/316 [==========================>...] - ETA: 7s - loss: 0.2564 - accuracy: 0.8798
288/316 [==========================>...] - ETA: 7s - loss: 0.2571 - accuracy: 0.8791
289/316 [==========================>...] - ETA: 7s - loss: 0.2571 - accuracy: 0.8791
290/316 [==========================>...] - ETA: 6s - loss: 0.2574 - accuracy: 0.8789
291/316 [==========================>...] - ETA: 6s - loss: 0.2576 - accuracy: 0.8791
292/316 [==========================>...] - ETA: 6s - loss: 0.2579 - accuracy: 0.8789
293/316 [==========================>...] - ETA: 6s - loss: 0.2575 - accuracy: 0.8791
294/316 [==========================>...] - ETA: 5s - loss: 0.2574 - accuracy: 0.8793
295/316 [===========================>..] - ETA: 5s - loss: 0.2574 - accuracy: 0.8792
296/316 [===========================>..] - ETA: 5s - loss: 0.2573 - accuracy: 0.8792
297/316 [===========================>..] - ETA: 4s - loss: 0.2567 - accuracy: 0.8794
298/316 [===========================>..] - ETA: 4s - loss: 0.2571 - accuracy: 0.8790
299/316 [===========================>..] - ETA: 4s - loss: 0.2567 - accuracy: 0.8792
300/316 [===========================>..] - ETA: 4s - loss: 0.2573 - accuracy: 0.8788
301/316 [===========================>..] - ETA: 3s - loss: 0.2574 - accuracy: 0.8787
302/316 [===========================>..] - ETA: 3s - loss: 0.2576 - accuracy: 0.8787
303/316 [===========================>..] - ETA: 3s - loss: 0.2572 - accuracy: 0.8791
304/316 [===========================>..] - ETA: 3s - loss: 0.2571 - accuracy: 0.8793
305/316 [===========================>..] - ETA: 2s - loss: 0.2569 - accuracy: 0.8795
306/316 [============================>.] - ETA: 2s - loss: 0.2574 - accuracy: 0.8791
307/316 [============================>.] - ETA: 2s - loss: 0.2574 - accuracy: 0.8791
308/316 [============================>.] - ETA: 2s - loss: 0.2573 - accuracy: 0.8791
309/316 [============================>.] - ETA: 1s - loss: 0.2571 - accuracy: 0.8790
310/316 [============================>.] - ETA: 1s - loss: 0.2569 - accuracy: 0.8792
311/316 [============================>.] - ETA: 1s - loss: 0.2563 - accuracy: 0.8794
312/316 [============================>.] - ETA: 1s - loss: 0.2561 - accuracy: 0.8796
313/316 [============================>.] - ETA: 0s - loss: 0.2558 - accuracy: 0.8796
314/316 [============================>.] - ETA: 0s - loss: 0.2566 - accuracy: 0.8796
315/316 [============================>.] - ETA: 0s - loss: 0.2565 - accuracy: 0.8798
316/316 [==============================] - 82s 259ms/step - loss: 0.2564 - accuracy: 0.8797

316/316 [==============================] - 86s 273ms/step - loss: 0.2564 - accuracy: 0.8797 - val_loss: 0.3660 - val_accuracy: 0.8526
Epoch 86/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.1231 - accuracy: 0.9375
  2/316 [..............................] - ETA: 1:05 - loss: 0.1437 - accuracy: 0.9375
  3/316 [..............................] - ETA: 1:02 - loss: 0.2110 - accuracy: 0.9167
  4/316 [..............................] - ETA: 1:32 - loss: 0.2226 - accuracy: 0.9219
  5/316 [..............................] - ETA: 1:50 - loss: 0.2288 - accuracy: 0.9125
  6/316 [..............................] - ETA: 1:45 - loss: 0.2232 - accuracy: 0.9167
  7/316 [..............................] - ETA: 1:38 - loss: 0.2087 - accuracy: 0.9196
  8/316 [..............................] - ETA: 1:32 - loss: 0.2264 - accuracy: 0.9062
  9/316 [..............................] - ETA: 1:29 - loss: 0.2445 - accuracy: 0.8958
 10/316 [..............................] - ETA: 1:25 - loss: 0.2269 - accuracy: 0.9062
 11/316 [>.............................] - ETA: 1:22 - loss: 0.2550 - accuracy: 0.8920
 12/316 [>.............................] - ETA: 1:20 - loss: 0.2396 - accuracy: 0.9010
 13/316 [>.............................] - ETA: 1:18 - loss: 0.2518 - accuracy: 0.8990
 14/316 [>.............................] - ETA: 1:16 - loss: 0.2477 - accuracy: 0.9018
 15/316 [>.............................] - ETA: 1:15 - loss: 0.2535 - accuracy: 0.9000
 16/316 [>.............................] - ETA: 1:13 - loss: 0.2543 - accuracy: 0.8984
 17/316 [>.............................] - ETA: 1:12 - loss: 0.2554 - accuracy: 0.8971
 18/316 [>.............................] - ETA: 1:11 - loss: 0.2494 - accuracy: 0.8993
 19/316 [>.............................] - ETA: 1:10 - loss: 0.2669 - accuracy: 0.8849
 20/316 [>.............................] - ETA: 1:09 - loss: 0.2584 - accuracy: 0.8875
 21/316 [>.............................] - ETA: 1:13 - loss: 0.2599 - accuracy: 0.8869
 22/316 [=>............................] - ETA: 1:17 - loss: 0.2565 - accuracy: 0.8864
 23/316 [=>............................] - ETA: 1:21 - loss: 0.2646 - accuracy: 0.8777
 24/316 [=>............................] - ETA: 1:24 - loss: 0.2656 - accuracy: 0.8750
 25/316 [=>............................] - ETA: 1:27 - loss: 0.2619 - accuracy: 0.8750
 26/316 [=>............................] - ETA: 1:29 - loss: 0.2625 - accuracy: 0.8726
 27/316 [=>............................] - ETA: 1:27 - loss: 0.2681 - accuracy: 0.8727
 28/316 [=>............................] - ETA: 1:26 - loss: 0.2729 - accuracy: 0.8705
 29/316 [=>............................] - ETA: 1:24 - loss: 0.2679 - accuracy: 0.8750
 30/316 [=>............................] - ETA: 1:23 - loss: 0.2737 - accuracy: 0.8729
 31/316 [=>............................] - ETA: 1:22 - loss: 0.2784 - accuracy: 0.8750
 32/316 [==>...........................] - ETA: 1:20 - loss: 0.2777 - accuracy: 0.8730
 33/316 [==>...........................] - ETA: 1:19 - loss: 0.2815 - accuracy: 0.8731
 34/316 [==>...........................] - ETA: 1:18 - loss: 0.2798 - accuracy: 0.8732
 35/316 [==>...........................] - ETA: 1:17 - loss: 0.2793 - accuracy: 0.8750
 36/316 [==>...........................] - ETA: 1:16 - loss: 0.2791 - accuracy: 0.8733
 37/316 [==>...........................] - ETA: 1:15 - loss: 0.2791 - accuracy: 0.8716
 38/316 [==>...........................] - ETA: 1:15 - loss: 0.2766 - accuracy: 0.8734
 39/316 [==>...........................] - ETA: 1:14 - loss: 0.2759 - accuracy: 0.8734
 40/316 [==>...........................] - ETA: 1:13 - loss: 0.2719 - accuracy: 0.8766
 41/316 [==>...........................] - ETA: 1:12 - loss: 0.2730 - accuracy: 0.8750
 42/316 [==>...........................] - ETA: 1:14 - loss: 0.2771 - accuracy: 0.8735
 43/316 [===>..........................] - ETA: 1:16 - loss: 0.2778 - accuracy: 0.8750
 44/316 [===>..........................] - ETA: 1:15 - loss: 0.2845 - accuracy: 0.8722
 45/316 [===>..........................] - ETA: 1:14 - loss: 0.2849 - accuracy: 0.8722
 46/316 [===>..........................] - ETA: 1:13 - loss: 0.2899 - accuracy: 0.8709
 47/316 [===>..........................] - ETA: 1:12 - loss: 0.2882 - accuracy: 0.8723
 48/316 [===>..........................] - ETA: 1:12 - loss: 0.2902 - accuracy: 0.8698
 49/316 [===>..........................] - ETA: 1:14 - loss: 0.2880 - accuracy: 0.8712
 50/316 [===>..........................] - ETA: 1:14 - loss: 0.2852 - accuracy: 0.8712
 51/316 [===>..........................] - ETA: 1:13 - loss: 0.2836 - accuracy: 0.8713
 52/316 [===>..........................] - ETA: 1:13 - loss: 0.2821 - accuracy: 0.8714
 53/316 [====>.........................] - ETA: 1:12 - loss: 0.2799 - accuracy: 0.8738
 54/316 [====>.........................] - ETA: 1:11 - loss: 0.2812 - accuracy: 0.8738
 55/316 [====>.........................] - ETA: 1:12 - loss: 0.2848 - accuracy: 0.8739
 56/316 [====>.........................] - ETA: 1:13 - loss: 0.2829 - accuracy: 0.8739
 57/316 [====>.........................] - ETA: 1:13 - loss: 0.2817 - accuracy: 0.8739
 58/316 [====>.........................] - ETA: 1:12 - loss: 0.2844 - accuracy: 0.8718
 59/316 [====>.........................] - ETA: 1:11 - loss: 0.2824 - accuracy: 0.8729
 60/316 [====>.........................] - ETA: 1:11 - loss: 0.2840 - accuracy: 0.8719
 61/316 [====>.........................] - ETA: 1:10 - loss: 0.2836 - accuracy: 0.8709
 62/316 [====>.........................] - ETA: 1:09 - loss: 0.2849 - accuracy: 0.8700
 63/316 [====>.........................] - ETA: 1:09 - loss: 0.2853 - accuracy: 0.8700
 64/316 [=====>........................] - ETA: 1:08 - loss: 0.2879 - accuracy: 0.8672
 65/316 [=====>........................] - ETA: 1:08 - loss: 0.2871 - accuracy: 0.8673
 66/316 [=====>........................] - ETA: 1:07 - loss: 0.2853 - accuracy: 0.8684
 67/316 [=====>........................] - ETA: 1:06 - loss: 0.2840 - accuracy: 0.8685
 68/316 [=====>........................] - ETA: 1:06 - loss: 0.2831 - accuracy: 0.8686
 69/316 [=====>........................] - ETA: 1:05 - loss: 0.2819 - accuracy: 0.8696
 70/316 [=====>........................] - ETA: 1:05 - loss: 0.2838 - accuracy: 0.8687
 71/316 [=====>........................] - ETA: 1:04 - loss: 0.2814 - accuracy: 0.8697
 72/316 [=====>........................] - ETA: 1:04 - loss: 0.2831 - accuracy: 0.8681
 73/316 [=====>........................] - ETA: 1:05 - loss: 0.2815 - accuracy: 0.8690
 74/316 [======>.......................] - ETA: 1:06 - loss: 0.2789 - accuracy: 0.8708
 75/316 [======>.......................] - ETA: 1:06 - loss: 0.2772 - accuracy: 0.8725
 76/316 [======>.......................] - ETA: 1:06 - loss: 0.2782 - accuracy: 0.8734
 77/316 [======>.......................] - ETA: 1:06 - loss: 0.2758 - accuracy: 0.8742
 78/316 [======>.......................] - ETA: 1:05 - loss: 0.2746 - accuracy: 0.8750
 79/316 [======>.......................] - ETA: 1:05 - loss: 0.2737 - accuracy: 0.8758
 80/316 [======>.......................] - ETA: 1:04 - loss: 0.2741 - accuracy: 0.8758
 81/316 [======>.......................] - ETA: 1:04 - loss: 0.2737 - accuracy: 0.8758
 82/316 [======>.......................] - ETA: 1:03 - loss: 0.2738 - accuracy: 0.8758
 83/316 [======>.......................] - ETA: 1:03 - loss: 0.2739 - accuracy: 0.8758
 84/316 [======>.......................] - ETA: 1:02 - loss: 0.2749 - accuracy: 0.8750
 85/316 [=======>......................] - ETA: 1:02 - loss: 0.2739 - accuracy: 0.8757
 86/316 [=======>......................] - ETA: 1:02 - loss: 0.2744 - accuracy: 0.8757
 87/316 [=======>......................] - ETA: 1:02 - loss: 0.2733 - accuracy: 0.8764
 88/316 [=======>......................] - ETA: 1:03 - loss: 0.2732 - accuracy: 0.8764
 89/316 [=======>......................] - ETA: 1:03 - loss: 0.2734 - accuracy: 0.8757
 90/316 [=======>......................] - ETA: 1:03 - loss: 0.2744 - accuracy: 0.8750
 91/316 [=======>......................] - ETA: 1:02 - loss: 0.2736 - accuracy: 0.8750
 92/316 [=======>......................] - ETA: 1:02 - loss: 0.2739 - accuracy: 0.8750
 93/316 [=======>......................] - ETA: 1:01 - loss: 0.2724 - accuracy: 0.8763
 94/316 [=======>......................] - ETA: 1:01 - loss: 0.2725 - accuracy: 0.8763
 95/316 [========>.....................] - ETA: 1:00 - loss: 0.2721 - accuracy: 0.8763
 96/316 [========>.....................] - ETA: 1:00 - loss: 0.2703 - accuracy: 0.8770
 97/316 [========>.....................] - ETA: 59s - loss: 0.2712 - accuracy: 0.8763 
 98/316 [========>.....................] - ETA: 59s - loss: 0.2702 - accuracy: 0.8769
 99/316 [========>.....................] - ETA: 58s - loss: 0.2697 - accuracy: 0.8775
100/316 [========>.....................] - ETA: 58s - loss: 0.2704 - accuracy: 0.8775
101/316 [========>.....................] - ETA: 58s - loss: 0.2688 - accuracy: 0.8787
102/316 [========>.....................] - ETA: 57s - loss: 0.2686 - accuracy: 0.8781
103/316 [========>.....................] - ETA: 57s - loss: 0.2667 - accuracy: 0.8792
104/316 [========>.....................] - ETA: 56s - loss: 0.2671 - accuracy: 0.8780
105/316 [========>.....................] - ETA: 56s - loss: 0.2688 - accuracy: 0.8768
106/316 [=========>....................] - ETA: 56s - loss: 0.2687 - accuracy: 0.8768
107/316 [=========>....................] - ETA: 56s - loss: 0.2674 - accuracy: 0.8779
108/316 [=========>....................] - ETA: 56s - loss: 0.2676 - accuracy: 0.8773
109/316 [=========>....................] - ETA: 56s - loss: 0.2676 - accuracy: 0.8767
110/316 [=========>....................] - ETA: 55s - loss: 0.2676 - accuracy: 0.8767
111/316 [=========>....................] - ETA: 55s - loss: 0.2664 - accuracy: 0.8778
112/316 [=========>....................] - ETA: 54s - loss: 0.2658 - accuracy: 0.8783
113/316 [=========>....................] - ETA: 54s - loss: 0.2647 - accuracy: 0.8794
114/316 [=========>....................] - ETA: 54s - loss: 0.2640 - accuracy: 0.8799
115/316 [=========>....................] - ETA: 53s - loss: 0.2645 - accuracy: 0.8793
116/316 [==========>...................] - ETA: 53s - loss: 0.2649 - accuracy: 0.8793
117/316 [==========>...................] - ETA: 52s - loss: 0.2650 - accuracy: 0.8793
118/316 [==========>...................] - ETA: 52s - loss: 0.2654 - accuracy: 0.8787
119/316 [==========>...................] - ETA: 52s - loss: 0.2662 - accuracy: 0.8776
120/316 [==========>...................] - ETA: 51s - loss: 0.2658 - accuracy: 0.8776
121/316 [==========>...................] - ETA: 51s - loss: 0.2658 - accuracy: 0.8781
122/316 [==========>...................] - ETA: 50s - loss: 0.2641 - accuracy: 0.8791
123/316 [==========>...................] - ETA: 51s - loss: 0.2632 - accuracy: 0.8801
124/316 [==========>...................] - ETA: 51s - loss: 0.2644 - accuracy: 0.8795
125/316 [==========>...................] - ETA: 50s - loss: 0.2633 - accuracy: 0.8800
126/316 [==========>...................] - ETA: 50s - loss: 0.2626 - accuracy: 0.8810
127/316 [===========>..................] - ETA: 50s - loss: 0.2619 - accuracy: 0.8814
128/316 [===========>..................] - ETA: 49s - loss: 0.2609 - accuracy: 0.8818
129/316 [===========>..................] - ETA: 49s - loss: 0.2595 - accuracy: 0.8828
130/316 [===========>..................] - ETA: 49s - loss: 0.2596 - accuracy: 0.8827
131/316 [===========>..................] - ETA: 48s - loss: 0.2603 - accuracy: 0.8817
132/316 [===========>..................] - ETA: 48s - loss: 0.2601 - accuracy: 0.8816
133/316 [===========>..................] - ETA: 47s - loss: 0.2606 - accuracy: 0.8806
134/316 [===========>..................] - ETA: 47s - loss: 0.2596 - accuracy: 0.8815
135/316 [===========>..................] - ETA: 47s - loss: 0.2591 - accuracy: 0.8815
136/316 [===========>..................] - ETA: 46s - loss: 0.2586 - accuracy: 0.8819
137/316 [============>.................] - ETA: 46s - loss: 0.2581 - accuracy: 0.8823
138/316 [============>.................] - ETA: 46s - loss: 0.2578 - accuracy: 0.8822
139/316 [============>.................] - ETA: 45s - loss: 0.2568 - accuracy: 0.8831
140/316 [============>.................] - ETA: 45s - loss: 0.2567 - accuracy: 0.8835
141/316 [============>.................] - ETA: 46s - loss: 0.2556 - accuracy: 0.8839
142/316 [============>.................] - ETA: 45s - loss: 0.2558 - accuracy: 0.8834
143/316 [============>.................] - ETA: 45s - loss: 0.2545 - accuracy: 0.8842
144/316 [============>.................] - ETA: 45s - loss: 0.2547 - accuracy: 0.8841
145/316 [============>.................] - ETA: 44s - loss: 0.2537 - accuracy: 0.8845
146/316 [============>.................] - ETA: 44s - loss: 0.2538 - accuracy: 0.8844
147/316 [============>.................] - ETA: 44s - loss: 0.2532 - accuracy: 0.8848
148/316 [=============>................] - ETA: 43s - loss: 0.2526 - accuracy: 0.8851
149/316 [=============>................] - ETA: 43s - loss: 0.2519 - accuracy: 0.8855
150/316 [=============>................] - ETA: 43s - loss: 0.2526 - accuracy: 0.8846
151/316 [=============>................] - ETA: 42s - loss: 0.2521 - accuracy: 0.8845
152/316 [=============>................] - ETA: 42s - loss: 0.2515 - accuracy: 0.8845
153/316 [=============>................] - ETA: 42s - loss: 0.2526 - accuracy: 0.8840
154/316 [=============>................] - ETA: 42s - loss: 0.2515 - accuracy: 0.8847
155/316 [=============>................] - ETA: 42s - loss: 0.2512 - accuracy: 0.8851
156/316 [=============>................] - ETA: 42s - loss: 0.2509 - accuracy: 0.8850
157/316 [=============>................] - ETA: 42s - loss: 0.2497 - accuracy: 0.8857
158/316 [==============>...............] - ETA: 41s - loss: 0.2495 - accuracy: 0.8857
159/316 [==============>...............] - ETA: 41s - loss: 0.2501 - accuracy: 0.8848
160/316 [==============>...............] - ETA: 41s - loss: 0.2492 - accuracy: 0.8855
161/316 [==============>...............] - ETA: 40s - loss: 0.2483 - accuracy: 0.8863
162/316 [==============>...............] - ETA: 40s - loss: 0.2474 - accuracy: 0.8866
163/316 [==============>...............] - ETA: 40s - loss: 0.2477 - accuracy: 0.8869
164/316 [==============>...............] - ETA: 39s - loss: 0.2478 - accuracy: 0.8872
165/316 [==============>...............] - ETA: 39s - loss: 0.2480 - accuracy: 0.8871
166/316 [==============>...............] - ETA: 39s - loss: 0.2498 - accuracy: 0.8855
167/316 [==============>...............] - ETA: 38s - loss: 0.2498 - accuracy: 0.8851
168/316 [==============>...............] - ETA: 38s - loss: 0.2495 - accuracy: 0.8850
169/316 [===============>..............] - ETA: 38s - loss: 0.2494 - accuracy: 0.8850
170/316 [===============>..............] - ETA: 37s - loss: 0.2495 - accuracy: 0.8849
171/316 [===============>..............] - ETA: 37s - loss: 0.2492 - accuracy: 0.8852
172/316 [===============>..............] - ETA: 37s - loss: 0.2493 - accuracy: 0.8852
173/316 [===============>..............] - ETA: 37s - loss: 0.2484 - accuracy: 0.8855
174/316 [===============>..............] - ETA: 37s - loss: 0.2476 - accuracy: 0.8861
175/316 [===============>..............] - ETA: 36s - loss: 0.2493 - accuracy: 0.8854
176/316 [===============>..............] - ETA: 36s - loss: 0.2498 - accuracy: 0.8846
177/316 [===============>..............] - ETA: 36s - loss: 0.2492 - accuracy: 0.8852
178/316 [===============>..............] - ETA: 36s - loss: 0.2503 - accuracy: 0.8855
179/316 [===============>..............] - ETA: 36s - loss: 0.2509 - accuracy: 0.8851
180/316 [================>.............] - ETA: 35s - loss: 0.2531 - accuracy: 0.8840
181/316 [================>.............] - ETA: 35s - loss: 0.2534 - accuracy: 0.8836
182/316 [================>.............] - ETA: 35s - loss: 0.2538 - accuracy: 0.8836
183/316 [================>.............] - ETA: 34s - loss: 0.2533 - accuracy: 0.8839
184/316 [================>.............] - ETA: 34s - loss: 0.2528 - accuracy: 0.8842
185/316 [================>.............] - ETA: 34s - loss: 0.2542 - accuracy: 0.8834
186/316 [================>.............] - ETA: 34s - loss: 0.2538 - accuracy: 0.8837
187/316 [================>.............] - ETA: 34s - loss: 0.2540 - accuracy: 0.8837
188/316 [================>.............] - ETA: 33s - loss: 0.2529 - accuracy: 0.8843
189/316 [================>.............] - ETA: 33s - loss: 0.2529 - accuracy: 0.8846
190/316 [=================>............] - ETA: 33s - loss: 0.2543 - accuracy: 0.8842
191/316 [=================>............] - ETA: 32s - loss: 0.2545 - accuracy: 0.8838
192/316 [=================>............] - ETA: 32s - loss: 0.2542 - accuracy: 0.8838
193/316 [=================>............] - ETA: 32s - loss: 0.2541 - accuracy: 0.8841
194/316 [=================>............] - ETA: 32s - loss: 0.2541 - accuracy: 0.8840
195/316 [=================>............] - ETA: 31s - loss: 0.2537 - accuracy: 0.8840
196/316 [=================>............] - ETA: 31s - loss: 0.2543 - accuracy: 0.8839
197/316 [=================>............] - ETA: 31s - loss: 0.2552 - accuracy: 0.8839
198/316 [=================>............] - ETA: 30s - loss: 0.2556 - accuracy: 0.8835
199/316 [=================>............] - ETA: 30s - loss: 0.2553 - accuracy: 0.8841
200/316 [=================>............] - ETA: 30s - loss: 0.2558 - accuracy: 0.8834
201/316 [==================>...........] - ETA: 30s - loss: 0.2563 - accuracy: 0.8828
202/316 [==================>...........] - ETA: 29s - loss: 0.2558 - accuracy: 0.8834
203/316 [==================>...........] - ETA: 29s - loss: 0.2559 - accuracy: 0.8833
204/316 [==================>...........] - ETA: 29s - loss: 0.2572 - accuracy: 0.8833
205/316 [==================>...........] - ETA: 29s - loss: 0.2570 - accuracy: 0.8835
206/316 [==================>...........] - ETA: 29s - loss: 0.2574 - accuracy: 0.8832
207/316 [==================>...........] - ETA: 28s - loss: 0.2567 - accuracy: 0.8835
208/316 [==================>...........] - ETA: 28s - loss: 0.2566 - accuracy: 0.8834
209/316 [==================>...........] - ETA: 28s - loss: 0.2563 - accuracy: 0.8834
210/316 [==================>...........] - ETA: 27s - loss: 0.2557 - accuracy: 0.8836
211/316 [===================>..........] - ETA: 27s - loss: 0.2558 - accuracy: 0.8836
212/316 [===================>..........] - ETA: 27s - loss: 0.2564 - accuracy: 0.8827
213/316 [===================>..........] - ETA: 27s - loss: 0.2560 - accuracy: 0.8829
214/316 [===================>..........] - ETA: 26s - loss: 0.2563 - accuracy: 0.8829
215/316 [===================>..........] - ETA: 26s - loss: 0.2569 - accuracy: 0.8820
216/316 [===================>..........] - ETA: 26s - loss: 0.2572 - accuracy: 0.8814
217/316 [===================>..........] - ETA: 25s - loss: 0.2576 - accuracy: 0.8805
218/316 [===================>..........] - ETA: 25s - loss: 0.2573 - accuracy: 0.8807
219/316 [===================>..........] - ETA: 25s - loss: 0.2569 - accuracy: 0.8807
220/316 [===================>..........] - ETA: 25s - loss: 0.2569 - accuracy: 0.8810
221/316 [===================>..........] - ETA: 24s - loss: 0.2573 - accuracy: 0.8809
222/316 [====================>.........] - ETA: 24s - loss: 0.2574 - accuracy: 0.8809
223/316 [====================>.........] - ETA: 24s - loss: 0.2570 - accuracy: 0.8812
224/316 [====================>.........] - ETA: 24s - loss: 0.2570 - accuracy: 0.8809
225/316 [====================>.........] - ETA: 23s - loss: 0.2562 - accuracy: 0.8814
226/316 [====================>.........] - ETA: 23s - loss: 0.2561 - accuracy: 0.8814
227/316 [====================>.........] - ETA: 23s - loss: 0.2557 - accuracy: 0.8816
228/316 [====================>.........] - ETA: 22s - loss: 0.2555 - accuracy: 0.8819
229/316 [====================>.........] - ETA: 22s - loss: 0.2559 - accuracy: 0.8818
230/316 [====================>.........] - ETA: 22s - loss: 0.2553 - accuracy: 0.8823
231/316 [====================>.........] - ETA: 22s - loss: 0.2546 - accuracy: 0.8828
232/316 [=====================>........] - ETA: 21s - loss: 0.2542 - accuracy: 0.8831
233/316 [=====================>........] - ETA: 21s - loss: 0.2540 - accuracy: 0.8830
234/316 [=====================>........] - ETA: 21s - loss: 0.2542 - accuracy: 0.8830
235/316 [=====================>........] - ETA: 21s - loss: 0.2545 - accuracy: 0.8822
236/316 [=====================>........] - ETA: 21s - loss: 0.2544 - accuracy: 0.8824
237/316 [=====================>........] - ETA: 20s - loss: 0.2548 - accuracy: 0.8821
238/316 [=====================>........] - ETA: 20s - loss: 0.2546 - accuracy: 0.8821
239/316 [=====================>........] - ETA: 20s - loss: 0.2548 - accuracy: 0.8823
240/316 [=====================>........] - ETA: 20s - loss: 0.2544 - accuracy: 0.8826
241/316 [=====================>........] - ETA: 19s - loss: 0.2541 - accuracy: 0.8825
242/316 [=====================>........] - ETA: 19s - loss: 0.2543 - accuracy: 0.8825
243/316 [======================>.......] - ETA: 19s - loss: 0.2536 - accuracy: 0.8830
244/316 [======================>.......] - ETA: 18s - loss: 0.2541 - accuracy: 0.8824
245/316 [======================>.......] - ETA: 18s - loss: 0.2543 - accuracy: 0.8821
246/316 [======================>.......] - ETA: 18s - loss: 0.2536 - accuracy: 0.8826
247/316 [======================>.......] - ETA: 18s - loss: 0.2542 - accuracy: 0.8821
248/316 [======================>.......] - ETA: 17s - loss: 0.2539 - accuracy: 0.8821
249/316 [======================>.......] - ETA: 17s - loss: 0.2553 - accuracy: 0.8820
250/316 [======================>.......] - ETA: 17s - loss: 0.2546 - accuracy: 0.8825
251/316 [======================>.......] - ETA: 16s - loss: 0.2547 - accuracy: 0.8822
252/316 [======================>.......] - ETA: 16s - loss: 0.2541 - accuracy: 0.8827
253/316 [=======================>......] - ETA: 16s - loss: 0.2546 - accuracy: 0.8827
254/316 [=======================>......] - ETA: 16s - loss: 0.2544 - accuracy: 0.8826
255/316 [=======================>......] - ETA: 15s - loss: 0.2550 - accuracy: 0.8824
256/316 [=======================>......] - ETA: 15s - loss: 0.2554 - accuracy: 0.8818
257/316 [=======================>......] - ETA: 15s - loss: 0.2557 - accuracy: 0.8813
258/316 [=======================>......] - ETA: 15s - loss: 0.2552 - accuracy: 0.8815
259/316 [=======================>......] - ETA: 14s - loss: 0.2552 - accuracy: 0.8818
260/316 [=======================>......] - ETA: 14s - loss: 0.2549 - accuracy: 0.8822
261/316 [=======================>......] - ETA: 14s - loss: 0.2545 - accuracy: 0.8827
262/316 [=======================>......] - ETA: 14s - loss: 0.2541 - accuracy: 0.8826
263/316 [=======================>......] - ETA: 13s - loss: 0.2541 - accuracy: 0.8826
264/316 [========================>.....] - ETA: 13s - loss: 0.2550 - accuracy: 0.8821
265/316 [========================>.....] - ETA: 13s - loss: 0.2561 - accuracy: 0.8816
266/316 [========================>.....] - ETA: 12s - loss: 0.2565 - accuracy: 0.8816
267/316 [========================>.....] - ETA: 12s - loss: 0.2562 - accuracy: 0.8813
268/316 [========================>.....] - ETA: 12s - loss: 0.2562 - accuracy: 0.8813
269/316 [========================>.....] - ETA: 12s - loss: 0.2564 - accuracy: 0.8808
270/316 [========================>.....] - ETA: 12s - loss: 0.2557 - accuracy: 0.8813
271/316 [========================>.....] - ETA: 11s - loss: 0.2556 - accuracy: 0.8812
272/316 [========================>.....] - ETA: 11s - loss: 0.2552 - accuracy: 0.8814
273/316 [========================>.....] - ETA: 11s - loss: 0.2548 - accuracy: 0.8816
274/316 [=========================>....] - ETA: 10s - loss: 0.2546 - accuracy: 0.8816
275/316 [=========================>....] - ETA: 10s - loss: 0.2547 - accuracy: 0.8814
276/316 [=========================>....] - ETA: 10s - loss: 0.2547 - accuracy: 0.8813
277/316 [=========================>....] - ETA: 10s - loss: 0.2549 - accuracy: 0.8813
278/316 [=========================>....] - ETA: 9s - loss: 0.2544 - accuracy: 0.8815 
279/316 [=========================>....] - ETA: 9s - loss: 0.2549 - accuracy: 0.8815
280/316 [=========================>....] - ETA: 9s - loss: 0.2548 - accuracy: 0.8815
281/316 [=========================>....] - ETA: 9s - loss: 0.2552 - accuracy: 0.8812
282/316 [=========================>....] - ETA: 8s - loss: 0.2555 - accuracy: 0.8812
283/316 [=========================>....] - ETA: 8s - loss: 0.2554 - accuracy: 0.8812
284/316 [=========================>....] - ETA: 8s - loss: 0.2561 - accuracy: 0.8807
285/316 [==========================>...] - ETA: 8s - loss: 0.2562 - accuracy: 0.8803
286/316 [==========================>...] - ETA: 7s - loss: 0.2563 - accuracy: 0.8800
287/316 [==========================>...] - ETA: 7s - loss: 0.2566 - accuracy: 0.8800
288/316 [==========================>...] - ETA: 7s - loss: 0.2568 - accuracy: 0.8800
289/316 [==========================>...] - ETA: 7s - loss: 0.2562 - accuracy: 0.8804
290/316 [==========================>...] - ETA: 6s - loss: 0.2564 - accuracy: 0.8804
291/316 [==========================>...] - ETA: 6s - loss: 0.2570 - accuracy: 0.8799
292/316 [==========================>...] - ETA: 6s - loss: 0.2568 - accuracy: 0.8801
293/316 [==========================>...] - ETA: 6s - loss: 0.2574 - accuracy: 0.8797
294/316 [==========================>...] - ETA: 5s - loss: 0.2574 - accuracy: 0.8799
295/316 [===========================>..] - ETA: 5s - loss: 0.2571 - accuracy: 0.8799
296/316 [===========================>..] - ETA: 5s - loss: 0.2569 - accuracy: 0.8799
297/316 [===========================>..] - ETA: 4s - loss: 0.2568 - accuracy: 0.8798
298/316 [===========================>..] - ETA: 4s - loss: 0.2568 - accuracy: 0.8800
299/316 [===========================>..] - ETA: 4s - loss: 0.2563 - accuracy: 0.8802
300/316 [===========================>..] - ETA: 4s - loss: 0.2560 - accuracy: 0.8806
301/316 [===========================>..] - ETA: 3s - loss: 0.2562 - accuracy: 0.8804
302/316 [===========================>..] - ETA: 3s - loss: 0.2567 - accuracy: 0.8802
303/316 [===========================>..] - ETA: 3s - loss: 0.2563 - accuracy: 0.8804
304/316 [===========================>..] - ETA: 3s - loss: 0.2566 - accuracy: 0.8801
305/316 [===========================>..] - ETA: 2s - loss: 0.2567 - accuracy: 0.8799
306/316 [============================>.] - ETA: 2s - loss: 0.2567 - accuracy: 0.8797
307/316 [============================>.] - ETA: 2s - loss: 0.2561 - accuracy: 0.8799
308/316 [============================>.] - ETA: 2s - loss: 0.2562 - accuracy: 0.8799
309/316 [============================>.] - ETA: 1s - loss: 0.2560 - accuracy: 0.8801
310/316 [============================>.] - ETA: 1s - loss: 0.2557 - accuracy: 0.8802
311/316 [============================>.] - ETA: 1s - loss: 0.2556 - accuracy: 0.8806
312/316 [============================>.] - ETA: 1s - loss: 0.2562 - accuracy: 0.8802
313/316 [============================>.] - ETA: 0s - loss: 0.2561 - accuracy: 0.8802
314/316 [============================>.] - ETA: 0s - loss: 0.2559 - accuracy: 0.8802
315/316 [============================>.] - ETA: 0s - loss: 0.2561 - accuracy: 0.8800
316/316 [==============================] - 83s 262ms/step - loss: 0.2562 - accuracy: 0.8799

316/316 [==============================] - 87s 276ms/step - loss: 0.2562 - accuracy: 0.8799 - val_loss: 0.3851 - val_accuracy: 0.8209
Epoch 87/100

  1/316 [..............................] - ETA: 2:20 - loss: 0.1724 - accuracy: 1.0000
  2/316 [..............................] - ETA: 1:01 - loss: 0.1827 - accuracy: 0.9688
  3/316 [..............................] - ETA: 1:00 - loss: 0.2303 - accuracy: 0.9375
  4/316 [..............................] - ETA: 59s - loss: 0.2394 - accuracy: 0.9219 
  5/316 [..............................] - ETA: 59s - loss: 0.2201 - accuracy: 0.9250
  6/316 [..............................] - ETA: 58s - loss: 0.2377 - accuracy: 0.9062
  7/316 [..............................] - ETA: 59s - loss: 0.2325 - accuracy: 0.9018
  8/316 [..............................] - ETA: 59s - loss: 0.2218 - accuracy: 0.8984
  9/316 [..............................] - ETA: 59s - loss: 0.2231 - accuracy: 0.9028
 10/316 [..............................] - ETA: 58s - loss: 0.2353 - accuracy: 0.8938
 11/316 [>.............................] - ETA: 1:02 - loss: 0.2224 - accuracy: 0.8977
 12/316 [>.............................] - ETA: 1:12 - loss: 0.2200 - accuracy: 0.9010
 13/316 [>.............................] - ETA: 1:20 - loss: 0.2205 - accuracy: 0.8990
 14/316 [>.............................] - ETA: 1:26 - loss: 0.2352 - accuracy: 0.8839
 15/316 [>.............................] - ETA: 1:26 - loss: 0.2329 - accuracy: 0.8875
 16/316 [>.............................] - ETA: 1:24 - loss: 0.2351 - accuracy: 0.8906
 17/316 [>.............................] - ETA: 1:22 - loss: 0.2267 - accuracy: 0.8934
 18/316 [>.............................] - ETA: 1:20 - loss: 0.2188 - accuracy: 0.8993
 19/316 [>.............................] - ETA: 1:19 - loss: 0.2185 - accuracy: 0.8980
 20/316 [>.............................] - ETA: 1:17 - loss: 0.2166 - accuracy: 0.9000
 21/316 [>.............................] - ETA: 1:16 - loss: 0.2199 - accuracy: 0.8958
 22/316 [=>............................] - ETA: 1:15 - loss: 0.2219 - accuracy: 0.8920
 23/316 [=>............................] - ETA: 1:14 - loss: 0.2195 - accuracy: 0.8940
 24/316 [=>............................] - ETA: 1:13 - loss: 0.2247 - accuracy: 0.8932
 25/316 [=>............................] - ETA: 1:13 - loss: 0.2202 - accuracy: 0.8975
 26/316 [=>............................] - ETA: 1:17 - loss: 0.2168 - accuracy: 0.8966
 27/316 [=>............................] - ETA: 1:20 - loss: 0.2142 - accuracy: 0.9005
 28/316 [=>............................] - ETA: 1:22 - loss: 0.2155 - accuracy: 0.8996
 29/316 [=>............................] - ETA: 1:22 - loss: 0.2181 - accuracy: 0.8966
 30/316 [=>............................] - ETA: 1:21 - loss: 0.2187 - accuracy: 0.8958
 31/316 [=>............................] - ETA: 1:20 - loss: 0.2142 - accuracy: 0.8972
 32/316 [==>...........................] - ETA: 1:19 - loss: 0.2125 - accuracy: 0.8965
 33/316 [==>...........................] - ETA: 1:18 - loss: 0.2107 - accuracy: 0.8996
 34/316 [==>...........................] - ETA: 1:17 - loss: 0.2152 - accuracy: 0.9007
 35/316 [==>...........................] - ETA: 1:16 - loss: 0.2189 - accuracy: 0.8982
 36/316 [==>...........................] - ETA: 1:15 - loss: 0.2217 - accuracy: 0.8958
 37/316 [==>...........................] - ETA: 1:14 - loss: 0.2215 - accuracy: 0.8970
 38/316 [==>...........................] - ETA: 1:13 - loss: 0.2225 - accuracy: 0.8964
 39/316 [==>...........................] - ETA: 1:13 - loss: 0.2271 - accuracy: 0.8958
 40/316 [==>...........................] - ETA: 1:12 - loss: 0.2266 - accuracy: 0.8953
 41/316 [==>...........................] - ETA: 1:11 - loss: 0.2236 - accuracy: 0.8963
 42/316 [==>...........................] - ETA: 1:10 - loss: 0.2203 - accuracy: 0.8988
 43/316 [===>..........................] - ETA: 1:09 - loss: 0.2175 - accuracy: 0.9012
 44/316 [===>..........................] - ETA: 1:09 - loss: 0.2161 - accuracy: 0.9020
 45/316 [===>..........................] - ETA: 1:11 - loss: 0.2139 - accuracy: 0.9042
 46/316 [===>..........................] - ETA: 1:12 - loss: 0.2127 - accuracy: 0.9062
 47/316 [===>..........................] - ETA: 1:11 - loss: 0.2128 - accuracy: 0.9056
 48/316 [===>..........................] - ETA: 1:11 - loss: 0.2126 - accuracy: 0.9049
 49/316 [===>..........................] - ETA: 1:10 - loss: 0.2105 - accuracy: 0.9069
 50/316 [===>..........................] - ETA: 1:09 - loss: 0.2072 - accuracy: 0.9087
 51/316 [===>..........................] - ETA: 1:09 - loss: 0.2051 - accuracy: 0.9093
 52/316 [===>..........................] - ETA: 1:08 - loss: 0.2022 - accuracy: 0.9111
 53/316 [====>.........................] - ETA: 1:07 - loss: 0.2042 - accuracy: 0.9092
 54/316 [====>.........................] - ETA: 1:07 - loss: 0.2047 - accuracy: 0.9086
 55/316 [====>.........................] - ETA: 1:06 - loss: 0.2104 - accuracy: 0.9045
 56/316 [====>.........................] - ETA: 1:06 - loss: 0.2106 - accuracy: 0.9051
 57/316 [====>.........................] - ETA: 1:05 - loss: 0.2099 - accuracy: 0.9057
 58/316 [====>.........................] - ETA: 1:05 - loss: 0.2096 - accuracy: 0.9062
 59/316 [====>.........................] - ETA: 1:04 - loss: 0.2089 - accuracy: 0.9068
 60/316 [====>.........................] - ETA: 1:04 - loss: 0.2086 - accuracy: 0.9073
 61/316 [====>.........................] - ETA: 1:03 - loss: 0.2088 - accuracy: 0.9068
 62/316 [====>.........................] - ETA: 1:04 - loss: 0.2100 - accuracy: 0.9062
 63/316 [====>.........................] - ETA: 1:05 - loss: 0.2091 - accuracy: 0.9067
 64/316 [=====>........................] - ETA: 1:05 - loss: 0.2116 - accuracy: 0.9043
 65/316 [=====>........................] - ETA: 1:04 - loss: 0.2108 - accuracy: 0.9048
 66/316 [=====>........................] - ETA: 1:04 - loss: 0.2105 - accuracy: 0.9053
 67/316 [=====>........................] - ETA: 1:03 - loss: 0.2095 - accuracy: 0.9058
 68/316 [=====>........................] - ETA: 1:03 - loss: 0.2117 - accuracy: 0.9044
 69/316 [=====>........................] - ETA: 1:02 - loss: 0.2150 - accuracy: 0.9022
 70/316 [=====>........................] - ETA: 1:02 - loss: 0.2139 - accuracy: 0.9036
 71/316 [=====>........................] - ETA: 1:01 - loss: 0.2159 - accuracy: 0.9023
 72/316 [=====>........................] - ETA: 1:01 - loss: 0.2165 - accuracy: 0.9019
 73/316 [=====>........................] - ETA: 1:00 - loss: 0.2179 - accuracy: 0.9007
 74/316 [======>.......................] - ETA: 1:00 - loss: 0.2198 - accuracy: 0.8995
 75/316 [======>.......................] - ETA: 59s - loss: 0.2180 - accuracy: 0.9008 
 76/316 [======>.......................] - ETA: 59s - loss: 0.2206 - accuracy: 0.8997
 77/316 [======>.......................] - ETA: 59s - loss: 0.2205 - accuracy: 0.8994
 78/316 [======>.......................] - ETA: 58s - loss: 0.2223 - accuracy: 0.8990
 79/316 [======>.......................] - ETA: 59s - loss: 0.2205 - accuracy: 0.8995
 80/316 [======>.......................] - ETA: 1:00 - loss: 0.2218 - accuracy: 0.8984
 81/316 [======>.......................] - ETA: 59s - loss: 0.2245 - accuracy: 0.8974 
 82/316 [======>.......................] - ETA: 59s - loss: 0.2263 - accuracy: 0.8963
 83/316 [======>.......................] - ETA: 58s - loss: 0.2283 - accuracy: 0.8946
 84/316 [======>.......................] - ETA: 58s - loss: 0.2299 - accuracy: 0.8936
 85/316 [=======>......................] - ETA: 58s - loss: 0.2309 - accuracy: 0.8919
 86/316 [=======>......................] - ETA: 57s - loss: 0.2318 - accuracy: 0.8917
 87/316 [=======>......................] - ETA: 57s - loss: 0.2313 - accuracy: 0.8922
 88/316 [=======>......................] - ETA: 56s - loss: 0.2305 - accuracy: 0.8920
 89/316 [=======>......................] - ETA: 56s - loss: 0.2317 - accuracy: 0.8919
 90/316 [=======>......................] - ETA: 55s - loss: 0.2340 - accuracy: 0.8903
 91/316 [=======>......................] - ETA: 55s - loss: 0.2330 - accuracy: 0.8908
 92/316 [=======>......................] - ETA: 55s - loss: 0.2311 - accuracy: 0.8920
 93/316 [=======>......................] - ETA: 54s - loss: 0.2333 - accuracy: 0.8918
 94/316 [=======>......................] - ETA: 54s - loss: 0.2330 - accuracy: 0.8923
 95/316 [========>.....................] - ETA: 54s - loss: 0.2318 - accuracy: 0.8928
 96/316 [========>.....................] - ETA: 54s - loss: 0.2321 - accuracy: 0.8919
 97/316 [========>.....................] - ETA: 55s - loss: 0.2326 - accuracy: 0.8918
 98/316 [========>.....................] - ETA: 54s - loss: 0.2343 - accuracy: 0.8897
 99/316 [========>.....................] - ETA: 54s - loss: 0.2361 - accuracy: 0.8883
100/316 [========>.....................] - ETA: 53s - loss: 0.2355 - accuracy: 0.8888
101/316 [========>.....................] - ETA: 53s - loss: 0.2354 - accuracy: 0.8892
102/316 [========>.....................] - ETA: 53s - loss: 0.2377 - accuracy: 0.8885
103/316 [========>.....................] - ETA: 53s - loss: 0.2377 - accuracy: 0.8883
104/316 [========>.....................] - ETA: 53s - loss: 0.2371 - accuracy: 0.8888
105/316 [========>.....................] - ETA: 53s - loss: 0.2380 - accuracy: 0.8893
106/316 [=========>....................] - ETA: 53s - loss: 0.2374 - accuracy: 0.8897
107/316 [=========>....................] - ETA: 52s - loss: 0.2365 - accuracy: 0.8902
108/316 [=========>....................] - ETA: 52s - loss: 0.2353 - accuracy: 0.8912
109/316 [=========>....................] - ETA: 52s - loss: 0.2358 - accuracy: 0.8911
110/316 [=========>....................] - ETA: 53s - loss: 0.2358 - accuracy: 0.8909
111/316 [=========>....................] - ETA: 52s - loss: 0.2355 - accuracy: 0.8908
112/316 [=========>....................] - ETA: 52s - loss: 0.2348 - accuracy: 0.8912
113/316 [=========>....................] - ETA: 51s - loss: 0.2358 - accuracy: 0.8910
114/316 [=========>....................] - ETA: 51s - loss: 0.2357 - accuracy: 0.8909
115/316 [=========>....................] - ETA: 51s - loss: 0.2359 - accuracy: 0.8902
116/316 [==========>...................] - ETA: 50s - loss: 0.2373 - accuracy: 0.8890
117/316 [==========>...................] - ETA: 50s - loss: 0.2401 - accuracy: 0.8889
118/316 [==========>...................] - ETA: 50s - loss: 0.2389 - accuracy: 0.8893
119/316 [==========>...................] - ETA: 49s - loss: 0.2383 - accuracy: 0.8897
120/316 [==========>...................] - ETA: 49s - loss: 0.2383 - accuracy: 0.8901
121/316 [==========>...................] - ETA: 49s - loss: 0.2398 - accuracy: 0.8889
122/316 [==========>...................] - ETA: 48s - loss: 0.2413 - accuracy: 0.8878
123/316 [==========>...................] - ETA: 48s - loss: 0.2428 - accuracy: 0.8872
124/316 [==========>...................] - ETA: 48s - loss: 0.2422 - accuracy: 0.8881
125/316 [==========>...................] - ETA: 47s - loss: 0.2430 - accuracy: 0.8875
126/316 [==========>...................] - ETA: 47s - loss: 0.2438 - accuracy: 0.8874
127/316 [===========>..................] - ETA: 48s - loss: 0.2432 - accuracy: 0.8878
128/316 [===========>..................] - ETA: 48s - loss: 0.2436 - accuracy: 0.8882
129/316 [===========>..................] - ETA: 48s - loss: 0.2444 - accuracy: 0.8876
130/316 [===========>..................] - ETA: 48s - loss: 0.2439 - accuracy: 0.8875
131/316 [===========>..................] - ETA: 47s - loss: 0.2435 - accuracy: 0.8884
132/316 [===========>..................] - ETA: 47s - loss: 0.2427 - accuracy: 0.8892
133/316 [===========>..................] - ETA: 47s - loss: 0.2425 - accuracy: 0.8896
134/316 [===========>..................] - ETA: 46s - loss: 0.2427 - accuracy: 0.8890
135/316 [===========>..................] - ETA: 46s - loss: 0.2413 - accuracy: 0.8898
136/316 [===========>..................] - ETA: 46s - loss: 0.2421 - accuracy: 0.8902
137/316 [============>.................] - ETA: 45s - loss: 0.2422 - accuracy: 0.8901
138/316 [============>.................] - ETA: 45s - loss: 0.2428 - accuracy: 0.8899
139/316 [============>.................] - ETA: 45s - loss: 0.2429 - accuracy: 0.8898
140/316 [============>.................] - ETA: 45s - loss: 0.2429 - accuracy: 0.8897
141/316 [============>.................] - ETA: 45s - loss: 0.2434 - accuracy: 0.8896
142/316 [============>.................] - ETA: 45s - loss: 0.2430 - accuracy: 0.8900
143/316 [============>.................] - ETA: 45s - loss: 0.2425 - accuracy: 0.8907
144/316 [============>.................] - ETA: 45s - loss: 0.2423 - accuracy: 0.8906
145/316 [============>.................] - ETA: 44s - loss: 0.2425 - accuracy: 0.8909
146/316 [============>.................] - ETA: 44s - loss: 0.2429 - accuracy: 0.8904
147/316 [============>.................] - ETA: 44s - loss: 0.2432 - accuracy: 0.8899
148/316 [=============>................] - ETA: 43s - loss: 0.2429 - accuracy: 0.8898
149/316 [=============>................] - ETA: 43s - loss: 0.2429 - accuracy: 0.8901
150/316 [=============>................] - ETA: 43s - loss: 0.2431 - accuracy: 0.8904
151/316 [=============>................] - ETA: 42s - loss: 0.2434 - accuracy: 0.8899
152/316 [=============>................] - ETA: 42s - loss: 0.2439 - accuracy: 0.8898
153/316 [=============>................] - ETA: 42s - loss: 0.2445 - accuracy: 0.8897
154/316 [=============>................] - ETA: 41s - loss: 0.2441 - accuracy: 0.8900
155/316 [=============>................] - ETA: 41s - loss: 0.2441 - accuracy: 0.8899
156/316 [=============>................] - ETA: 41s - loss: 0.2434 - accuracy: 0.8902
157/316 [=============>................] - ETA: 40s - loss: 0.2437 - accuracy: 0.8897
158/316 [==============>...............] - ETA: 40s - loss: 0.2437 - accuracy: 0.8896
159/316 [==============>...............] - ETA: 40s - loss: 0.2446 - accuracy: 0.8895
160/316 [==============>...............] - ETA: 40s - loss: 0.2450 - accuracy: 0.8891
161/316 [==============>...............] - ETA: 40s - loss: 0.2442 - accuracy: 0.8894
162/316 [==============>...............] - ETA: 39s - loss: 0.2448 - accuracy: 0.8889
163/316 [==============>...............] - ETA: 39s - loss: 0.2445 - accuracy: 0.8892
164/316 [==============>...............] - ETA: 39s - loss: 0.2452 - accuracy: 0.8887
165/316 [==============>...............] - ETA: 38s - loss: 0.2468 - accuracy: 0.8883
166/316 [==============>...............] - ETA: 38s - loss: 0.2469 - accuracy: 0.8882
167/316 [==============>...............] - ETA: 38s - loss: 0.2462 - accuracy: 0.8885
168/316 [==============>...............] - ETA: 37s - loss: 0.2467 - accuracy: 0.8884
169/316 [===============>..............] - ETA: 37s - loss: 0.2472 - accuracy: 0.8879
170/316 [===============>..............] - ETA: 37s - loss: 0.2465 - accuracy: 0.8882
171/316 [===============>..............] - ETA: 37s - loss: 0.2459 - accuracy: 0.8885
172/316 [===============>..............] - ETA: 36s - loss: 0.2461 - accuracy: 0.8881
173/316 [===============>..............] - ETA: 36s - loss: 0.2456 - accuracy: 0.8887
174/316 [===============>..............] - ETA: 36s - loss: 0.2451 - accuracy: 0.8890
175/316 [===============>..............] - ETA: 35s - loss: 0.2455 - accuracy: 0.8882
176/316 [===============>..............] - ETA: 35s - loss: 0.2452 - accuracy: 0.8885
177/316 [===============>..............] - ETA: 35s - loss: 0.2453 - accuracy: 0.8881
178/316 [===============>..............] - ETA: 35s - loss: 0.2448 - accuracy: 0.8883
179/316 [===============>..............] - ETA: 35s - loss: 0.2448 - accuracy: 0.8886
180/316 [================>.............] - ETA: 34s - loss: 0.2448 - accuracy: 0.8882
181/316 [================>.............] - ETA: 34s - loss: 0.2444 - accuracy: 0.8881
182/316 [================>.............] - ETA: 34s - loss: 0.2453 - accuracy: 0.8877
183/316 [================>.............] - ETA: 33s - loss: 0.2448 - accuracy: 0.8883
184/316 [================>.............] - ETA: 33s - loss: 0.2471 - accuracy: 0.8872
185/316 [================>.............] - ETA: 33s - loss: 0.2475 - accuracy: 0.8868
186/316 [================>.............] - ETA: 33s - loss: 0.2479 - accuracy: 0.8864
187/316 [================>.............] - ETA: 32s - loss: 0.2475 - accuracy: 0.8867
188/316 [================>.............] - ETA: 32s - loss: 0.2473 - accuracy: 0.8866
189/316 [================>.............] - ETA: 32s - loss: 0.2466 - accuracy: 0.8869
190/316 [=================>............] - ETA: 32s - loss: 0.2468 - accuracy: 0.8868
191/316 [=================>............] - ETA: 32s - loss: 0.2468 - accuracy: 0.8868
192/316 [=================>............] - ETA: 32s - loss: 0.2491 - accuracy: 0.8864
193/316 [=================>............] - ETA: 32s - loss: 0.2493 - accuracy: 0.8860
194/316 [=================>............] - ETA: 31s - loss: 0.2484 - accuracy: 0.8866
195/316 [=================>............] - ETA: 31s - loss: 0.2487 - accuracy: 0.8865
196/316 [=================>............] - ETA: 31s - loss: 0.2491 - accuracy: 0.8862
197/316 [=================>............] - ETA: 31s - loss: 0.2486 - accuracy: 0.8864
198/316 [=================>............] - ETA: 30s - loss: 0.2485 - accuracy: 0.8860
199/316 [=================>............] - ETA: 30s - loss: 0.2484 - accuracy: 0.8860
200/316 [=================>............] - ETA: 30s - loss: 0.2478 - accuracy: 0.8866
201/316 [==================>...........] - ETA: 29s - loss: 0.2505 - accuracy: 0.8856
202/316 [==================>...........] - ETA: 29s - loss: 0.2504 - accuracy: 0.8852
203/316 [==================>...........] - ETA: 29s - loss: 0.2516 - accuracy: 0.8849
204/316 [==================>...........] - ETA: 28s - loss: 0.2509 - accuracy: 0.8854
205/316 [==================>...........] - ETA: 28s - loss: 0.2502 - accuracy: 0.8860
206/316 [==================>...........] - ETA: 28s - loss: 0.2495 - accuracy: 0.8865
207/316 [==================>...........] - ETA: 28s - loss: 0.2505 - accuracy: 0.8865
208/316 [==================>...........] - ETA: 27s - loss: 0.2503 - accuracy: 0.8861
209/316 [==================>...........] - ETA: 27s - loss: 0.2503 - accuracy: 0.8858
210/316 [==================>...........] - ETA: 27s - loss: 0.2496 - accuracy: 0.8863
211/316 [===================>..........] - ETA: 27s - loss: 0.2497 - accuracy: 0.8863
212/316 [===================>..........] - ETA: 27s - loss: 0.2494 - accuracy: 0.8865
213/316 [===================>..........] - ETA: 26s - loss: 0.2493 - accuracy: 0.8864
214/316 [===================>..........] - ETA: 26s - loss: 0.2494 - accuracy: 0.8858
215/316 [===================>..........] - ETA: 26s - loss: 0.2493 - accuracy: 0.8858
216/316 [===================>..........] - ETA: 26s - loss: 0.2496 - accuracy: 0.8854
217/316 [===================>..........] - ETA: 25s - loss: 0.2498 - accuracy: 0.8854
218/316 [===================>..........] - ETA: 25s - loss: 0.2499 - accuracy: 0.8850
219/316 [===================>..........] - ETA: 25s - loss: 0.2490 - accuracy: 0.8856
220/316 [===================>..........] - ETA: 24s - loss: 0.2482 - accuracy: 0.8861
221/316 [===================>..........] - ETA: 24s - loss: 0.2478 - accuracy: 0.8860
222/316 [====================>.........] - ETA: 24s - loss: 0.2472 - accuracy: 0.8863
223/316 [====================>.........] - ETA: 24s - loss: 0.2473 - accuracy: 0.8862
224/316 [====================>.........] - ETA: 24s - loss: 0.2484 - accuracy: 0.8856
225/316 [====================>.........] - ETA: 23s - loss: 0.2484 - accuracy: 0.8856
226/316 [====================>.........] - ETA: 23s - loss: 0.2483 - accuracy: 0.8858
227/316 [====================>.........] - ETA: 23s - loss: 0.2477 - accuracy: 0.8857
228/316 [====================>.........] - ETA: 22s - loss: 0.2487 - accuracy: 0.8854
229/316 [====================>.........] - ETA: 22s - loss: 0.2484 - accuracy: 0.8856
230/316 [====================>.........] - ETA: 22s - loss: 0.2487 - accuracy: 0.8853
231/316 [====================>.........] - ETA: 22s - loss: 0.2499 - accuracy: 0.8845
232/316 [=====================>........] - ETA: 21s - loss: 0.2495 - accuracy: 0.8850
233/316 [=====================>........] - ETA: 21s - loss: 0.2495 - accuracy: 0.8847
234/316 [=====================>........] - ETA: 21s - loss: 0.2496 - accuracy: 0.8849
235/316 [=====================>........] - ETA: 20s - loss: 0.2498 - accuracy: 0.8846
236/316 [=====================>........] - ETA: 20s - loss: 0.2500 - accuracy: 0.8845
237/316 [=====================>........] - ETA: 20s - loss: 0.2497 - accuracy: 0.8850
238/316 [=====================>........] - ETA: 20s - loss: 0.2499 - accuracy: 0.8850
239/316 [=====================>........] - ETA: 19s - loss: 0.2496 - accuracy: 0.8852
240/316 [=====================>........] - ETA: 19s - loss: 0.2494 - accuracy: 0.8854
241/316 [=====================>........] - ETA: 19s - loss: 0.2493 - accuracy: 0.8856
242/316 [=====================>........] - ETA: 19s - loss: 0.2506 - accuracy: 0.8846
243/316 [======================>.......] - ETA: 19s - loss: 0.2511 - accuracy: 0.8845
244/316 [======================>.......] - ETA: 18s - loss: 0.2513 - accuracy: 0.8847
245/316 [======================>.......] - ETA: 18s - loss: 0.2516 - accuracy: 0.8847
246/316 [======================>.......] - ETA: 18s - loss: 0.2517 - accuracy: 0.8847
247/316 [======================>.......] - ETA: 18s - loss: 0.2511 - accuracy: 0.8851
248/316 [======================>.......] - ETA: 17s - loss: 0.2506 - accuracy: 0.8856
249/316 [======================>.......] - ETA: 17s - loss: 0.2510 - accuracy: 0.8853
250/316 [======================>.......] - ETA: 17s - loss: 0.2513 - accuracy: 0.8852
251/316 [======================>.......] - ETA: 16s - loss: 0.2511 - accuracy: 0.8857
252/316 [======================>.......] - ETA: 16s - loss: 0.2515 - accuracy: 0.8854
253/316 [=======================>......] - ETA: 16s - loss: 0.2514 - accuracy: 0.8856
254/316 [=======================>......] - ETA: 16s - loss: 0.2510 - accuracy: 0.8858
255/316 [=======================>......] - ETA: 15s - loss: 0.2505 - accuracy: 0.8860
256/316 [=======================>......] - ETA: 15s - loss: 0.2525 - accuracy: 0.8850
257/316 [=======================>......] - ETA: 15s - loss: 0.2526 - accuracy: 0.8852
258/316 [=======================>......] - ETA: 15s - loss: 0.2530 - accuracy: 0.8849
259/316 [=======================>......] - ETA: 14s - loss: 0.2524 - accuracy: 0.8854
260/316 [=======================>......] - ETA: 14s - loss: 0.2519 - accuracy: 0.8858
261/316 [=======================>......] - ETA: 14s - loss: 0.2520 - accuracy: 0.8858
262/316 [=======================>......] - ETA: 14s - loss: 0.2525 - accuracy: 0.8855
263/316 [=======================>......] - ETA: 13s - loss: 0.2523 - accuracy: 0.8857
264/316 [========================>.....] - ETA: 13s - loss: 0.2517 - accuracy: 0.8859
265/316 [========================>.....] - ETA: 13s - loss: 0.2519 - accuracy: 0.8856
266/316 [========================>.....] - ETA: 13s - loss: 0.2517 - accuracy: 0.8858
267/316 [========================>.....] - ETA: 12s - loss: 0.2518 - accuracy: 0.8858
268/316 [========================>.....] - ETA: 12s - loss: 0.2519 - accuracy: 0.8857
269/316 [========================>.....] - ETA: 12s - loss: 0.2521 - accuracy: 0.8857
270/316 [========================>.....] - ETA: 11s - loss: 0.2516 - accuracy: 0.8861
271/316 [========================>.....] - ETA: 11s - loss: 0.2512 - accuracy: 0.8863
272/316 [========================>.....] - ETA: 11s - loss: 0.2516 - accuracy: 0.8858
273/316 [========================>.....] - ETA: 11s - loss: 0.2523 - accuracy: 0.8853
274/316 [=========================>....] - ETA: 11s - loss: 0.2519 - accuracy: 0.8855
275/316 [=========================>....] - ETA: 10s - loss: 0.2521 - accuracy: 0.8855
276/316 [=========================>....] - ETA: 10s - loss: 0.2514 - accuracy: 0.8859
277/316 [=========================>....] - ETA: 10s - loss: 0.2515 - accuracy: 0.8861
278/316 [=========================>....] - ETA: 9s - loss: 0.2516 - accuracy: 0.8862 
279/316 [=========================>....] - ETA: 9s - loss: 0.2522 - accuracy: 0.8855
280/316 [=========================>....] - ETA: 9s - loss: 0.2527 - accuracy: 0.8853
281/316 [=========================>....] - ETA: 9s - loss: 0.2522 - accuracy: 0.8857
282/316 [=========================>....] - ETA: 8s - loss: 0.2519 - accuracy: 0.8856
283/316 [=========================>....] - ETA: 8s - loss: 0.2511 - accuracy: 0.8860
284/316 [=========================>....] - ETA: 8s - loss: 0.2505 - accuracy: 0.8864
285/316 [==========================>...] - ETA: 8s - loss: 0.2504 - accuracy: 0.8864
286/316 [==========================>...] - ETA: 7s - loss: 0.2498 - accuracy: 0.8868
287/316 [==========================>...] - ETA: 7s - loss: 0.2502 - accuracy: 0.8865
288/316 [==========================>...] - ETA: 7s - loss: 0.2505 - accuracy: 0.8863
289/316 [==========================>...] - ETA: 6s - loss: 0.2504 - accuracy: 0.8862
290/316 [==========================>...] - ETA: 6s - loss: 0.2502 - accuracy: 0.8860
291/316 [==========================>...] - ETA: 6s - loss: 0.2511 - accuracy: 0.8857
292/316 [==========================>...] - ETA: 6s - loss: 0.2509 - accuracy: 0.8861
293/316 [==========================>...] - ETA: 5s - loss: 0.2505 - accuracy: 0.8865
294/316 [==========================>...] - ETA: 5s - loss: 0.2504 - accuracy: 0.8867
295/316 [===========================>..] - ETA: 5s - loss: 0.2503 - accuracy: 0.8869
296/316 [===========================>..] - ETA: 5s - loss: 0.2500 - accuracy: 0.8868
297/316 [===========================>..] - ETA: 4s - loss: 0.2503 - accuracy: 0.8866
298/316 [===========================>..] - ETA: 4s - loss: 0.2502 - accuracy: 0.8867
299/316 [===========================>..] - ETA: 4s - loss: 0.2502 - accuracy: 0.8869
300/316 [===========================>..] - ETA: 4s - loss: 0.2497 - accuracy: 0.8873
301/316 [===========================>..] - ETA: 3s - loss: 0.2498 - accuracy: 0.8870
302/316 [===========================>..] - ETA: 3s - loss: 0.2500 - accuracy: 0.8870
303/316 [===========================>..] - ETA: 3s - loss: 0.2498 - accuracy: 0.8872
304/316 [===========================>..] - ETA: 3s - loss: 0.2497 - accuracy: 0.8871
305/316 [===========================>..] - ETA: 2s - loss: 0.2495 - accuracy: 0.8871
306/316 [============================>.] - ETA: 2s - loss: 0.2493 - accuracy: 0.8871
307/316 [============================>.] - ETA: 2s - loss: 0.2492 - accuracy: 0.8870
308/316 [============================>.] - ETA: 2s - loss: 0.2494 - accuracy: 0.8868
309/316 [============================>.] - ETA: 1s - loss: 0.2498 - accuracy: 0.8865
310/316 [============================>.] - ETA: 1s - loss: 0.2495 - accuracy: 0.8867
311/316 [============================>.] - ETA: 1s - loss: 0.2498 - accuracy: 0.8865
312/316 [============================>.] - ETA: 1s - loss: 0.2493 - accuracy: 0.8866
313/316 [============================>.] - ETA: 0s - loss: 0.2491 - accuracy: 0.8870
314/316 [============================>.] - ETA: 0s - loss: 0.2487 - accuracy: 0.8873
315/316 [============================>.] - ETA: 0s - loss: 0.2483 - accuracy: 0.8877
316/316 [==============================] - 82s 260ms/step - loss: 0.2481 - accuracy: 0.8878

316/316 [==============================] - 86s 273ms/step - loss: 0.2481 - accuracy: 0.8878 - val_loss: 0.4256 - val_accuracy: 0.8265
Epoch 88/100

  1/316 [..............................] - ETA: 1:01 - loss: 0.3378 - accuracy: 0.8750
  2/316 [..............................] - ETA: 1:00 - loss: 0.1881 - accuracy: 0.9375
  3/316 [..............................] - ETA: 1:07 - loss: 0.2063 - accuracy: 0.9375
  4/316 [..............................] - ETA: 1:43 - loss: 0.1845 - accuracy: 0.9375
  5/316 [..............................] - ETA: 1:56 - loss: 0.1652 - accuracy: 0.9500
  6/316 [..............................] - ETA: 1:45 - loss: 0.1929 - accuracy: 0.9271
  7/316 [..............................] - ETA: 1:37 - loss: 0.2020 - accuracy: 0.9286
  8/316 [..............................] - ETA: 1:32 - loss: 0.1975 - accuracy: 0.9219
  9/316 [..............................] - ETA: 1:27 - loss: 0.1855 - accuracy: 0.9306
 10/316 [..............................] - ETA: 1:24 - loss: 0.1990 - accuracy: 0.9250
 11/316 [>.............................] - ETA: 1:21 - loss: 0.1935 - accuracy: 0.9261
 12/316 [>.............................] - ETA: 1:18 - loss: 0.2076 - accuracy: 0.9115
 13/316 [>.............................] - ETA: 1:16 - loss: 0.2232 - accuracy: 0.9038
 14/316 [>.............................] - ETA: 1:15 - loss: 0.2124 - accuracy: 0.9062
 15/316 [>.............................] - ETA: 1:14 - loss: 0.2190 - accuracy: 0.9042
 16/316 [>.............................] - ETA: 1:12 - loss: 0.2187 - accuracy: 0.9062
 17/316 [>.............................] - ETA: 1:11 - loss: 0.2233 - accuracy: 0.9007
 18/316 [>.............................] - ETA: 1:10 - loss: 0.2180 - accuracy: 0.8993
 19/316 [>.............................] - ETA: 1:09 - loss: 0.2184 - accuracy: 0.8980
 20/316 [>.............................] - ETA: 1:08 - loss: 0.2235 - accuracy: 0.8906
 21/316 [>.............................] - ETA: 1:13 - loss: 0.2251 - accuracy: 0.8899
 22/316 [=>............................] - ETA: 1:17 - loss: 0.2180 - accuracy: 0.8949
 23/316 [=>............................] - ETA: 1:21 - loss: 0.2141 - accuracy: 0.8967
 24/316 [=>............................] - ETA: 1:23 - loss: 0.2166 - accuracy: 0.8932
 25/316 [=>............................] - ETA: 1:21 - loss: 0.2247 - accuracy: 0.8900
 26/316 [=>............................] - ETA: 1:20 - loss: 0.2200 - accuracy: 0.8918
 27/316 [=>............................] - ETA: 1:19 - loss: 0.2145 - accuracy: 0.8958
 28/316 [=>............................] - ETA: 1:18 - loss: 0.2118 - accuracy: 0.8973
 29/316 [=>............................] - ETA: 1:16 - loss: 0.2122 - accuracy: 0.8966
 30/316 [=>............................] - ETA: 1:16 - loss: 0.2105 - accuracy: 0.8979
 31/316 [=>............................] - ETA: 1:15 - loss: 0.2170 - accuracy: 0.8952
 32/316 [==>...........................] - ETA: 1:14 - loss: 0.2179 - accuracy: 0.8926
 33/316 [==>...........................] - ETA: 1:13 - loss: 0.2168 - accuracy: 0.8939
 34/316 [==>...........................] - ETA: 1:12 - loss: 0.2201 - accuracy: 0.8934
 35/316 [==>...........................] - ETA: 1:11 - loss: 0.2200 - accuracy: 0.8946
 36/316 [==>...........................] - ETA: 1:10 - loss: 0.2189 - accuracy: 0.8941
 37/316 [==>...........................] - ETA: 1:10 - loss: 0.2168 - accuracy: 0.8953
 38/316 [==>...........................] - ETA: 1:09 - loss: 0.2180 - accuracy: 0.8931
 39/316 [==>...........................] - ETA: 1:09 - loss: 0.2144 - accuracy: 0.8958
 40/316 [==>...........................] - ETA: 1:10 - loss: 0.2138 - accuracy: 0.8953
 41/316 [==>...........................] - ETA: 1:12 - loss: 0.2166 - accuracy: 0.8933
 42/316 [==>...........................] - ETA: 1:11 - loss: 0.2187 - accuracy: 0.8929
 43/316 [===>..........................] - ETA: 1:11 - loss: 0.2182 - accuracy: 0.8939
 44/316 [===>..........................] - ETA: 1:10 - loss: 0.2137 - accuracy: 0.8963
 45/316 [===>..........................] - ETA: 1:09 - loss: 0.2117 - accuracy: 0.8972
 46/316 [===>..........................] - ETA: 1:10 - loss: 0.2100 - accuracy: 0.8981
 47/316 [===>..........................] - ETA: 1:11 - loss: 0.2080 - accuracy: 0.8989
 48/316 [===>..........................] - ETA: 1:11 - loss: 0.2079 - accuracy: 0.8997
 49/316 [===>..........................] - ETA: 1:11 - loss: 0.2080 - accuracy: 0.8980
 50/316 [===>..........................] - ETA: 1:10 - loss: 0.2115 - accuracy: 0.8975
 51/316 [===>..........................] - ETA: 1:10 - loss: 0.2099 - accuracy: 0.8983
 52/316 [===>..........................] - ETA: 1:09 - loss: 0.2086 - accuracy: 0.8990
 53/316 [====>.........................] - ETA: 1:10 - loss: 0.2078 - accuracy: 0.8998
 54/316 [====>.........................] - ETA: 1:11 - loss: 0.2087 - accuracy: 0.8981
 55/316 [====>.........................] - ETA: 1:11 - loss: 0.2113 - accuracy: 0.8955
 56/316 [====>.........................] - ETA: 1:10 - loss: 0.2111 - accuracy: 0.8951
 57/316 [====>.........................] - ETA: 1:09 - loss: 0.2142 - accuracy: 0.8936
 58/316 [====>.........................] - ETA: 1:09 - loss: 0.2128 - accuracy: 0.8933
 59/316 [====>.........................] - ETA: 1:08 - loss: 0.2175 - accuracy: 0.8909
 60/316 [====>.........................] - ETA: 1:08 - loss: 0.2159 - accuracy: 0.8917
 61/316 [====>.........................] - ETA: 1:07 - loss: 0.2163 - accuracy: 0.8914
 62/316 [====>.........................] - ETA: 1:06 - loss: 0.2153 - accuracy: 0.8911
 63/316 [====>.........................] - ETA: 1:06 - loss: 0.2183 - accuracy: 0.8889
 64/316 [=====>........................] - ETA: 1:05 - loss: 0.2163 - accuracy: 0.8906
 65/316 [=====>........................] - ETA: 1:05 - loss: 0.2184 - accuracy: 0.8904
 66/316 [=====>........................] - ETA: 1:04 - loss: 0.2193 - accuracy: 0.8902
 67/316 [=====>........................] - ETA: 1:04 - loss: 0.2219 - accuracy: 0.8881
 68/316 [=====>........................] - ETA: 1:03 - loss: 0.2225 - accuracy: 0.8888
 69/316 [=====>........................] - ETA: 1:03 - loss: 0.2233 - accuracy: 0.8886
 70/316 [=====>........................] - ETA: 1:03 - loss: 0.2218 - accuracy: 0.8893
 71/316 [=====>........................] - ETA: 1:04 - loss: 0.2238 - accuracy: 0.8882
 72/316 [=====>........................] - ETA: 1:05 - loss: 0.2240 - accuracy: 0.8880
 73/316 [=====>........................] - ETA: 1:06 - loss: 0.2231 - accuracy: 0.8887
 74/316 [======>.......................] - ETA: 1:06 - loss: 0.2214 - accuracy: 0.8894
 75/316 [======>.......................] - ETA: 1:07 - loss: 0.2236 - accuracy: 0.8875
 76/316 [======>.......................] - ETA: 1:06 - loss: 0.2223 - accuracy: 0.8890
 77/316 [======>.......................] - ETA: 1:06 - loss: 0.2231 - accuracy: 0.8872
 78/316 [======>.......................] - ETA: 1:05 - loss: 0.2226 - accuracy: 0.8878
 79/316 [======>.......................] - ETA: 1:05 - loss: 0.2239 - accuracy: 0.8869
 80/316 [======>.......................] - ETA: 1:04 - loss: 0.2289 - accuracy: 0.8828
 81/316 [======>.......................] - ETA: 1:04 - loss: 0.2266 - accuracy: 0.8843
 82/316 [======>.......................] - ETA: 1:03 - loss: 0.2254 - accuracy: 0.8841
 83/316 [======>.......................] - ETA: 1:03 - loss: 0.2259 - accuracy: 0.8833
 84/316 [======>.......................] - ETA: 1:02 - loss: 0.2273 - accuracy: 0.8832
 85/316 [=======>......................] - ETA: 1:02 - loss: 0.2266 - accuracy: 0.8838
 86/316 [=======>......................] - ETA: 1:01 - loss: 0.2271 - accuracy: 0.8837
 87/316 [=======>......................] - ETA: 1:01 - loss: 0.2294 - accuracy: 0.8822
 88/316 [=======>......................] - ETA: 1:00 - loss: 0.2288 - accuracy: 0.8828
 89/316 [=======>......................] - ETA: 1:00 - loss: 0.2317 - accuracy: 0.8813
 90/316 [=======>......................] - ETA: 59s - loss: 0.2310 - accuracy: 0.8819 
 91/316 [=======>......................] - ETA: 1:00 - loss: 0.2315 - accuracy: 0.8812
 92/316 [=======>......................] - ETA: 1:00 - loss: 0.2320 - accuracy: 0.8804
 93/316 [=======>......................] - ETA: 1:00 - loss: 0.2329 - accuracy: 0.8804
 94/316 [=======>......................] - ETA: 59s - loss: 0.2308 - accuracy: 0.8816 
 95/316 [========>.....................] - ETA: 59s - loss: 0.2319 - accuracy: 0.8809
 96/316 [========>.....................] - ETA: 58s - loss: 0.2311 - accuracy: 0.8809
 97/316 [========>.....................] - ETA: 58s - loss: 0.2308 - accuracy: 0.8814
 98/316 [========>.....................] - ETA: 59s - loss: 0.2307 - accuracy: 0.8814
 99/316 [========>.....................] - ETA: 59s - loss: 0.2306 - accuracy: 0.8819
100/316 [========>.....................] - ETA: 58s - loss: 0.2305 - accuracy: 0.8819
101/316 [========>.....................] - ETA: 58s - loss: 0.2296 - accuracy: 0.8824
102/316 [========>.....................] - ETA: 57s - loss: 0.2306 - accuracy: 0.8824
103/316 [========>.....................] - ETA: 57s - loss: 0.2296 - accuracy: 0.8829
104/316 [========>.....................] - ETA: 57s - loss: 0.2307 - accuracy: 0.8816
105/316 [========>.....................] - ETA: 58s - loss: 0.2320 - accuracy: 0.8810
106/316 [=========>....................] - ETA: 57s - loss: 0.2315 - accuracy: 0.8821
107/316 [=========>....................] - ETA: 57s - loss: 0.2324 - accuracy: 0.8814
108/316 [=========>....................] - ETA: 56s - loss: 0.2305 - accuracy: 0.8825
109/316 [=========>....................] - ETA: 56s - loss: 0.2300 - accuracy: 0.8830
110/316 [=========>....................] - ETA: 55s - loss: 0.2282 - accuracy: 0.8841
111/316 [=========>....................] - ETA: 55s - loss: 0.2288 - accuracy: 0.8829
112/316 [=========>....................] - ETA: 55s - loss: 0.2290 - accuracy: 0.8828
113/316 [=========>....................] - ETA: 54s - loss: 0.2295 - accuracy: 0.8822
114/316 [=========>....................] - ETA: 54s - loss: 0.2283 - accuracy: 0.8832
115/316 [=========>....................] - ETA: 53s - loss: 0.2275 - accuracy: 0.8842
116/316 [==========>...................] - ETA: 53s - loss: 0.2272 - accuracy: 0.8847
117/316 [==========>...................] - ETA: 53s - loss: 0.2284 - accuracy: 0.8841
118/316 [==========>...................] - ETA: 52s - loss: 0.2284 - accuracy: 0.8840
119/316 [==========>...................] - ETA: 52s - loss: 0.2276 - accuracy: 0.8850
120/316 [==========>...................] - ETA: 51s - loss: 0.2272 - accuracy: 0.8849
121/316 [==========>...................] - ETA: 51s - loss: 0.2269 - accuracy: 0.8848
122/316 [==========>...................] - ETA: 52s - loss: 0.2287 - accuracy: 0.8842
123/316 [==========>...................] - ETA: 52s - loss: 0.2284 - accuracy: 0.8847
124/316 [==========>...................] - ETA: 51s - loss: 0.2273 - accuracy: 0.8856
125/316 [==========>...................] - ETA: 51s - loss: 0.2276 - accuracy: 0.8860
126/316 [==========>...................] - ETA: 51s - loss: 0.2281 - accuracy: 0.8854
127/316 [===========>..................] - ETA: 50s - loss: 0.2277 - accuracy: 0.8853
128/316 [===========>..................] - ETA: 50s - loss: 0.2287 - accuracy: 0.8848
129/316 [===========>..................] - ETA: 50s - loss: 0.2281 - accuracy: 0.8857
130/316 [===========>..................] - ETA: 49s - loss: 0.2273 - accuracy: 0.8861
131/316 [===========>..................] - ETA: 49s - loss: 0.2261 - accuracy: 0.8865
132/316 [===========>..................] - ETA: 48s - loss: 0.2258 - accuracy: 0.8868
133/316 [===========>..................] - ETA: 48s - loss: 0.2257 - accuracy: 0.8867
134/316 [===========>..................] - ETA: 48s - loss: 0.2264 - accuracy: 0.8857
135/316 [===========>..................] - ETA: 47s - loss: 0.2256 - accuracy: 0.8861
136/316 [===========>..................] - ETA: 47s - loss: 0.2257 - accuracy: 0.8860
137/316 [============>.................] - ETA: 47s - loss: 0.2250 - accuracy: 0.8864
138/316 [============>.................] - ETA: 47s - loss: 0.2243 - accuracy: 0.8868
139/316 [============>.................] - ETA: 47s - loss: 0.2234 - accuracy: 0.8871
140/316 [============>.................] - ETA: 47s - loss: 0.2242 - accuracy: 0.8866
141/316 [============>.................] - ETA: 47s - loss: 0.2238 - accuracy: 0.8874
142/316 [============>.................] - ETA: 47s - loss: 0.2239 - accuracy: 0.8869
143/316 [============>.................] - ETA: 46s - loss: 0.2241 - accuracy: 0.8868
144/316 [============>.................] - ETA: 46s - loss: 0.2238 - accuracy: 0.8872
145/316 [============>.................] - ETA: 45s - loss: 0.2230 - accuracy: 0.8875
146/316 [============>.................] - ETA: 45s - loss: 0.2249 - accuracy: 0.8866
147/316 [============>.................] - ETA: 45s - loss: 0.2246 - accuracy: 0.8869
148/316 [=============>................] - ETA: 44s - loss: 0.2249 - accuracy: 0.8868
149/316 [=============>................] - ETA: 44s - loss: 0.2249 - accuracy: 0.8872
150/316 [=============>................] - ETA: 44s - loss: 0.2246 - accuracy: 0.8879
151/316 [=============>................] - ETA: 43s - loss: 0.2249 - accuracy: 0.8874
152/316 [=============>................] - ETA: 43s - loss: 0.2248 - accuracy: 0.8877
153/316 [=============>................] - ETA: 43s - loss: 0.2248 - accuracy: 0.8881
154/316 [=============>................] - ETA: 42s - loss: 0.2243 - accuracy: 0.8884
155/316 [=============>................] - ETA: 42s - loss: 0.2247 - accuracy: 0.8883
156/316 [=============>................] - ETA: 42s - loss: 0.2242 - accuracy: 0.8886
157/316 [=============>................] - ETA: 42s - loss: 0.2235 - accuracy: 0.8889
158/316 [==============>...............] - ETA: 42s - loss: 0.2231 - accuracy: 0.8888
159/316 [==============>...............] - ETA: 42s - loss: 0.2229 - accuracy: 0.8888
160/316 [==============>...............] - ETA: 42s - loss: 0.2227 - accuracy: 0.8891
161/316 [==============>...............] - ETA: 41s - loss: 0.2232 - accuracy: 0.8890
162/316 [==============>...............] - ETA: 41s - loss: 0.2232 - accuracy: 0.8893
163/316 [==============>...............] - ETA: 41s - loss: 0.2237 - accuracy: 0.8888
164/316 [==============>...............] - ETA: 41s - loss: 0.2233 - accuracy: 0.8887
165/316 [==============>...............] - ETA: 41s - loss: 0.2230 - accuracy: 0.8890
166/316 [==============>...............] - ETA: 40s - loss: 0.2239 - accuracy: 0.8886
167/316 [==============>...............] - ETA: 40s - loss: 0.2233 - accuracy: 0.8888
168/316 [==============>...............] - ETA: 40s - loss: 0.2240 - accuracy: 0.8888
169/316 [===============>..............] - ETA: 39s - loss: 0.2240 - accuracy: 0.8887
170/316 [===============>..............] - ETA: 39s - loss: 0.2238 - accuracy: 0.8890
171/316 [===============>..............] - ETA: 39s - loss: 0.2233 - accuracy: 0.8893
172/316 [===============>..............] - ETA: 39s - loss: 0.2232 - accuracy: 0.8895
173/316 [===============>..............] - ETA: 39s - loss: 0.2237 - accuracy: 0.8895
174/316 [===============>..............] - ETA: 38s - loss: 0.2227 - accuracy: 0.8901
175/316 [===============>..............] - ETA: 38s - loss: 0.2233 - accuracy: 0.8900
176/316 [===============>..............] - ETA: 37s - loss: 0.2244 - accuracy: 0.8888
177/316 [===============>..............] - ETA: 37s - loss: 0.2241 - accuracy: 0.8888
178/316 [===============>..............] - ETA: 37s - loss: 0.2250 - accuracy: 0.8876
179/316 [===============>..............] - ETA: 36s - loss: 0.2254 - accuracy: 0.8872
180/316 [================>.............] - ETA: 36s - loss: 0.2244 - accuracy: 0.8878
181/316 [================>.............] - ETA: 36s - loss: 0.2237 - accuracy: 0.8885
182/316 [================>.............] - ETA: 36s - loss: 0.2236 - accuracy: 0.8884
183/316 [================>.............] - ETA: 35s - loss: 0.2235 - accuracy: 0.8883
184/316 [================>.............] - ETA: 35s - loss: 0.2227 - accuracy: 0.8886
185/316 [================>.............] - ETA: 35s - loss: 0.2238 - accuracy: 0.8882
186/316 [================>.............] - ETA: 35s - loss: 0.2243 - accuracy: 0.8878
187/316 [================>.............] - ETA: 35s - loss: 0.2250 - accuracy: 0.8874
188/316 [================>.............] - ETA: 35s - loss: 0.2240 - accuracy: 0.8880
189/316 [================>.............] - ETA: 34s - loss: 0.2232 - accuracy: 0.8886
190/316 [=================>............] - ETA: 34s - loss: 0.2232 - accuracy: 0.8882
191/316 [=================>............] - ETA: 34s - loss: 0.2227 - accuracy: 0.8884
192/316 [=================>............] - ETA: 33s - loss: 0.2223 - accuracy: 0.8887
193/316 [=================>............] - ETA: 33s - loss: 0.2220 - accuracy: 0.8886
194/316 [=================>............] - ETA: 33s - loss: 0.2215 - accuracy: 0.8889
195/316 [=================>............] - ETA: 32s - loss: 0.2215 - accuracy: 0.8888
196/316 [=================>............] - ETA: 32s - loss: 0.2216 - accuracy: 0.8884
197/316 [=================>............] - ETA: 32s - loss: 0.2219 - accuracy: 0.8883
198/316 [=================>............] - ETA: 31s - loss: 0.2222 - accuracy: 0.8883
199/316 [=================>............] - ETA: 31s - loss: 0.2215 - accuracy: 0.8885
200/316 [=================>............] - ETA: 31s - loss: 0.2216 - accuracy: 0.8888
201/316 [==================>...........] - ETA: 30s - loss: 0.2219 - accuracy: 0.8884
202/316 [==================>...........] - ETA: 30s - loss: 0.2220 - accuracy: 0.8886
203/316 [==================>...........] - ETA: 30s - loss: 0.2228 - accuracy: 0.8882
204/316 [==================>...........] - ETA: 30s - loss: 0.2226 - accuracy: 0.8885
205/316 [==================>...........] - ETA: 30s - loss: 0.2234 - accuracy: 0.8881
206/316 [==================>...........] - ETA: 29s - loss: 0.2232 - accuracy: 0.8880
207/316 [==================>...........] - ETA: 29s - loss: 0.2253 - accuracy: 0.8877
208/316 [==================>...........] - ETA: 29s - loss: 0.2265 - accuracy: 0.8876
209/316 [==================>...........] - ETA: 28s - loss: 0.2271 - accuracy: 0.8870
210/316 [==================>...........] - ETA: 28s - loss: 0.2278 - accuracy: 0.8869
211/316 [===================>..........] - ETA: 28s - loss: 0.2277 - accuracy: 0.8871
212/316 [===================>..........] - ETA: 27s - loss: 0.2311 - accuracy: 0.8874
213/316 [===================>..........] - ETA: 27s - loss: 0.2320 - accuracy: 0.8873
214/316 [===================>..........] - ETA: 27s - loss: 0.2318 - accuracy: 0.8873
215/316 [===================>..........] - ETA: 27s - loss: 0.2324 - accuracy: 0.8866
216/316 [===================>..........] - ETA: 27s - loss: 0.2327 - accuracy: 0.8866
217/316 [===================>..........] - ETA: 26s - loss: 0.2329 - accuracy: 0.8862
218/316 [===================>..........] - ETA: 26s - loss: 0.2337 - accuracy: 0.8859
219/316 [===================>..........] - ETA: 26s - loss: 0.2337 - accuracy: 0.8858
220/316 [===================>..........] - ETA: 26s - loss: 0.2341 - accuracy: 0.8852
221/316 [===================>..........] - ETA: 25s - loss: 0.2351 - accuracy: 0.8843
222/316 [====================>.........] - ETA: 25s - loss: 0.2354 - accuracy: 0.8840
223/316 [====================>.........] - ETA: 25s - loss: 0.2359 - accuracy: 0.8840
224/316 [====================>.........] - ETA: 24s - loss: 0.2365 - accuracy: 0.8834
225/316 [====================>.........] - ETA: 24s - loss: 0.2364 - accuracy: 0.8836
226/316 [====================>.........] - ETA: 24s - loss: 0.2361 - accuracy: 0.8838
227/316 [====================>.........] - ETA: 23s - loss: 0.2358 - accuracy: 0.8841
228/316 [====================>.........] - ETA: 23s - loss: 0.2352 - accuracy: 0.8843
229/316 [====================>.........] - ETA: 23s - loss: 0.2374 - accuracy: 0.8837
230/316 [====================>.........] - ETA: 23s - loss: 0.2375 - accuracy: 0.8837
231/316 [====================>.........] - ETA: 22s - loss: 0.2373 - accuracy: 0.8839
232/316 [=====================>........] - ETA: 22s - loss: 0.2371 - accuracy: 0.8842
233/316 [=====================>........] - ETA: 22s - loss: 0.2370 - accuracy: 0.8839
234/316 [=====================>........] - ETA: 22s - loss: 0.2368 - accuracy: 0.8841
235/316 [=====================>........] - ETA: 21s - loss: 0.2392 - accuracy: 0.8835
236/316 [=====================>........] - ETA: 21s - loss: 0.2390 - accuracy: 0.8835
237/316 [=====================>........] - ETA: 21s - loss: 0.2386 - accuracy: 0.8834
238/316 [=====================>........] - ETA: 21s - loss: 0.2385 - accuracy: 0.8834
239/316 [=====================>........] - ETA: 20s - loss: 0.2390 - accuracy: 0.8834
240/316 [=====================>........] - ETA: 20s - loss: 0.2393 - accuracy: 0.8836
241/316 [=====================>........] - ETA: 20s - loss: 0.2395 - accuracy: 0.8836
242/316 [=====================>........] - ETA: 19s - loss: 0.2394 - accuracy: 0.8838
243/316 [======================>.......] - ETA: 19s - loss: 0.2395 - accuracy: 0.8835
244/316 [======================>.......] - ETA: 19s - loss: 0.2397 - accuracy: 0.8837
245/316 [======================>.......] - ETA: 19s - loss: 0.2403 - accuracy: 0.8834
246/316 [======================>.......] - ETA: 18s - loss: 0.2404 - accuracy: 0.8836
247/316 [======================>.......] - ETA: 18s - loss: 0.2407 - accuracy: 0.8839
248/316 [======================>.......] - ETA: 18s - loss: 0.2409 - accuracy: 0.8843
249/316 [======================>.......] - ETA: 18s - loss: 0.2419 - accuracy: 0.8835
250/316 [======================>.......] - ETA: 17s - loss: 0.2416 - accuracy: 0.8835
251/316 [======================>.......] - ETA: 17s - loss: 0.2414 - accuracy: 0.8840
252/316 [======================>.......] - ETA: 17s - loss: 0.2417 - accuracy: 0.8834
253/316 [=======================>......] - ETA: 17s - loss: 0.2415 - accuracy: 0.8836
254/316 [=======================>......] - ETA: 16s - loss: 0.2417 - accuracy: 0.8834
255/316 [=======================>......] - ETA: 16s - loss: 0.2415 - accuracy: 0.8836
256/316 [=======================>......] - ETA: 16s - loss: 0.2418 - accuracy: 0.8833
257/316 [=======================>......] - ETA: 15s - loss: 0.2427 - accuracy: 0.8833
258/316 [=======================>......] - ETA: 15s - loss: 0.2427 - accuracy: 0.8835
259/316 [=======================>......] - ETA: 15s - loss: 0.2430 - accuracy: 0.8834
260/316 [=======================>......] - ETA: 15s - loss: 0.2431 - accuracy: 0.8837
261/316 [=======================>......] - ETA: 14s - loss: 0.2431 - accuracy: 0.8839
262/316 [=======================>......] - ETA: 14s - loss: 0.2431 - accuracy: 0.8838
263/316 [=======================>......] - ETA: 14s - loss: 0.2428 - accuracy: 0.8843
264/316 [========================>.....] - ETA: 14s - loss: 0.2431 - accuracy: 0.8840
265/316 [========================>.....] - ETA: 13s - loss: 0.2429 - accuracy: 0.8840
266/316 [========================>.....] - ETA: 13s - loss: 0.2433 - accuracy: 0.8839
267/316 [========================>.....] - ETA: 13s - loss: 0.2431 - accuracy: 0.8841
268/316 [========================>.....] - ETA: 13s - loss: 0.2427 - accuracy: 0.8843
269/316 [========================>.....] - ETA: 12s - loss: 0.2429 - accuracy: 0.8838
270/316 [========================>.....] - ETA: 12s - loss: 0.2428 - accuracy: 0.8838
271/316 [========================>.....] - ETA: 12s - loss: 0.2426 - accuracy: 0.8840
272/316 [========================>.....] - ETA: 11s - loss: 0.2428 - accuracy: 0.8837
273/316 [========================>.....] - ETA: 11s - loss: 0.2432 - accuracy: 0.8835
274/316 [=========================>....] - ETA: 11s - loss: 0.2443 - accuracy: 0.8828
275/316 [=========================>....] - ETA: 11s - loss: 0.2441 - accuracy: 0.8827
276/316 [=========================>....] - ETA: 10s - loss: 0.2443 - accuracy: 0.8825
277/316 [=========================>....] - ETA: 10s - loss: 0.2448 - accuracy: 0.8822
278/316 [=========================>....] - ETA: 10s - loss: 0.2448 - accuracy: 0.8822
279/316 [=========================>....] - ETA: 9s - loss: 0.2453 - accuracy: 0.8822 
280/316 [=========================>....] - ETA: 9s - loss: 0.2451 - accuracy: 0.8824
281/316 [=========================>....] - ETA: 9s - loss: 0.2449 - accuracy: 0.8826
282/316 [=========================>....] - ETA: 9s - loss: 0.2447 - accuracy: 0.8828
283/316 [=========================>....] - ETA: 8s - loss: 0.2449 - accuracy: 0.8827
284/316 [=========================>....] - ETA: 8s - loss: 0.2448 - accuracy: 0.8829
285/316 [==========================>...] - ETA: 8s - loss: 0.2444 - accuracy: 0.8831
286/316 [==========================>...] - ETA: 8s - loss: 0.2442 - accuracy: 0.8833
287/316 [==========================>...] - ETA: 7s - loss: 0.2440 - accuracy: 0.8833
288/316 [==========================>...] - ETA: 7s - loss: 0.2437 - accuracy: 0.8835
289/316 [==========================>...] - ETA: 7s - loss: 0.2438 - accuracy: 0.8834
290/316 [==========================>...] - ETA: 6s - loss: 0.2438 - accuracy: 0.8834
291/316 [==========================>...] - ETA: 6s - loss: 0.2439 - accuracy: 0.8836
292/316 [==========================>...] - ETA: 6s - loss: 0.2436 - accuracy: 0.8836
293/316 [==========================>...] - ETA: 6s - loss: 0.2431 - accuracy: 0.8840
294/316 [==========================>...] - ETA: 5s - loss: 0.2431 - accuracy: 0.8837
295/316 [===========================>..] - ETA: 5s - loss: 0.2428 - accuracy: 0.8839
296/316 [===========================>..] - ETA: 5s - loss: 0.2430 - accuracy: 0.8837
297/316 [===========================>..] - ETA: 5s - loss: 0.2432 - accuracy: 0.8832
298/316 [===========================>..] - ETA: 4s - loss: 0.2429 - accuracy: 0.8834
299/316 [===========================>..] - ETA: 4s - loss: 0.2424 - accuracy: 0.8836
300/316 [===========================>..] - ETA: 4s - loss: 0.2423 - accuracy: 0.8835
301/316 [===========================>..] - ETA: 4s - loss: 0.2424 - accuracy: 0.8835
302/316 [===========================>..] - ETA: 3s - loss: 0.2425 - accuracy: 0.8833
303/316 [===========================>..] - ETA: 3s - loss: 0.2424 - accuracy: 0.8835
304/316 [===========================>..] - ETA: 3s - loss: 0.2422 - accuracy: 0.8836
305/316 [===========================>..] - ETA: 2s - loss: 0.2419 - accuracy: 0.8838
306/316 [============================>.] - ETA: 2s - loss: 0.2418 - accuracy: 0.8838
307/316 [============================>.] - ETA: 2s - loss: 0.2413 - accuracy: 0.8842
308/316 [============================>.] - ETA: 2s - loss: 0.2409 - accuracy: 0.8845
309/316 [============================>.] - ETA: 1s - loss: 0.2409 - accuracy: 0.8845
310/316 [============================>.] - ETA: 1s - loss: 0.2412 - accuracy: 0.8843
311/316 [============================>.] - ETA: 1s - loss: 0.2412 - accuracy: 0.8844
312/316 [============================>.] - ETA: 1s - loss: 0.2410 - accuracy: 0.8844
313/316 [============================>.] - ETA: 0s - loss: 0.2407 - accuracy: 0.8846
314/316 [============================>.] - ETA: 0s - loss: 0.2404 - accuracy: 0.8848
315/316 [============================>.] - ETA: 0s - loss: 0.2398 - accuracy: 0.8849
316/316 [==============================] - 86s 271ms/step - loss: 0.2397 - accuracy: 0.8849

316/316 [==============================] - 90s 284ms/step - loss: 0.2397 - accuracy: 0.8849 - val_loss: 0.3637 - val_accuracy: 0.8566
Epoch 89/100

  1/316 [..............................] - ETA: 1:00 - loss: 0.2465 - accuracy: 0.8750
  2/316 [..............................] - ETA: 1:05 - loss: 0.3004 - accuracy: 0.8750
  3/316 [..............................] - ETA: 1:05 - loss: 0.2416 - accuracy: 0.9167
  4/316 [..............................] - ETA: 1:02 - loss: 0.2145 - accuracy: 0.9375
  5/316 [..............................] - ETA: 1:01 - loss: 0.2368 - accuracy: 0.9125
  6/316 [..............................] - ETA: 1:00 - loss: 0.2266 - accuracy: 0.9167
  7/316 [..............................] - ETA: 1:00 - loss: 0.2544 - accuracy: 0.8929
  8/316 [..............................] - ETA: 1:01 - loss: 0.2707 - accuracy: 0.8672
  9/316 [..............................] - ETA: 1:15 - loss: 0.2553 - accuracy: 0.8819
 10/316 [..............................] - ETA: 1:24 - loss: 0.2387 - accuracy: 0.8938
 11/316 [>.............................] - ETA: 1:21 - loss: 0.2434 - accuracy: 0.8920
 12/316 [>.............................] - ETA: 1:18 - loss: 0.2475 - accuracy: 0.8802
 13/316 [>.............................] - ETA: 1:17 - loss: 0.2385 - accuracy: 0.8894
 14/316 [>.............................] - ETA: 1:15 - loss: 0.2298 - accuracy: 0.8929
 15/316 [>.............................] - ETA: 1:14 - loss: 0.2370 - accuracy: 0.8833
 16/316 [>.............................] - ETA: 1:12 - loss: 0.2351 - accuracy: 0.8867
 17/316 [>.............................] - ETA: 1:11 - loss: 0.2278 - accuracy: 0.8897
 18/316 [>.............................] - ETA: 1:10 - loss: 0.2289 - accuracy: 0.8854
 19/316 [>.............................] - ETA: 1:09 - loss: 0.2226 - accuracy: 0.8882
 20/316 [>.............................] - ETA: 1:08 - loss: 0.2217 - accuracy: 0.8875
 21/316 [>.............................] - ETA: 1:07 - loss: 0.2205 - accuracy: 0.8899
 22/316 [=>............................] - ETA: 1:07 - loss: 0.2172 - accuracy: 0.8892
 23/316 [=>............................] - ETA: 1:06 - loss: 0.2093 - accuracy: 0.8940
 24/316 [=>............................] - ETA: 1:05 - loss: 0.2134 - accuracy: 0.8958
 25/316 [=>............................] - ETA: 1:05 - loss: 0.2109 - accuracy: 0.8975
 26/316 [=>............................] - ETA: 1:09 - loss: 0.2087 - accuracy: 0.8990
 27/316 [=>............................] - ETA: 1:12 - loss: 0.2100 - accuracy: 0.8981
 28/316 [=>............................] - ETA: 1:11 - loss: 0.2077 - accuracy: 0.8996
 29/316 [=>............................] - ETA: 1:10 - loss: 0.2047 - accuracy: 0.9009
 30/316 [=>............................] - ETA: 1:09 - loss: 0.2047 - accuracy: 0.9021
 31/316 [=>............................] - ETA: 1:09 - loss: 0.2053 - accuracy: 0.9032
 32/316 [==>...........................] - ETA: 1:10 - loss: 0.2013 - accuracy: 0.9062
 33/316 [==>...........................] - ETA: 1:12 - loss: 0.1972 - accuracy: 0.9091
 34/316 [==>...........................] - ETA: 1:13 - loss: 0.1966 - accuracy: 0.9099
 35/316 [==>...........................] - ETA: 1:12 - loss: 0.1944 - accuracy: 0.9125
 36/316 [==>...........................] - ETA: 1:11 - loss: 0.1996 - accuracy: 0.9115
 37/316 [==>...........................] - ETA: 1:11 - loss: 0.1981 - accuracy: 0.9122
 38/316 [==>...........................] - ETA: 1:10 - loss: 0.2059 - accuracy: 0.9062
 39/316 [==>...........................] - ETA: 1:12 - loss: 0.2035 - accuracy: 0.9071
 40/316 [==>...........................] - ETA: 1:14 - loss: 0.2052 - accuracy: 0.9062
 41/316 [==>...........................] - ETA: 1:13 - loss: 0.2069 - accuracy: 0.9040
 42/316 [==>...........................] - ETA: 1:12 - loss: 0.2056 - accuracy: 0.9062
 43/316 [===>..........................] - ETA: 1:12 - loss: 0.2091 - accuracy: 0.9055
 44/316 [===>..........................] - ETA: 1:11 - loss: 0.2075 - accuracy: 0.9062
 45/316 [===>..........................] - ETA: 1:10 - loss: 0.2071 - accuracy: 0.9056
 46/316 [===>..........................] - ETA: 1:10 - loss: 0.2057 - accuracy: 0.9062
 47/316 [===>..........................] - ETA: 1:09 - loss: 0.2099 - accuracy: 0.9069
 48/316 [===>..........................] - ETA: 1:08 - loss: 0.2102 - accuracy: 0.9076
 49/316 [===>..........................] - ETA: 1:08 - loss: 0.2109 - accuracy: 0.9069
 50/316 [===>..........................] - ETA: 1:07 - loss: 0.2092 - accuracy: 0.9087
 51/316 [===>..........................] - ETA: 1:06 - loss: 0.2089 - accuracy: 0.9081
 52/316 [===>..........................] - ETA: 1:06 - loss: 0.2098 - accuracy: 0.9075
 53/316 [====>.........................] - ETA: 1:05 - loss: 0.2096 - accuracy: 0.9068
 54/316 [====>.........................] - ETA: 1:05 - loss: 0.2077 - accuracy: 0.9074
 55/316 [====>.........................] - ETA: 1:04 - loss: 0.2098 - accuracy: 0.9057
 56/316 [====>.........................] - ETA: 1:05 - loss: 0.2077 - accuracy: 0.9074
 57/316 [====>.........................] - ETA: 1:07 - loss: 0.2122 - accuracy: 0.9046
 58/316 [====>.........................] - ETA: 1:06 - loss: 0.2130 - accuracy: 0.9041
 59/316 [====>.........................] - ETA: 1:06 - loss: 0.2134 - accuracy: 0.9047
 60/316 [====>.........................] - ETA: 1:05 - loss: 0.2140 - accuracy: 0.9031
 61/316 [====>.........................] - ETA: 1:05 - loss: 0.2154 - accuracy: 0.9016
 62/316 [====>.........................] - ETA: 1:04 - loss: 0.2166 - accuracy: 0.9012
 63/316 [====>.........................] - ETA: 1:05 - loss: 0.2157 - accuracy: 0.9018
 64/316 [=====>........................] - ETA: 1:06 - loss: 0.2188 - accuracy: 0.8994
 65/316 [=====>........................] - ETA: 1:05 - loss: 0.2175 - accuracy: 0.9010
 66/316 [=====>........................] - ETA: 1:05 - loss: 0.2196 - accuracy: 0.8996
 67/316 [=====>........................] - ETA: 1:04 - loss: 0.2184 - accuracy: 0.9002
 68/316 [=====>........................] - ETA: 1:04 - loss: 0.2175 - accuracy: 0.9007
 69/316 [=====>........................] - ETA: 1:04 - loss: 0.2149 - accuracy: 0.9022
 70/316 [=====>........................] - ETA: 1:04 - loss: 0.2140 - accuracy: 0.9027
 71/316 [=====>........................] - ETA: 1:05 - loss: 0.2155 - accuracy: 0.9014
 72/316 [=====>........................] - ETA: 1:04 - loss: 0.2153 - accuracy: 0.9019
 73/316 [=====>........................] - ETA: 1:04 - loss: 0.2161 - accuracy: 0.9015
 74/316 [======>.......................] - ETA: 1:03 - loss: 0.2152 - accuracy: 0.9020
 75/316 [======>.......................] - ETA: 1:03 - loss: 0.2151 - accuracy: 0.9025
 76/316 [======>.......................] - ETA: 1:02 - loss: 0.2154 - accuracy: 0.9021
 77/316 [======>.......................] - ETA: 1:02 - loss: 0.2169 - accuracy: 0.9002
 78/316 [======>.......................] - ETA: 1:01 - loss: 0.2196 - accuracy: 0.8990
 79/316 [======>.......................] - ETA: 1:01 - loss: 0.2186 - accuracy: 0.8987
 80/316 [======>.......................] - ETA: 1:00 - loss: 0.2173 - accuracy: 0.9000
 81/316 [======>.......................] - ETA: 1:00 - loss: 0.2182 - accuracy: 0.8989
 82/316 [======>.......................] - ETA: 1:01 - loss: 0.2178 - accuracy: 0.8994
 83/316 [======>.......................] - ETA: 1:01 - loss: 0.2160 - accuracy: 0.9006
 84/316 [======>.......................] - ETA: 1:02 - loss: 0.2142 - accuracy: 0.9018
 85/316 [=======>......................] - ETA: 1:02 - loss: 0.2143 - accuracy: 0.9022
 86/316 [=======>......................] - ETA: 1:01 - loss: 0.2138 - accuracy: 0.9019
 87/316 [=======>......................] - ETA: 1:01 - loss: 0.2126 - accuracy: 0.9023
 88/316 [=======>......................] - ETA: 1:00 - loss: 0.2159 - accuracy: 0.8991
 89/316 [=======>......................] - ETA: 1:00 - loss: 0.2170 - accuracy: 0.8989
 90/316 [=======>......................] - ETA: 1:00 - loss: 0.2169 - accuracy: 0.8986
 91/316 [=======>......................] - ETA: 59s - loss: 0.2182 - accuracy: 0.8984 
 92/316 [=======>......................] - ETA: 59s - loss: 0.2172 - accuracy: 0.8995
 93/316 [=======>......................] - ETA: 58s - loss: 0.2161 - accuracy: 0.8992
 94/316 [=======>......................] - ETA: 58s - loss: 0.2155 - accuracy: 0.8996
 95/316 [========>.....................] - ETA: 58s - loss: 0.2157 - accuracy: 0.8993
 96/316 [========>.....................] - ETA: 58s - loss: 0.2165 - accuracy: 0.8984
 97/316 [========>.....................] - ETA: 59s - loss: 0.2157 - accuracy: 0.8988
 98/316 [========>.....................] - ETA: 59s - loss: 0.2165 - accuracy: 0.8980
 99/316 [========>.....................] - ETA: 59s - loss: 0.2162 - accuracy: 0.8984
100/316 [========>.....................] - ETA: 58s - loss: 0.2166 - accuracy: 0.8981
101/316 [========>.....................] - ETA: 58s - loss: 0.2166 - accuracy: 0.8979
102/316 [========>.....................] - ETA: 57s - loss: 0.2186 - accuracy: 0.8977
103/316 [========>.....................] - ETA: 57s - loss: 0.2179 - accuracy: 0.8981
104/316 [========>.....................] - ETA: 56s - loss: 0.2175 - accuracy: 0.8984
105/316 [========>.....................] - ETA: 56s - loss: 0.2183 - accuracy: 0.8982
106/316 [=========>....................] - ETA: 56s - loss: 0.2190 - accuracy: 0.8986
107/316 [=========>....................] - ETA: 55s - loss: 0.2203 - accuracy: 0.8978
108/316 [=========>....................] - ETA: 55s - loss: 0.2215 - accuracy: 0.8970
109/316 [=========>....................] - ETA: 54s - loss: 0.2212 - accuracy: 0.8974
110/316 [=========>....................] - ETA: 54s - loss: 0.2205 - accuracy: 0.8977
111/316 [=========>....................] - ETA: 54s - loss: 0.2215 - accuracy: 0.8970
112/316 [=========>....................] - ETA: 53s - loss: 0.2216 - accuracy: 0.8973
113/316 [=========>....................] - ETA: 53s - loss: 0.2221 - accuracy: 0.8971
114/316 [=========>....................] - ETA: 53s - loss: 0.2220 - accuracy: 0.8969
115/316 [=========>....................] - ETA: 53s - loss: 0.2216 - accuracy: 0.8967
116/316 [==========>...................] - ETA: 53s - loss: 0.2216 - accuracy: 0.8966
117/316 [==========>...................] - ETA: 53s - loss: 0.2220 - accuracy: 0.8958
118/316 [==========>...................] - ETA: 52s - loss: 0.2222 - accuracy: 0.8951
119/316 [==========>...................] - ETA: 52s - loss: 0.2209 - accuracy: 0.8960
120/316 [==========>...................] - ETA: 51s - loss: 0.2208 - accuracy: 0.8964
121/316 [==========>...................] - ETA: 51s - loss: 0.2232 - accuracy: 0.8951
122/316 [==========>...................] - ETA: 51s - loss: 0.2222 - accuracy: 0.8955
123/316 [==========>...................] - ETA: 50s - loss: 0.2218 - accuracy: 0.8958
124/316 [==========>...................] - ETA: 50s - loss: 0.2227 - accuracy: 0.8957
125/316 [==========>...................] - ETA: 50s - loss: 0.2223 - accuracy: 0.8960
126/316 [==========>...................] - ETA: 49s - loss: 0.2213 - accuracy: 0.8968
127/316 [===========>..................] - ETA: 50s - loss: 0.2218 - accuracy: 0.8967
128/316 [===========>..................] - ETA: 50s - loss: 0.2213 - accuracy: 0.8970
129/316 [===========>..................] - ETA: 50s - loss: 0.2211 - accuracy: 0.8968
130/316 [===========>..................] - ETA: 50s - loss: 0.2215 - accuracy: 0.8971
131/316 [===========>..................] - ETA: 49s - loss: 0.2206 - accuracy: 0.8974
132/316 [===========>..................] - ETA: 49s - loss: 0.2199 - accuracy: 0.8977
133/316 [===========>..................] - ETA: 49s - loss: 0.2198 - accuracy: 0.8976
134/316 [===========>..................] - ETA: 48s - loss: 0.2199 - accuracy: 0.8974
135/316 [===========>..................] - ETA: 48s - loss: 0.2196 - accuracy: 0.8977
136/316 [===========>..................] - ETA: 47s - loss: 0.2198 - accuracy: 0.8971
137/316 [============>.................] - ETA: 47s - loss: 0.2211 - accuracy: 0.8955
138/316 [============>.................] - ETA: 47s - loss: 0.2213 - accuracy: 0.8954
139/316 [============>.................] - ETA: 46s - loss: 0.2205 - accuracy: 0.8957
140/316 [============>.................] - ETA: 46s - loss: 0.2206 - accuracy: 0.8960
141/316 [============>.................] - ETA: 46s - loss: 0.2204 - accuracy: 0.8958
142/316 [============>.................] - ETA: 45s - loss: 0.2197 - accuracy: 0.8961
143/316 [============>.................] - ETA: 45s - loss: 0.2192 - accuracy: 0.8969
144/316 [============>.................] - ETA: 45s - loss: 0.2202 - accuracy: 0.8967
145/316 [============>.................] - ETA: 44s - loss: 0.2203 - accuracy: 0.8970
146/316 [============>.................] - ETA: 44s - loss: 0.2191 - accuracy: 0.8977
147/316 [============>.................] - ETA: 44s - loss: 0.2185 - accuracy: 0.8980
148/316 [=============>................] - ETA: 44s - loss: 0.2185 - accuracy: 0.8978
149/316 [=============>................] - ETA: 44s - loss: 0.2194 - accuracy: 0.8972
150/316 [=============>................] - ETA: 43s - loss: 0.2185 - accuracy: 0.8979
151/316 [=============>................] - ETA: 43s - loss: 0.2212 - accuracy: 0.8965
152/316 [=============>................] - ETA: 43s - loss: 0.2231 - accuracy: 0.8956
153/316 [=============>................] - ETA: 42s - loss: 0.2227 - accuracy: 0.8958
154/316 [=============>................] - ETA: 42s - loss: 0.2223 - accuracy: 0.8961
155/316 [=============>................] - ETA: 42s - loss: 0.2227 - accuracy: 0.8960
156/316 [=============>................] - ETA: 41s - loss: 0.2233 - accuracy: 0.8954
157/316 [=============>................] - ETA: 41s - loss: 0.2247 - accuracy: 0.8957
158/316 [==============>...............] - ETA: 41s - loss: 0.2247 - accuracy: 0.8960
159/316 [==============>...............] - ETA: 41s - loss: 0.2241 - accuracy: 0.8962
160/316 [==============>...............] - ETA: 41s - loss: 0.2244 - accuracy: 0.8961
161/316 [==============>...............] - ETA: 41s - loss: 0.2250 - accuracy: 0.8960
162/316 [==============>...............] - ETA: 41s - loss: 0.2239 - accuracy: 0.8966
163/316 [==============>...............] - ETA: 40s - loss: 0.2245 - accuracy: 0.8961
164/316 [==============>...............] - ETA: 40s - loss: 0.2245 - accuracy: 0.8963
165/316 [==============>...............] - ETA: 40s - loss: 0.2237 - accuracy: 0.8970
166/316 [==============>...............] - ETA: 39s - loss: 0.2233 - accuracy: 0.8976
167/316 [==============>...............] - ETA: 39s - loss: 0.2229 - accuracy: 0.8982
168/316 [==============>...............] - ETA: 39s - loss: 0.2237 - accuracy: 0.8977
169/316 [===============>..............] - ETA: 38s - loss: 0.2234 - accuracy: 0.8979
170/316 [===============>..............] - ETA: 38s - loss: 0.2230 - accuracy: 0.8982
171/316 [===============>..............] - ETA: 38s - loss: 0.2226 - accuracy: 0.8988
172/316 [===============>..............] - ETA: 37s - loss: 0.2234 - accuracy: 0.8986
173/316 [===============>..............] - ETA: 37s - loss: 0.2237 - accuracy: 0.8985
174/316 [===============>..............] - ETA: 37s - loss: 0.2240 - accuracy: 0.8983
175/316 [===============>..............] - ETA: 37s - loss: 0.2250 - accuracy: 0.8975
176/316 [===============>..............] - ETA: 36s - loss: 0.2252 - accuracy: 0.8970
177/316 [===============>..............] - ETA: 36s - loss: 0.2243 - accuracy: 0.8976
178/316 [===============>..............] - ETA: 36s - loss: 0.2243 - accuracy: 0.8975
179/316 [===============>..............] - ETA: 36s - loss: 0.2244 - accuracy: 0.8973
180/316 [================>.............] - ETA: 36s - loss: 0.2249 - accuracy: 0.8969
181/316 [================>.............] - ETA: 35s - loss: 0.2247 - accuracy: 0.8968
182/316 [================>.............] - ETA: 35s - loss: 0.2244 - accuracy: 0.8970
183/316 [================>.............] - ETA: 35s - loss: 0.2250 - accuracy: 0.8969
184/316 [================>.............] - ETA: 34s - loss: 0.2249 - accuracy: 0.8964
185/316 [================>.............] - ETA: 34s - loss: 0.2255 - accuracy: 0.8963
186/316 [================>.............] - ETA: 34s - loss: 0.2264 - accuracy: 0.8958
187/316 [================>.............] - ETA: 33s - loss: 0.2266 - accuracy: 0.8957
188/316 [================>.............] - ETA: 33s - loss: 0.2275 - accuracy: 0.8949
189/316 [================>.............] - ETA: 33s - loss: 0.2310 - accuracy: 0.8945
190/316 [=================>............] - ETA: 33s - loss: 0.2310 - accuracy: 0.8944
191/316 [=================>............] - ETA: 33s - loss: 0.2305 - accuracy: 0.8943
192/316 [=================>............] - ETA: 33s - loss: 0.2300 - accuracy: 0.8949
193/316 [=================>............] - ETA: 32s - loss: 0.2310 - accuracy: 0.8944
194/316 [=================>............] - ETA: 32s - loss: 0.2305 - accuracy: 0.8943
195/316 [=================>............] - ETA: 32s - loss: 0.2309 - accuracy: 0.8946
196/316 [=================>............] - ETA: 31s - loss: 0.2302 - accuracy: 0.8951
197/316 [=================>............] - ETA: 31s - loss: 0.2299 - accuracy: 0.8953
198/316 [=================>............] - ETA: 31s - loss: 0.2301 - accuracy: 0.8952
199/316 [=================>............] - ETA: 30s - loss: 0.2302 - accuracy: 0.8954
200/316 [=================>............] - ETA: 30s - loss: 0.2301 - accuracy: 0.8953
201/316 [==================>...........] - ETA: 30s - loss: 0.2318 - accuracy: 0.8946
202/316 [==================>...........] - ETA: 30s - loss: 0.2320 - accuracy: 0.8942
203/316 [==================>...........] - ETA: 30s - loss: 0.2323 - accuracy: 0.8941
204/316 [==================>...........] - ETA: 30s - loss: 0.2337 - accuracy: 0.8937
205/316 [==================>...........] - ETA: 29s - loss: 0.2331 - accuracy: 0.8942
206/316 [==================>...........] - ETA: 29s - loss: 0.2336 - accuracy: 0.8941
207/316 [==================>...........] - ETA: 29s - loss: 0.2339 - accuracy: 0.8937
208/316 [==================>...........] - ETA: 28s - loss: 0.2339 - accuracy: 0.8936
209/316 [==================>...........] - ETA: 28s - loss: 0.2338 - accuracy: 0.8935
210/316 [==================>...........] - ETA: 28s - loss: 0.2352 - accuracy: 0.8932
211/316 [===================>..........] - ETA: 28s - loss: 0.2354 - accuracy: 0.8934
212/316 [===================>..........] - ETA: 27s - loss: 0.2365 - accuracy: 0.8927
213/316 [===================>..........] - ETA: 27s - loss: 0.2378 - accuracy: 0.8914
214/316 [===================>..........] - ETA: 27s - loss: 0.2376 - accuracy: 0.8911
215/316 [===================>..........] - ETA: 26s - loss: 0.2375 - accuracy: 0.8913
216/316 [===================>..........] - ETA: 26s - loss: 0.2400 - accuracy: 0.8906
217/316 [===================>..........] - ETA: 26s - loss: 0.2395 - accuracy: 0.8911
218/316 [===================>..........] - ETA: 25s - loss: 0.2395 - accuracy: 0.8908
219/316 [===================>..........] - ETA: 25s - loss: 0.2398 - accuracy: 0.8910
220/316 [===================>..........] - ETA: 25s - loss: 0.2404 - accuracy: 0.8906
221/316 [===================>..........] - ETA: 25s - loss: 0.2401 - accuracy: 0.8906
222/316 [====================>.........] - ETA: 25s - loss: 0.2400 - accuracy: 0.8908
223/316 [====================>.........] - ETA: 24s - loss: 0.2397 - accuracy: 0.8910
224/316 [====================>.........] - ETA: 24s - loss: 0.2394 - accuracy: 0.8912
225/316 [====================>.........] - ETA: 24s - loss: 0.2405 - accuracy: 0.8900
226/316 [====================>.........] - ETA: 23s - loss: 0.2401 - accuracy: 0.8902
227/316 [====================>.........] - ETA: 23s - loss: 0.2406 - accuracy: 0.8901
228/316 [====================>.........] - ETA: 23s - loss: 0.2408 - accuracy: 0.8895
229/316 [====================>.........] - ETA: 23s - loss: 0.2406 - accuracy: 0.8895
230/316 [====================>.........] - ETA: 22s - loss: 0.2406 - accuracy: 0.8897
231/316 [====================>.........] - ETA: 22s - loss: 0.2404 - accuracy: 0.8896
232/316 [=====================>........] - ETA: 22s - loss: 0.2403 - accuracy: 0.8898
233/316 [=====================>........] - ETA: 21s - loss: 0.2407 - accuracy: 0.8892
234/316 [=====================>........] - ETA: 21s - loss: 0.2402 - accuracy: 0.8894
235/316 [=====================>........] - ETA: 21s - loss: 0.2406 - accuracy: 0.8888
236/316 [=====================>........] - ETA: 20s - loss: 0.2411 - accuracy: 0.8882
237/316 [=====================>........] - ETA: 20s - loss: 0.2411 - accuracy: 0.8884
238/316 [=====================>........] - ETA: 20s - loss: 0.2421 - accuracy: 0.8881
239/316 [=====================>........] - ETA: 20s - loss: 0.2423 - accuracy: 0.8881
240/316 [=====================>........] - ETA: 20s - loss: 0.2419 - accuracy: 0.8883
241/316 [=====================>........] - ETA: 19s - loss: 0.2417 - accuracy: 0.8885
242/316 [=====================>........] - ETA: 19s - loss: 0.2424 - accuracy: 0.8882
243/316 [======================>.......] - ETA: 19s - loss: 0.2429 - accuracy: 0.8879
244/316 [======================>.......] - ETA: 18s - loss: 0.2429 - accuracy: 0.8881
245/316 [======================>.......] - ETA: 18s - loss: 0.2430 - accuracy: 0.8875
246/316 [======================>.......] - ETA: 18s - loss: 0.2430 - accuracy: 0.8872
247/316 [======================>.......] - ETA: 18s - loss: 0.2428 - accuracy: 0.8871
248/316 [======================>.......] - ETA: 17s - loss: 0.2431 - accuracy: 0.8868
249/316 [======================>.......] - ETA: 17s - loss: 0.2433 - accuracy: 0.8865
250/316 [======================>.......] - ETA: 17s - loss: 0.2430 - accuracy: 0.8867
251/316 [======================>.......] - ETA: 16s - loss: 0.2430 - accuracy: 0.8865
252/316 [======================>.......] - ETA: 16s - loss: 0.2438 - accuracy: 0.8859
253/316 [=======================>......] - ETA: 16s - loss: 0.2433 - accuracy: 0.8861
254/316 [=======================>......] - ETA: 16s - loss: 0.2430 - accuracy: 0.8866
255/316 [=======================>......] - ETA: 15s - loss: 0.2436 - accuracy: 0.8863
256/316 [=======================>......] - ETA: 15s - loss: 0.2432 - accuracy: 0.8865
257/316 [=======================>......] - ETA: 15s - loss: 0.2433 - accuracy: 0.8862
258/316 [=======================>......] - ETA: 15s - loss: 0.2430 - accuracy: 0.8866
259/316 [=======================>......] - ETA: 14s - loss: 0.2431 - accuracy: 0.8868
260/316 [=======================>......] - ETA: 14s - loss: 0.2424 - accuracy: 0.8873
261/316 [=======================>......] - ETA: 14s - loss: 0.2423 - accuracy: 0.8875
262/316 [=======================>......] - ETA: 14s - loss: 0.2426 - accuracy: 0.8876
263/316 [=======================>......] - ETA: 13s - loss: 0.2424 - accuracy: 0.8878
264/316 [========================>.....] - ETA: 13s - loss: 0.2420 - accuracy: 0.8880
265/316 [========================>.....] - ETA: 13s - loss: 0.2417 - accuracy: 0.8882
266/316 [========================>.....] - ETA: 13s - loss: 0.2415 - accuracy: 0.8884
267/316 [========================>.....] - ETA: 12s - loss: 0.2412 - accuracy: 0.8886
268/316 [========================>.....] - ETA: 12s - loss: 0.2410 - accuracy: 0.8888
269/316 [========================>.....] - ETA: 12s - loss: 0.2410 - accuracy: 0.8887
270/316 [========================>.....] - ETA: 11s - loss: 0.2412 - accuracy: 0.8887
271/316 [========================>.....] - ETA: 11s - loss: 0.2417 - accuracy: 0.8886
272/316 [========================>.....] - ETA: 11s - loss: 0.2416 - accuracy: 0.8888
273/316 [========================>.....] - ETA: 11s - loss: 0.2416 - accuracy: 0.8887
274/316 [=========================>....] - ETA: 10s - loss: 0.2410 - accuracy: 0.8891
275/316 [=========================>....] - ETA: 10s - loss: 0.2416 - accuracy: 0.8891
276/316 [=========================>....] - ETA: 10s - loss: 0.2417 - accuracy: 0.8890
277/316 [=========================>....] - ETA: 10s - loss: 0.2420 - accuracy: 0.8888
278/316 [=========================>....] - ETA: 9s - loss: 0.2416 - accuracy: 0.8892 
279/316 [=========================>....] - ETA: 9s - loss: 0.2417 - accuracy: 0.8891
280/316 [=========================>....] - ETA: 9s - loss: 0.2412 - accuracy: 0.8895
281/316 [=========================>....] - ETA: 9s - loss: 0.2408 - accuracy: 0.8899
282/316 [=========================>....] - ETA: 8s - loss: 0.2403 - accuracy: 0.8903
283/316 [=========================>....] - ETA: 8s - loss: 0.2401 - accuracy: 0.8902
284/316 [=========================>....] - ETA: 8s - loss: 0.2404 - accuracy: 0.8900
285/316 [==========================>...] - ETA: 8s - loss: 0.2400 - accuracy: 0.8901
286/316 [==========================>...] - ETA: 7s - loss: 0.2397 - accuracy: 0.8903
287/316 [==========================>...] - ETA: 7s - loss: 0.2399 - accuracy: 0.8902
288/316 [==========================>...] - ETA: 7s - loss: 0.2400 - accuracy: 0.8904
289/316 [==========================>...] - ETA: 7s - loss: 0.2398 - accuracy: 0.8906
290/316 [==========================>...] - ETA: 6s - loss: 0.2392 - accuracy: 0.8909
291/316 [==========================>...] - ETA: 6s - loss: 0.2390 - accuracy: 0.8911
292/316 [==========================>...] - ETA: 6s - loss: 0.2393 - accuracy: 0.8911
293/316 [==========================>...] - ETA: 6s - loss: 0.2392 - accuracy: 0.8910
294/316 [==========================>...] - ETA: 5s - loss: 0.2387 - accuracy: 0.8912
295/316 [===========================>..] - ETA: 5s - loss: 0.2388 - accuracy: 0.8913
296/316 [===========================>..] - ETA: 5s - loss: 0.2391 - accuracy: 0.8915
297/316 [===========================>..] - ETA: 4s - loss: 0.2390 - accuracy: 0.8914
298/316 [===========================>..] - ETA: 4s - loss: 0.2389 - accuracy: 0.8916
299/316 [===========================>..] - ETA: 4s - loss: 0.2383 - accuracy: 0.8919
300/316 [===========================>..] - ETA: 4s - loss: 0.2384 - accuracy: 0.8921
301/316 [===========================>..] - ETA: 3s - loss: 0.2386 - accuracy: 0.8920
302/316 [===========================>..] - ETA: 3s - loss: 0.2381 - accuracy: 0.8924
303/316 [===========================>..] - ETA: 3s - loss: 0.2377 - accuracy: 0.8925
304/316 [===========================>..] - ETA: 3s - loss: 0.2371 - accuracy: 0.8929
305/316 [===========================>..] - ETA: 2s - loss: 0.2367 - accuracy: 0.8932
306/316 [============================>.] - ETA: 2s - loss: 0.2369 - accuracy: 0.8932
307/316 [============================>.] - ETA: 2s - loss: 0.2364 - accuracy: 0.8933
308/316 [============================>.] - ETA: 2s - loss: 0.2375 - accuracy: 0.8927
309/316 [============================>.] - ETA: 1s - loss: 0.2379 - accuracy: 0.8922
310/316 [============================>.] - ETA: 1s - loss: 0.2377 - accuracy: 0.8921
311/316 [============================>.] - ETA: 1s - loss: 0.2373 - accuracy: 0.8925
312/316 [============================>.] - ETA: 1s - loss: 0.2380 - accuracy: 0.8920
313/316 [============================>.] - ETA: 0s - loss: 0.2384 - accuracy: 0.8920
314/316 [============================>.] - ETA: 0s - loss: 0.2380 - accuracy: 0.8921
315/316 [============================>.] - ETA: 0s - loss: 0.2375 - accuracy: 0.8925
316/316 [==============================] - 83s 262ms/step - loss: 0.2373 - accuracy: 0.8926

316/316 [==============================] - 87s 276ms/step - loss: 0.2373 - accuracy: 0.8926 - val_loss: 0.4056 - val_accuracy: 0.8439
Epoch 90/100

  1/316 [..............................] - ETA: 1:07 - loss: 0.2146 - accuracy: 0.9375
  2/316 [..............................] - ETA: 1:07 - loss: 0.2143 - accuracy: 0.9062
  3/316 [..............................] - ETA: 1:03 - loss: 0.1718 - accuracy: 0.9375
  4/316 [..............................] - ETA: 1:01 - loss: 0.1648 - accuracy: 0.9375
  5/316 [..............................] - ETA: 1:00 - loss: 0.2305 - accuracy: 0.9000
  6/316 [..............................] - ETA: 1:01 - loss: 0.1976 - accuracy: 0.9167
  7/316 [..............................] - ETA: 1:21 - loss: 0.2246 - accuracy: 0.9018
  8/316 [..............................] - ETA: 1:33 - loss: 0.2149 - accuracy: 0.9141
  9/316 [..............................] - ETA: 1:28 - loss: 0.2399 - accuracy: 0.9028
 10/316 [..............................] - ETA: 1:25 - loss: 0.2486 - accuracy: 0.9000
 11/316 [>.............................] - ETA: 1:22 - loss: 0.2512 - accuracy: 0.8920
 12/316 [>.............................] - ETA: 1:19 - loss: 0.2647 - accuracy: 0.8854
 13/316 [>.............................] - ETA: 1:24 - loss: 0.2573 - accuracy: 0.8846
 14/316 [>.............................] - ETA: 1:30 - loss: 0.2431 - accuracy: 0.8929
 15/316 [>.............................] - ETA: 1:29 - loss: 0.2481 - accuracy: 0.8875
 16/316 [>.............................] - ETA: 1:27 - loss: 0.2395 - accuracy: 0.8945
 17/316 [>.............................] - ETA: 1:25 - loss: 0.2392 - accuracy: 0.8934
 18/316 [>.............................] - ETA: 1:23 - loss: 0.2422 - accuracy: 0.8924
 19/316 [>.............................] - ETA: 1:21 - loss: 0.2392 - accuracy: 0.8914
 20/316 [>.............................] - ETA: 1:24 - loss: 0.2461 - accuracy: 0.8875
 21/316 [>.............................] - ETA: 1:29 - loss: 0.2505 - accuracy: 0.8810
 22/316 [=>............................] - ETA: 1:27 - loss: 0.2536 - accuracy: 0.8807
 23/316 [=>............................] - ETA: 1:25 - loss: 0.2496 - accuracy: 0.8832
 24/316 [=>............................] - ETA: 1:24 - loss: 0.2421 - accuracy: 0.8880
 25/316 [=>............................] - ETA: 1:22 - loss: 0.2399 - accuracy: 0.8900
 26/316 [=>............................] - ETA: 1:21 - loss: 0.2400 - accuracy: 0.8918
 27/316 [=>............................] - ETA: 1:20 - loss: 0.2542 - accuracy: 0.8866
 28/316 [=>............................] - ETA: 1:19 - loss: 0.2536 - accuracy: 0.8884
 29/316 [=>............................] - ETA: 1:17 - loss: 0.2550 - accuracy: 0.8879
 30/316 [=>............................] - ETA: 1:16 - loss: 0.2570 - accuracy: 0.8854
 31/316 [=>............................] - ETA: 1:15 - loss: 0.2552 - accuracy: 0.8891
 32/316 [==>...........................] - ETA: 1:14 - loss: 0.2536 - accuracy: 0.8926
 33/316 [==>...........................] - ETA: 1:13 - loss: 0.2554 - accuracy: 0.8920
 34/316 [==>...........................] - ETA: 1:13 - loss: 0.2594 - accuracy: 0.8879
 35/316 [==>...........................] - ETA: 1:12 - loss: 0.2685 - accuracy: 0.8839
 36/316 [==>...........................] - ETA: 1:11 - loss: 0.2662 - accuracy: 0.8854
 37/316 [==>...........................] - ETA: 1:12 - loss: 0.2619 - accuracy: 0.8885
 38/316 [==>...........................] - ETA: 1:14 - loss: 0.2586 - accuracy: 0.8898
 39/316 [==>...........................] - ETA: 1:16 - loss: 0.2565 - accuracy: 0.8894
 40/316 [==>...........................] - ETA: 1:17 - loss: 0.2541 - accuracy: 0.8906
 41/316 [==>...........................] - ETA: 1:17 - loss: 0.2552 - accuracy: 0.8887
 42/316 [==>...........................] - ETA: 1:16 - loss: 0.2551 - accuracy: 0.8884
 43/316 [===>..........................] - ETA: 1:15 - loss: 0.2554 - accuracy: 0.8881
 44/316 [===>..........................] - ETA: 1:14 - loss: 0.2511 - accuracy: 0.8906
 45/316 [===>..........................] - ETA: 1:14 - loss: 0.2503 - accuracy: 0.8903
 46/316 [===>..........................] - ETA: 1:13 - loss: 0.2505 - accuracy: 0.8899
 47/316 [===>..........................] - ETA: 1:12 - loss: 0.2495 - accuracy: 0.8896
 48/316 [===>..........................] - ETA: 1:11 - loss: 0.2468 - accuracy: 0.8919
 49/316 [===>..........................] - ETA: 1:11 - loss: 0.2529 - accuracy: 0.8916
 50/316 [===>..........................] - ETA: 1:10 - loss: 0.2516 - accuracy: 0.8925
 51/316 [===>..........................] - ETA: 1:09 - loss: 0.2531 - accuracy: 0.8922
 52/316 [===>..........................] - ETA: 1:09 - loss: 0.2522 - accuracy: 0.8930
 53/316 [====>.........................] - ETA: 1:08 - loss: 0.2561 - accuracy: 0.8915
 54/316 [====>.........................] - ETA: 1:07 - loss: 0.2570 - accuracy: 0.8889
 55/316 [====>.........................] - ETA: 1:07 - loss: 0.2539 - accuracy: 0.8909
 56/316 [====>.........................] - ETA: 1:07 - loss: 0.2529 - accuracy: 0.8906
 57/316 [====>.........................] - ETA: 1:08 - loss: 0.2549 - accuracy: 0.8904
 58/316 [====>.........................] - ETA: 1:08 - loss: 0.2525 - accuracy: 0.8922
 59/316 [====>.........................] - ETA: 1:08 - loss: 0.2530 - accuracy: 0.8919
 60/316 [====>.........................] - ETA: 1:07 - loss: 0.2521 - accuracy: 0.8927
 61/316 [====>.........................] - ETA: 1:07 - loss: 0.2519 - accuracy: 0.8924
 62/316 [====>.........................] - ETA: 1:06 - loss: 0.2509 - accuracy: 0.8921
 63/316 [====>.........................] - ETA: 1:06 - loss: 0.2534 - accuracy: 0.8899
 64/316 [=====>........................] - ETA: 1:05 - loss: 0.2531 - accuracy: 0.8896
 65/316 [=====>........................] - ETA: 1:05 - loss: 0.2524 - accuracy: 0.8894
 66/316 [=====>........................] - ETA: 1:04 - loss: 0.2521 - accuracy: 0.8902
 67/316 [=====>........................] - ETA: 1:04 - loss: 0.2501 - accuracy: 0.8909
 68/316 [=====>........................] - ETA: 1:04 - loss: 0.2550 - accuracy: 0.8897
 69/316 [=====>........................] - ETA: 1:04 - loss: 0.2590 - accuracy: 0.8895
 70/316 [=====>........................] - ETA: 1:05 - loss: 0.2562 - accuracy: 0.8911
 71/316 [=====>........................] - ETA: 1:06 - loss: 0.2533 - accuracy: 0.8926
 72/316 [=====>........................] - ETA: 1:06 - loss: 0.2531 - accuracy: 0.8924
 73/316 [=====>........................] - ETA: 1:05 - loss: 0.2538 - accuracy: 0.8904
 74/316 [======>.......................] - ETA: 1:05 - loss: 0.2549 - accuracy: 0.8902
 75/316 [======>.......................] - ETA: 1:04 - loss: 0.2591 - accuracy: 0.8883
 76/316 [======>.......................] - ETA: 1:04 - loss: 0.2579 - accuracy: 0.8890
 77/316 [======>.......................] - ETA: 1:03 - loss: 0.2566 - accuracy: 0.8904
 78/316 [======>.......................] - ETA: 1:03 - loss: 0.2544 - accuracy: 0.8918
 79/316 [======>.......................] - ETA: 1:02 - loss: 0.2530 - accuracy: 0.8932
 80/316 [======>.......................] - ETA: 1:02 - loss: 0.2513 - accuracy: 0.8938
 81/316 [======>.......................] - ETA: 1:01 - loss: 0.2546 - accuracy: 0.8912
 82/316 [======>.......................] - ETA: 1:01 - loss: 0.2540 - accuracy: 0.8918
 83/316 [======>.......................] - ETA: 1:00 - loss: 0.2546 - accuracy: 0.8908
 84/316 [======>.......................] - ETA: 1:00 - loss: 0.2544 - accuracy: 0.8906
 85/316 [=======>......................] - ETA: 1:00 - loss: 0.2539 - accuracy: 0.8904
 86/316 [=======>......................] - ETA: 59s - loss: 0.2534 - accuracy: 0.8895 
 87/316 [=======>......................] - ETA: 59s - loss: 0.2534 - accuracy: 0.8886
 88/316 [=======>......................] - ETA: 59s - loss: 0.2519 - accuracy: 0.8892
 89/316 [=======>......................] - ETA: 1:00 - loss: 0.2521 - accuracy: 0.8890
 90/316 [=======>......................] - ETA: 1:00 - loss: 0.2515 - accuracy: 0.8896
 91/316 [=======>......................] - ETA: 1:00 - loss: 0.2520 - accuracy: 0.8887
 92/316 [=======>......................] - ETA: 1:00 - loss: 0.2518 - accuracy: 0.8886
 93/316 [=======>......................] - ETA: 59s - loss: 0.2506 - accuracy: 0.8891 
 94/316 [=======>......................] - ETA: 59s - loss: 0.2515 - accuracy: 0.8876
 95/316 [========>.....................] - ETA: 59s - loss: 0.2508 - accuracy: 0.8882
 96/316 [========>.....................] - ETA: 58s - loss: 0.2511 - accuracy: 0.8887
 97/316 [========>.....................] - ETA: 58s - loss: 0.2501 - accuracy: 0.8892
 98/316 [========>.....................] - ETA: 57s - loss: 0.2512 - accuracy: 0.8890
 99/316 [========>.....................] - ETA: 57s - loss: 0.2504 - accuracy: 0.8895
100/316 [========>.....................] - ETA: 56s - loss: 0.2511 - accuracy: 0.8888
101/316 [========>.....................] - ETA: 56s - loss: 0.2503 - accuracy: 0.8892
102/316 [========>.....................] - ETA: 56s - loss: 0.2499 - accuracy: 0.8897
103/316 [========>.....................] - ETA: 57s - loss: 0.2495 - accuracy: 0.8896
104/316 [========>.....................] - ETA: 57s - loss: 0.2495 - accuracy: 0.8906
105/316 [========>.....................] - ETA: 57s - loss: 0.2502 - accuracy: 0.8899
106/316 [=========>....................] - ETA: 57s - loss: 0.2514 - accuracy: 0.8892
107/316 [=========>....................] - ETA: 56s - loss: 0.2502 - accuracy: 0.8896
108/316 [=========>....................] - ETA: 56s - loss: 0.2497 - accuracy: 0.8900
109/316 [=========>....................] - ETA: 55s - loss: 0.2493 - accuracy: 0.8905
110/316 [=========>....................] - ETA: 55s - loss: 0.2491 - accuracy: 0.8909
111/316 [=========>....................] - ETA: 54s - loss: 0.2484 - accuracy: 0.8913
112/316 [=========>....................] - ETA: 54s - loss: 0.2472 - accuracy: 0.8923
113/316 [=========>....................] - ETA: 54s - loss: 0.2477 - accuracy: 0.8927
114/316 [=========>....................] - ETA: 53s - loss: 0.2465 - accuracy: 0.8931
115/316 [=========>....................] - ETA: 53s - loss: 0.2458 - accuracy: 0.8935
116/316 [==========>...................] - ETA: 52s - loss: 0.2454 - accuracy: 0.8939
117/316 [==========>...................] - ETA: 52s - loss: 0.2458 - accuracy: 0.8926
118/316 [==========>...................] - ETA: 52s - loss: 0.2454 - accuracy: 0.8930
119/316 [==========>...................] - ETA: 51s - loss: 0.2448 - accuracy: 0.8934
120/316 [==========>...................] - ETA: 51s - loss: 0.2448 - accuracy: 0.8927
121/316 [==========>...................] - ETA: 51s - loss: 0.2441 - accuracy: 0.8926
122/316 [==========>...................] - ETA: 51s - loss: 0.2432 - accuracy: 0.8929
123/316 [==========>...................] - ETA: 51s - loss: 0.2429 - accuracy: 0.8923
124/316 [==========>...................] - ETA: 51s - loss: 0.2419 - accuracy: 0.8926
125/316 [==========>...................] - ETA: 50s - loss: 0.2424 - accuracy: 0.8925
126/316 [==========>...................] - ETA: 50s - loss: 0.2414 - accuracy: 0.8929
127/316 [===========>..................] - ETA: 49s - loss: 0.2423 - accuracy: 0.8922
128/316 [===========>..................] - ETA: 49s - loss: 0.2413 - accuracy: 0.8926
129/316 [===========>..................] - ETA: 49s - loss: 0.2403 - accuracy: 0.8934
130/316 [===========>..................] - ETA: 48s - loss: 0.2406 - accuracy: 0.8933
131/316 [===========>..................] - ETA: 48s - loss: 0.2401 - accuracy: 0.8936
132/316 [===========>..................] - ETA: 48s - loss: 0.2401 - accuracy: 0.8935
133/316 [===========>..................] - ETA: 47s - loss: 0.2391 - accuracy: 0.8938
134/316 [===========>..................] - ETA: 47s - loss: 0.2391 - accuracy: 0.8937
135/316 [===========>..................] - ETA: 47s - loss: 0.2394 - accuracy: 0.8931
136/316 [===========>..................] - ETA: 46s - loss: 0.2386 - accuracy: 0.8934
137/316 [============>.................] - ETA: 46s - loss: 0.2378 - accuracy: 0.8937
138/316 [============>.................] - ETA: 46s - loss: 0.2389 - accuracy: 0.8936
139/316 [============>.................] - ETA: 46s - loss: 0.2384 - accuracy: 0.8939
140/316 [============>.................] - ETA: 46s - loss: 0.2379 - accuracy: 0.8938
141/316 [============>.................] - ETA: 45s - loss: 0.2387 - accuracy: 0.8936
142/316 [============>.................] - ETA: 45s - loss: 0.2383 - accuracy: 0.8935
143/316 [============>.................] - ETA: 45s - loss: 0.2370 - accuracy: 0.8942
144/316 [============>.................] - ETA: 45s - loss: 0.2365 - accuracy: 0.8945
145/316 [============>.................] - ETA: 45s - loss: 0.2359 - accuracy: 0.8953
146/316 [============>.................] - ETA: 45s - loss: 0.2366 - accuracy: 0.8943
147/316 [============>.................] - ETA: 44s - loss: 0.2364 - accuracy: 0.8946
148/316 [=============>................] - ETA: 44s - loss: 0.2360 - accuracy: 0.8948
149/316 [=============>................] - ETA: 44s - loss: 0.2357 - accuracy: 0.8951
150/316 [=============>................] - ETA: 43s - loss: 0.2351 - accuracy: 0.8950
151/316 [=============>................] - ETA: 43s - loss: 0.2340 - accuracy: 0.8957
152/316 [=============>................] - ETA: 43s - loss: 0.2338 - accuracy: 0.8956
153/316 [=============>................] - ETA: 43s - loss: 0.2344 - accuracy: 0.8950
154/316 [=============>................] - ETA: 43s - loss: 0.2343 - accuracy: 0.8953
155/316 [=============>................] - ETA: 42s - loss: 0.2353 - accuracy: 0.8944
156/316 [=============>................] - ETA: 42s - loss: 0.2351 - accuracy: 0.8946
157/316 [=============>................] - ETA: 42s - loss: 0.2377 - accuracy: 0.8941
158/316 [==============>...............] - ETA: 41s - loss: 0.2370 - accuracy: 0.8948
159/316 [==============>...............] - ETA: 41s - loss: 0.2365 - accuracy: 0.8950
160/316 [==============>...............] - ETA: 41s - loss: 0.2380 - accuracy: 0.8949
161/316 [==============>...............] - ETA: 40s - loss: 0.2377 - accuracy: 0.8952
162/316 [==============>...............] - ETA: 40s - loss: 0.2372 - accuracy: 0.8954
163/316 [==============>...............] - ETA: 40s - loss: 0.2374 - accuracy: 0.8949
164/316 [==============>...............] - ETA: 39s - loss: 0.2382 - accuracy: 0.8941
165/316 [==============>...............] - ETA: 39s - loss: 0.2384 - accuracy: 0.8936
166/316 [==============>...............] - ETA: 39s - loss: 0.2383 - accuracy: 0.8938
167/316 [==============>...............] - ETA: 38s - loss: 0.2390 - accuracy: 0.8937
168/316 [==============>...............] - ETA: 38s - loss: 0.2391 - accuracy: 0.8936
169/316 [===============>..............] - ETA: 38s - loss: 0.2388 - accuracy: 0.8935
170/316 [===============>..............] - ETA: 38s - loss: 0.2392 - accuracy: 0.8930
171/316 [===============>..............] - ETA: 38s - loss: 0.2395 - accuracy: 0.8925
172/316 [===============>..............] - ETA: 38s - loss: 0.2404 - accuracy: 0.8917
173/316 [===============>..............] - ETA: 38s - loss: 0.2399 - accuracy: 0.8916
174/316 [===============>..............] - ETA: 37s - loss: 0.2396 - accuracy: 0.8919
175/316 [===============>..............] - ETA: 37s - loss: 0.2404 - accuracy: 0.8918
176/316 [===============>..............] - ETA: 37s - loss: 0.2399 - accuracy: 0.8920
177/316 [===============>..............] - ETA: 36s - loss: 0.2406 - accuracy: 0.8916
178/316 [===============>..............] - ETA: 36s - loss: 0.2396 - accuracy: 0.8922
179/316 [===============>..............] - ETA: 36s - loss: 0.2391 - accuracy: 0.8925
180/316 [================>.............] - ETA: 35s - loss: 0.2387 - accuracy: 0.8927
181/316 [================>.............] - ETA: 35s - loss: 0.2393 - accuracy: 0.8926
182/316 [================>.............] - ETA: 35s - loss: 0.2396 - accuracy: 0.8925
183/316 [================>.............] - ETA: 35s - loss: 0.2396 - accuracy: 0.8928
184/316 [================>.............] - ETA: 35s - loss: 0.2395 - accuracy: 0.8927
185/316 [================>.............] - ETA: 35s - loss: 0.2402 - accuracy: 0.8926
186/316 [================>.............] - ETA: 34s - loss: 0.2399 - accuracy: 0.8925
187/316 [================>.............] - ETA: 34s - loss: 0.2397 - accuracy: 0.8927
188/316 [================>.............] - ETA: 34s - loss: 0.2399 - accuracy: 0.8923
189/316 [================>.............] - ETA: 33s - loss: 0.2400 - accuracy: 0.8919
190/316 [=================>............] - ETA: 33s - loss: 0.2397 - accuracy: 0.8921
191/316 [=================>............] - ETA: 33s - loss: 0.2394 - accuracy: 0.8923
192/316 [=================>............] - ETA: 32s - loss: 0.2393 - accuracy: 0.8923
193/316 [=================>............] - ETA: 32s - loss: 0.2392 - accuracy: 0.8922
194/316 [=================>............] - ETA: 32s - loss: 0.2398 - accuracy: 0.8914
195/316 [=================>............] - ETA: 31s - loss: 0.2401 - accuracy: 0.8917
196/316 [=================>............] - ETA: 31s - loss: 0.2401 - accuracy: 0.8913
197/316 [=================>............] - ETA: 31s - loss: 0.2406 - accuracy: 0.8905
198/316 [=================>............] - ETA: 31s - loss: 0.2410 - accuracy: 0.8905
199/316 [=================>............] - ETA: 30s - loss: 0.2409 - accuracy: 0.8904
200/316 [=================>............] - ETA: 30s - loss: 0.2415 - accuracy: 0.8900
201/316 [==================>...........] - ETA: 30s - loss: 0.2411 - accuracy: 0.8899
202/316 [==================>...........] - ETA: 30s - loss: 0.2417 - accuracy: 0.8895
203/316 [==================>...........] - ETA: 29s - loss: 0.2415 - accuracy: 0.8898
204/316 [==================>...........] - ETA: 29s - loss: 0.2411 - accuracy: 0.8900
205/316 [==================>...........] - ETA: 29s - loss: 0.2412 - accuracy: 0.8902
206/316 [==================>...........] - ETA: 29s - loss: 0.2416 - accuracy: 0.8899
207/316 [==================>...........] - ETA: 29s - loss: 0.2409 - accuracy: 0.8904
208/316 [==================>...........] - ETA: 28s - loss: 0.2405 - accuracy: 0.8906
209/316 [==================>...........] - ETA: 28s - loss: 0.2401 - accuracy: 0.8908
210/316 [==================>...........] - ETA: 28s - loss: 0.2397 - accuracy: 0.8911
211/316 [===================>..........] - ETA: 27s - loss: 0.2395 - accuracy: 0.8913
212/316 [===================>..........] - ETA: 27s - loss: 0.2397 - accuracy: 0.8912
213/316 [===================>..........] - ETA: 27s - loss: 0.2394 - accuracy: 0.8917
214/316 [===================>..........] - ETA: 26s - loss: 0.2397 - accuracy: 0.8916
215/316 [===================>..........] - ETA: 26s - loss: 0.2395 - accuracy: 0.8922
216/316 [===================>..........] - ETA: 26s - loss: 0.2390 - accuracy: 0.8924
217/316 [===================>..........] - ETA: 26s - loss: 0.2383 - accuracy: 0.8929
218/316 [===================>..........] - ETA: 26s - loss: 0.2384 - accuracy: 0.8928
219/316 [===================>..........] - ETA: 26s - loss: 0.2378 - accuracy: 0.8930
220/316 [===================>..........] - ETA: 25s - loss: 0.2382 - accuracy: 0.8926
221/316 [===================>..........] - ETA: 25s - loss: 0.2390 - accuracy: 0.8920
222/316 [====================>.........] - ETA: 25s - loss: 0.2395 - accuracy: 0.8913
223/316 [====================>.........] - ETA: 24s - loss: 0.2393 - accuracy: 0.8910
224/316 [====================>.........] - ETA: 24s - loss: 0.2389 - accuracy: 0.8912
225/316 [====================>.........] - ETA: 24s - loss: 0.2389 - accuracy: 0.8914
226/316 [====================>.........] - ETA: 23s - loss: 0.2390 - accuracy: 0.8910
227/316 [====================>.........] - ETA: 23s - loss: 0.2391 - accuracy: 0.8910
228/316 [====================>.........] - ETA: 23s - loss: 0.2385 - accuracy: 0.8914
229/316 [====================>.........] - ETA: 23s - loss: 0.2387 - accuracy: 0.8911
230/316 [====================>.........] - ETA: 22s - loss: 0.2389 - accuracy: 0.8910
231/316 [====================>.........] - ETA: 22s - loss: 0.2388 - accuracy: 0.8907
232/316 [=====================>........] - ETA: 22s - loss: 0.2383 - accuracy: 0.8912
233/316 [=====================>........] - ETA: 21s - loss: 0.2393 - accuracy: 0.8900
234/316 [=====================>........] - ETA: 21s - loss: 0.2387 - accuracy: 0.8902
235/316 [=====================>........] - ETA: 21s - loss: 0.2390 - accuracy: 0.8904
236/316 [=====================>........] - ETA: 21s - loss: 0.2389 - accuracy: 0.8904
237/316 [=====================>........] - ETA: 21s - loss: 0.2382 - accuracy: 0.8908
238/316 [=====================>........] - ETA: 20s - loss: 0.2377 - accuracy: 0.8910
239/316 [=====================>........] - ETA: 20s - loss: 0.2387 - accuracy: 0.8907
240/316 [=====================>........] - ETA: 20s - loss: 0.2389 - accuracy: 0.8909
241/316 [=====================>........] - ETA: 19s - loss: 0.2387 - accuracy: 0.8911
242/316 [=====================>........] - ETA: 19s - loss: 0.2399 - accuracy: 0.8905
243/316 [======================>.......] - ETA: 19s - loss: 0.2395 - accuracy: 0.8909
244/316 [======================>.......] - ETA: 19s - loss: 0.2394 - accuracy: 0.8909
245/316 [======================>.......] - ETA: 18s - loss: 0.2391 - accuracy: 0.8911
246/316 [======================>.......] - ETA: 18s - loss: 0.2389 - accuracy: 0.8913
247/316 [======================>.......] - ETA: 18s - loss: 0.2384 - accuracy: 0.8917
248/316 [======================>.......] - ETA: 17s - loss: 0.2379 - accuracy: 0.8921
249/316 [======================>.......] - ETA: 17s - loss: 0.2387 - accuracy: 0.8918
250/316 [======================>.......] - ETA: 17s - loss: 0.2387 - accuracy: 0.8917
251/316 [======================>.......] - ETA: 17s - loss: 0.2395 - accuracy: 0.8917
252/316 [======================>.......] - ETA: 16s - loss: 0.2397 - accuracy: 0.8916
253/316 [=======================>......] - ETA: 16s - loss: 0.2392 - accuracy: 0.8920
254/316 [=======================>......] - ETA: 16s - loss: 0.2393 - accuracy: 0.8920
255/316 [=======================>......] - ETA: 16s - loss: 0.2396 - accuracy: 0.8919
256/316 [=======================>......] - ETA: 15s - loss: 0.2411 - accuracy: 0.8911
257/316 [=======================>......] - ETA: 15s - loss: 0.2412 - accuracy: 0.8908
258/316 [=======================>......] - ETA: 15s - loss: 0.2409 - accuracy: 0.8910
259/316 [=======================>......] - ETA: 14s - loss: 0.2401 - accuracy: 0.8914
260/316 [=======================>......] - ETA: 14s - loss: 0.2401 - accuracy: 0.8916
261/316 [=======================>......] - ETA: 14s - loss: 0.2404 - accuracy: 0.8915
262/316 [=======================>......] - ETA: 14s - loss: 0.2407 - accuracy: 0.8910
263/316 [=======================>......] - ETA: 13s - loss: 0.2411 - accuracy: 0.8907
264/316 [========================>.....] - ETA: 13s - loss: 0.2404 - accuracy: 0.8911
265/316 [========================>.....] - ETA: 13s - loss: 0.2410 - accuracy: 0.8908
266/316 [========================>.....] - ETA: 13s - loss: 0.2407 - accuracy: 0.8910
267/316 [========================>.....] - ETA: 12s - loss: 0.2401 - accuracy: 0.8914
268/316 [========================>.....] - ETA: 12s - loss: 0.2408 - accuracy: 0.8909
269/316 [========================>.....] - ETA: 12s - loss: 0.2408 - accuracy: 0.8908
270/316 [========================>.....] - ETA: 12s - loss: 0.2403 - accuracy: 0.8912
271/316 [========================>.....] - ETA: 11s - loss: 0.2407 - accuracy: 0.8909
272/316 [========================>.....] - ETA: 11s - loss: 0.2404 - accuracy: 0.8913
273/316 [========================>.....] - ETA: 11s - loss: 0.2400 - accuracy: 0.8917
274/316 [=========================>....] - ETA: 10s - loss: 0.2398 - accuracy: 0.8919
275/316 [=========================>....] - ETA: 10s - loss: 0.2393 - accuracy: 0.8920
276/316 [=========================>....] - ETA: 10s - loss: 0.2392 - accuracy: 0.8922
277/316 [=========================>....] - ETA: 10s - loss: 0.2389 - accuracy: 0.8924
278/316 [=========================>....] - ETA: 10s - loss: 0.2394 - accuracy: 0.8919
279/316 [=========================>....] - ETA: 9s - loss: 0.2391 - accuracy: 0.8920 
280/316 [=========================>....] - ETA: 9s - loss: 0.2388 - accuracy: 0.8920
281/316 [=========================>....] - ETA: 9s - loss: 0.2394 - accuracy: 0.8919
282/316 [=========================>....] - ETA: 8s - loss: 0.2393 - accuracy: 0.8918
283/316 [=========================>....] - ETA: 8s - loss: 0.2391 - accuracy: 0.8920
284/316 [=========================>....] - ETA: 8s - loss: 0.2393 - accuracy: 0.8919
285/316 [==========================>...] - ETA: 8s - loss: 0.2392 - accuracy: 0.8921
286/316 [==========================>...] - ETA: 7s - loss: 0.2387 - accuracy: 0.8923
287/316 [==========================>...] - ETA: 7s - loss: 0.2382 - accuracy: 0.8924
288/316 [==========================>...] - ETA: 7s - loss: 0.2380 - accuracy: 0.8924
289/316 [==========================>...] - ETA: 7s - loss: 0.2380 - accuracy: 0.8923
290/316 [==========================>...] - ETA: 6s - loss: 0.2376 - accuracy: 0.8925
291/316 [==========================>...] - ETA: 6s - loss: 0.2373 - accuracy: 0.8926
292/316 [==========================>...] - ETA: 6s - loss: 0.2371 - accuracy: 0.8928
293/316 [==========================>...] - ETA: 6s - loss: 0.2380 - accuracy: 0.8927
294/316 [==========================>...] - ETA: 5s - loss: 0.2376 - accuracy: 0.8929
295/316 [===========================>..] - ETA: 5s - loss: 0.2377 - accuracy: 0.8926
296/316 [===========================>..] - ETA: 5s - loss: 0.2382 - accuracy: 0.8923
297/316 [===========================>..] - ETA: 4s - loss: 0.2386 - accuracy: 0.8923
298/316 [===========================>..] - ETA: 4s - loss: 0.2382 - accuracy: 0.8924
299/316 [===========================>..] - ETA: 4s - loss: 0.2386 - accuracy: 0.8921
300/316 [===========================>..] - ETA: 4s - loss: 0.2382 - accuracy: 0.8923
301/316 [===========================>..] - ETA: 3s - loss: 0.2378 - accuracy: 0.8924
302/316 [===========================>..] - ETA: 3s - loss: 0.2376 - accuracy: 0.8926
303/316 [===========================>..] - ETA: 3s - loss: 0.2377 - accuracy: 0.8927
304/316 [===========================>..] - ETA: 3s - loss: 0.2381 - accuracy: 0.8923
305/316 [===========================>..] - ETA: 2s - loss: 0.2382 - accuracy: 0.8920
306/316 [============================>.] - ETA: 2s - loss: 0.2380 - accuracy: 0.8922
307/316 [============================>.] - ETA: 2s - loss: 0.2378 - accuracy: 0.8921
308/316 [============================>.] - ETA: 2s - loss: 0.2381 - accuracy: 0.8918
309/316 [============================>.] - ETA: 1s - loss: 0.2381 - accuracy: 0.8918
310/316 [============================>.] - ETA: 1s - loss: 0.2383 - accuracy: 0.8915
311/316 [============================>.] - ETA: 1s - loss: 0.2383 - accuracy: 0.8913
312/316 [============================>.] - ETA: 1s - loss: 0.2379 - accuracy: 0.8914
313/316 [============================>.] - ETA: 0s - loss: 0.2389 - accuracy: 0.8910
314/316 [============================>.] - ETA: 0s - loss: 0.2385 - accuracy: 0.8911
315/316 [============================>.] - ETA: 0s - loss: 0.2386 - accuracy: 0.8909
316/316 [==============================] - 83s 262ms/step - loss: 0.2385 - accuracy: 0.8910

316/316 [==============================] - 87s 275ms/step - loss: 0.2385 - accuracy: 0.8910 - val_loss: 0.3110 - val_accuracy: 0.8740

# Evaluate CNN model
cnn_predictions <- cnn_model %>% predict(x_test_cnn)

  1/218 [..............................] - ETA: 2:03
  2/218 [..............................] - ETA: 28s 
  3/218 [..............................] - ETA: 33s
  4/218 [..............................] - ETA: 34s
  5/218 [..............................] - ETA: 32s
  6/218 [..............................] - ETA: 30s
  7/218 [..............................] - ETA: 29s
  8/218 [>.............................] - ETA: 29s
  9/218 [>.............................] - ETA: 28s
 10/218 [>.............................] - ETA: 28s
 11/218 [>.............................] - ETA: 27s
 12/218 [>.............................] - ETA: 28s
 13/218 [>.............................] - ETA: 27s
 14/218 [>.............................] - ETA: 25s
 15/218 [=>............................] - ETA: 24s
 16/218 [=>............................] - ETA: 23s
 17/218 [=>............................] - ETA: 23s
 18/218 [=>............................] - ETA: 22s
 19/218 [=>............................] - ETA: 21s
 20/218 [=>............................] - ETA: 21s
 21/218 [=>............................] - ETA: 20s
 22/218 [==>...........................] - ETA: 20s
 23/218 [==>...........................] - ETA: 19s
 24/218 [==>...........................] - ETA: 19s
 25/218 [==>...........................] - ETA: 18s
 26/218 [==>...........................] - ETA: 18s
 27/218 [==>...........................] - ETA: 18s
 28/218 [==>...........................] - ETA: 17s
 29/218 [==>...........................] - ETA: 17s
 30/218 [===>..........................] - ETA: 17s
 31/218 [===>..........................] - ETA: 17s
 32/218 [===>..........................] - ETA: 16s
 33/218 [===>..........................] - ETA: 16s
 34/218 [===>..........................] - ETA: 16s
 35/218 [===>..........................] - ETA: 16s
 36/218 [===>..........................] - ETA: 16s
 37/218 [====>.........................] - ETA: 15s
 38/218 [====>.........................] - ETA: 15s
 39/218 [====>.........................] - ETA: 15s
 40/218 [====>.........................] - ETA: 15s
 41/218 [====>.........................] - ETA: 15s
 42/218 [====>.........................] - ETA: 14s
 43/218 [====>.........................] - ETA: 14s
 44/218 [=====>........................] - ETA: 14s
 45/218 [=====>........................] - ETA: 14s
 46/218 [=====>........................] - ETA: 14s
 47/218 [=====>........................] - ETA: 14s
 48/218 [=====>........................] - ETA: 13s
 49/218 [=====>........................] - ETA: 13s
 50/218 [=====>........................] - ETA: 13s
 51/218 [======>.......................] - ETA: 13s
 52/218 [======>.......................] - ETA: 13s
 53/218 [======>.......................] - ETA: 13s
 54/218 [======>.......................] - ETA: 13s
 55/218 [======>.......................] - ETA: 13s
 56/218 [======>.......................] - ETA: 12s
 57/218 [======>.......................] - ETA: 12s
 58/218 [======>.......................] - ETA: 12s
 59/218 [=======>......................] - ETA: 13s
 60/218 [=======>......................] - ETA: 13s
 61/218 [=======>......................] - ETA: 13s
 62/218 [=======>......................] - ETA: 13s
 63/218 [=======>......................] - ETA: 13s
 64/218 [=======>......................] - ETA: 13s
 65/218 [=======>......................] - ETA: 13s
 66/218 [========>.....................] - ETA: 13s
 67/218 [========>.....................] - ETA: 12s
 68/218 [========>.....................] - ETA: 12s
 69/218 [========>.....................] - ETA: 12s
 70/218 [========>.....................] - ETA: 12s
 71/218 [========>.....................] - ETA: 12s
 72/218 [========>.....................] - ETA: 12s
 73/218 [=========>....................] - ETA: 12s
 74/218 [=========>....................] - ETA: 12s
 75/218 [=========>....................] - ETA: 11s
 76/218 [=========>....................] - ETA: 11s
 77/218 [=========>....................] - ETA: 11s
 78/218 [=========>....................] - ETA: 11s
 79/218 [=========>....................] - ETA: 11s
 80/218 [==========>...................] - ETA: 11s
 81/218 [==========>...................] - ETA: 11s
 82/218 [==========>...................] - ETA: 11s
 83/218 [==========>...................] - ETA: 10s
 84/218 [==========>...................] - ETA: 10s
 85/218 [==========>...................] - ETA: 10s
 86/218 [==========>...................] - ETA: 10s
 87/218 [==========>...................] - ETA: 10s
 88/218 [===========>..................] - ETA: 10s
 89/218 [===========>..................] - ETA: 10s
 90/218 [===========>..................] - ETA: 10s
 91/218 [===========>..................] - ETA: 10s
 92/218 [===========>..................] - ETA: 10s
 93/218 [===========>..................] - ETA: 9s 
 94/218 [===========>..................] - ETA: 9s
 95/218 [============>.................] - ETA: 9s
 96/218 [============>.................] - ETA: 9s
 97/218 [============>.................] - ETA: 9s
 98/218 [============>.................] - ETA: 9s
 99/218 [============>.................] - ETA: 9s
100/218 [============>.................] - ETA: 9s
101/218 [============>.................] - ETA: 9s
102/218 [=============>................] - ETA: 9s
103/218 [=============>................] - ETA: 8s
104/218 [=============>................] - ETA: 8s
105/218 [=============>................] - ETA: 8s
106/218 [=============>................] - ETA: 8s
107/218 [=============>................] - ETA: 8s
108/218 [=============>................] - ETA: 8s
109/218 [==============>...............] - ETA: 8s
110/218 [==============>...............] - ETA: 8s
111/218 [==============>...............] - ETA: 8s
112/218 [==============>...............] - ETA: 8s
113/218 [==============>...............] - ETA: 8s
114/218 [==============>...............] - ETA: 8s
115/218 [==============>...............] - ETA: 8s
116/218 [==============>...............] - ETA: 8s
117/218 [===============>..............] - ETA: 8s
118/218 [===============>..............] - ETA: 8s
119/218 [===============>..............] - ETA: 8s
120/218 [===============>..............] - ETA: 7s
121/218 [===============>..............] - ETA: 7s
122/218 [===============>..............] - ETA: 7s
123/218 [===============>..............] - ETA: 7s
124/218 [================>.............] - ETA: 7s
125/218 [================>.............] - ETA: 7s
126/218 [================>.............] - ETA: 7s
127/218 [================>.............] - ETA: 7s
128/218 [================>.............] - ETA: 7s
129/218 [================>.............] - ETA: 7s
130/218 [================>.............] - ETA: 7s
131/218 [=================>............] - ETA: 6s
132/218 [=================>............] - ETA: 6s
133/218 [=================>............] - ETA: 6s
134/218 [=================>............] - ETA: 6s
135/218 [=================>............] - ETA: 6s
136/218 [=================>............] - ETA: 6s
137/218 [=================>............] - ETA: 6s
138/218 [=================>............] - ETA: 6s
139/218 [==================>...........] - ETA: 6s
140/218 [==================>...........] - ETA: 6s
141/218 [==================>...........] - ETA: 6s
142/218 [==================>...........] - ETA: 5s
143/218 [==================>...........] - ETA: 5s
144/218 [==================>...........] - ETA: 5s
145/218 [==================>...........] - ETA: 5s
146/218 [===================>..........] - ETA: 5s
147/218 [===================>..........] - ETA: 5s
148/218 [===================>..........] - ETA: 5s
149/218 [===================>..........] - ETA: 5s
150/218 [===================>..........] - ETA: 5s
151/218 [===================>..........] - ETA: 5s
152/218 [===================>..........] - ETA: 5s
153/218 [====================>.........] - ETA: 5s
154/218 [====================>.........] - ETA: 4s
155/218 [====================>.........] - ETA: 4s
156/218 [====================>.........] - ETA: 4s
157/218 [====================>.........] - ETA: 4s
158/218 [====================>.........] - ETA: 4s
159/218 [====================>.........] - ETA: 4s
160/218 [=====================>........] - ETA: 4s
161/218 [=====================>........] - ETA: 4s
162/218 [=====================>........] - ETA: 4s
163/218 [=====================>........] - ETA: 4s
164/218 [=====================>........] - ETA: 4s
165/218 [=====================>........] - ETA: 4s
166/218 [=====================>........] - ETA: 4s
167/218 [=====================>........] - ETA: 3s
168/218 [======================>.......] - ETA: 3s
169/218 [======================>.......] - ETA: 3s
170/218 [======================>.......] - ETA: 3s
171/218 [======================>.......] - ETA: 3s
172/218 [======================>.......] - ETA: 3s
173/218 [======================>.......] - ETA: 3s
174/218 [======================>.......] - ETA: 3s
175/218 [=======================>......] - ETA: 3s
176/218 [=======================>......] - ETA: 3s
177/218 [=======================>......] - ETA: 3s
178/218 [=======================>......] - ETA: 3s
179/218 [=======================>......] - ETA: 3s
180/218 [=======================>......] - ETA: 2s
181/218 [=======================>......] - ETA: 2s
182/218 [========================>.....] - ETA: 2s
183/218 [========================>.....] - ETA: 2s
184/218 [========================>.....] - ETA: 2s
185/218 [========================>.....] - ETA: 2s
186/218 [========================>.....] - ETA: 2s
187/218 [========================>.....] - ETA: 2s
188/218 [========================>.....] - ETA: 2s
189/218 [=========================>....] - ETA: 2s
190/218 [=========================>....] - ETA: 2s
191/218 [=========================>....] - ETA: 2s
192/218 [=========================>....] - ETA: 2s
193/218 [=========================>....] - ETA: 1s
194/218 [=========================>....] - ETA: 1s
195/218 [=========================>....] - ETA: 1s
196/218 [=========================>....] - ETA: 1s
197/218 [==========================>...] - ETA: 1s
198/218 [==========================>...] - ETA: 1s
199/218 [==========================>...] - ETA: 1s
200/218 [==========================>...] - ETA: 1s
201/218 [==========================>...] - ETA: 1s
202/218 [==========================>...] - ETA: 1s
203/218 [==========================>...] - ETA: 1s
204/218 [===========================>..] - ETA: 1s
205/218 [===========================>..] - ETA: 1s
206/218 [===========================>..] - ETA: 0s
207/218 [===========================>..] - ETA: 0s
208/218 [===========================>..] - ETA: 0s
209/218 [===========================>..] - ETA: 0s
210/218 [===========================>..] - ETA: 0s
211/218 [============================>.] - ETA: 0s
212/218 [============================>.] - ETA: 0s
213/218 [============================>.] - ETA: 0s
214/218 [============================>.] - ETA: 0s
215/218 [============================>.] - ETA: 0s
216/218 [============================>.] - ETA: 0s
217/218 [============================>.] - ETA: 0s
218/218 [==============================] - 17s 77ms/step

218/218 [==============================] - 17s 77ms/step

# Evaluate CNN model
cnn_predictions <- cnn_model %>% predict(x_test_cnn)

# Evaluate KNN model
knn_accuracy <- sum(knn_predictions == y_test_encoded) / length(y_test_encoded)
cat("KNN Accuracy:", knn_accuracy, "\n")

KNN Accuracy: 0.8040852 

# Evaluate Random Forest model
rf_accuracy <- sum(rf_predictions == y_test_encoded) / length(y_test_encoded)
cat("Random Forest Accuracy:", rf_accuracy, "\n")

Random Forest Accuracy: 0.8194764 

# Evaluate SVM model
svm_accuracy <- sum(svm_predictions == y_test_encoded) / length(y_test_encoded)
cat("SVM Accuracy:", svm_accuracy, "\n")

SVM Accuracy: 0.8157365 

# Evaluate CNN model
cnn_accuracy <- sum(apply(cnn_predictions, 1, which.max) == y_test_encoded) / length(y_test_encoded)
cat("CNN Accuracy:", cnn_accuracy, "\n")

CNN Accuracy: 0.7258343 

# Ensemble Predictions
ensemble_predictions <- (knn_predictions + rf_predictions + svm_predictions + cnn_predictions) / 4

weighted_avg_predictions <- (knn_predictions * knn_accuracy + rf_predictions * rf_accuracy + svm_predictions * svm_accuracy) / (knn_accuracy + rf_accuracy + svm_accuracy)
ensemble_binary_predictions <- ifelse(weighted_avg_predictions >= 0.5, 1, 0)

# Calculate accuracy of the ensemble model
ensemble_accuracy <- sum(ensemble_binary_predictions == y_test_encoded) / length(y_test_encoded)

cat("Accuracy for Ensemble Model:", ensemble_accuracy, "\n")

Accuracy for Ensemble Model: 0.3153049